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aria-label="Artificial intelligence at Bosch for a better future" href="/stories/topics/ai-for-a-better-future-at-bosch/"><div class="A-Teaser-NavigationTeaser__image-wrapper"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/topic_worlds/ai_for_a_better_future/ai_res_272x153.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/topic_worlds/ai_for_a_better_future/ai_res_400x225.webp, https://assets.bosch.com/media/global/stories/topic_worlds/ai_for_a_better_future/ai_res_800x450.webp 2x" media="(min-width: 1200px)"><source 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The picture shows the letters "AI", which stands for artificial intelligence."></picture></div></figure></div><div class="A-Teaser-NavigationTeaser__text-wrapper"><div class="A-Teaser-NavigationTeaser__label -size-s"><span class="A-Teaser-NavigationTeaser__identifier">Topic</span></div><div class="A-Teaser-NavigationTeaser__text"><span>Artificial intelligence at Bosch for a better</span> <span>future<i class="a-icon ui-ic-forward-small-bold"></i></span></div></div></a> </div> <div class="A-Teaser-NavigationTeaser a-tile"> <a class="A-Teaser-NavigationTeaser__link" aria-label="Will AI have a lasting impact on how we live?" href="/stories/technology-report-tech-compass-2024/"><div class="A-Teaser-NavigationTeaser__image-wrapper"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta 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ui-ic-nosafe-lr-forward-small"></i></span></a></div> </li> <li aria-current="page"> Artificial intelligence </li> </ol> </nav> </div> </div> </div> </header> <main id="main" tabindex="-1"> <div class="M-Stage-Two" data-js-component="stage-two"> <div class="e-container"> <div class="M-Stage-Two__header"> <div class="M-Stage-Two__topbar"> <div class="M-Stage-Two__kicker">Research on artificial intelligence</div> </div> <div class="M-Stage-Two__headline"> <div class="M-Stage-Two__headline-container a-text"> <h1>Artificial intelligence meets domain knowledge</h1> <p>With their research into artificial intelligence, Bosch Research and the Bosch Center for Artificial Intelligence (BCAI) are laying the foundations for the products and services of the future. These will be even more efficient, safer and more user-friendly as a result.</p> </div> </div> </div> </div> <div class="M-Stage-Two__contentContainer container"> <div class="M-Stage-Two__content"> <figure class="A-Image__figure" > <div class="A-Image__preloadWrapper" data-nosnippet> <div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"> <meta content="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_400x225.webp" itemprop="url" /> <meta content="100%" itemprop="width" /> <meta content="100%" itemprop="height" /> </div> <picture class="A-Image__picture" data-js-component="source-fallback"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_1984x1116.webp 2x" media="(min-width: 1200px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_1984x1116.webp 2x" media="(min-width: 992px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_992x558.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_1536x864.webp 2x" media="(min-width: 768px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_800x450.webp 2x" media="(max-width: 767px)"> <img class="A-Image A-Image--preload" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/artificial-intelligence-header_res_800x450.webp 2x" width="800" height="450" alt="The picture represents the “artificial intelligence” research field at Bosch Research. A human head with a computer chip is positioned in the middle as the large main symbol. It is surrounded by other symbols which represent the various aspects of artificial intelligence. These include an IT network vector, a data storage symbol and a “half-human half-robot head” which symbolizes the interaction between human and artificial intelligence."> </picture> </div> </figure> </div> </div> </div> <section class="M-TextTwo" aria-label="Recognizing potential: Bosch focuses on connectivity and AI"> <div class="e-container"> <div class="a-component-header -small"> <div class="a-text"> <h2>Recognizing potential: Bosch focuses on connectivity and AI</h2> </div> </div> <div class="M-TextTwo__body"> <div class="M-TextTwo__description"> <div class="A-Text-RichText"> <p>Whether digital assistants or intelligent chatbots answer our questions, we receive automatically generated recommendations or our navigation device calculates the best route to our destination — artificial intelligence (AI) has become an established part of many people's everyday lives thanks to freely accessible applications. The availability of large quantities of data, enormous computing power and innovative algorithms have made this progress possible. AI is now able to solve complex problems and offer real-time decision-making recommendations.</p> <p>In industry, artificial intelligence has played a central role for some time now. When used in the context of connected products where it has access to real-time data, it unleashes its full potential. Bosch recognized this potential long ago and established the <a target="_blank" aria-label="Bosch Center for Artificial Intelligence (BCAI) opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/"><span>Bosch Center for Artificial Intelligence</span> <span>(BCAI)<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a> back in 2017 to encourage not only the use of AI methods but also basic research into them. Bosch relies on AI in numerous product classes: since 2022, all electronic products allow connectivity and the data collected in the process are used to improve AI applications. By the end of 2023, all Bosch products will be developed or produced using AI. With our research into artificial intelligence, Bosch Research and and BCAI are laying the foundations for this.</p> </div> </div> </div> </div> </section> <section class="M-Image" aria-label="Powerwall"> <div class="e-container"> <div class="a-component-header"> <div class="a-text"> <h2>Intelligently connected: Collaboration between research and Bosch business divisions</h2> </div> </div> <div class="M-Image__image-wrapper"> <figure class="A-Image__figure" > <div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet> <div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"> <meta content="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_400x225.webp" itemprop="url" /> <meta content="100%" itemprop="width" /> <meta content="100%" itemprop="height" /> </div> <picture class="A-Image__picture" data-js-component="source-fallback"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_1984x1116.webp 2x" media="(min-width: 1200px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_1984x1116.webp 2x" media="(min-width: 992px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_992x558.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_1984x1116.webp 2x" media="(min-width: 768px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_800x450.webp 2x" media="(max-width: 767px)"> <img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/powerwall_res_800x450.webp 2x" width="800" height="450" alt="Two experts from Bosch Research, one male and one female, stand in front of a PowerWall, analyzing numbers and graphs shown in various shades of blue and green. One expert turns to the other and stretches her arms upwards in parallel, as if she were explaining something to him. The male expert looks pensively at the PowerWall and also stretches his arm upwards."> </picture> </div> <figcaption class="A-Image__caption">With the help of AI, correlations and complex patterns in large quantities of data can be visualized.</figcaption> </figure> </div> </div> </section> <section class="M-TextTwo" aria-label="Intelligently connected"> <div class="e-container"> <div class="M-TextTwo__body"> <div class="M-TextTwo__description"> <div class="A-Text-RichText"> <p>At Bosch Research, connectivity and AI are now standard. We develop applications and solutions for all business areas across the group — from consumer goods and production systems to mobility and automated driving. AI methods play an elementary role here. AI research is pooled in Bosch Research's internal Center for Artificial Intelligence which assists the Group's divisions in developing and manufacturing products and solutions with the help of AI. Bosch Research and BCAI work together with the Bosch business divisions on specific applications during projects. As a result, futuristic AI research meets decades of domain expertise.</p> </div> </div> </div> </div> </section> <section class="M-Image" aria-label="Balancing Network"> <div class="e-container"> <div class="a-component-header"> <div class="a-text"> <h2>Getting to the bottom of things: BCAI develops new AI methods</h2> </div> </div> <div class="M-Image__image-wrapper"> <figure class="A-Image__figure" > <div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet> <div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"> <meta content="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_400x225.webp" itemprop="url" /> <meta content="100%" itemprop="width" /> <meta content="100%" itemprop="height" /> </div> <picture class="A-Image__picture" data-js-component="source-fallback"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_1984x1116.webp 2x" media="(min-width: 1200px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_1984x1116.webp 2x" media="(min-width: 992px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_992x558.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_1984x1116.webp 2x" media="(min-width: 768px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_800x450.webp 2x" media="(max-width: 767px)"> <img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/balancing-network_res_800x450.webp 2x" width="800" height="450" alt="AI solutions from Bosch Research and BCAI are used in all Bosch business sectors. An expert from Bosch Research looks at data on a computer in a laboratory that stands out in a shade of blue from the screen."> </picture> </div> <figcaption class="A-Image__caption">AI solutions from Bosch Research and BCAI are applied across all Bosch business units.</figcaption> </figure> </div> </div> </section> <section class="M-TextTwo" aria-label="Getting to the bottom of things"> <div class="e-container"> <div class="M-TextTwo__body"> <div class="M-TextTwo__description"> <div class="A-Text-RichText"> <p>With the research carried out by BCAI, Bosch Research is connecting physical products with the virtual world and making intelligent decisions possible through the use of AI. The AI-specific methods of BCAI are used in various sectors and applications here. The solutions from Bosch Research and BCAI result in user-friendly products as well as new business models which contribute to even more efficient manufacturing in the Factory of the Future. To this end, we bring together classic engineering and natural sciences with AI methods. BCAI focuses its research on the following AI methods.</p> </div> </div> </div> </div> </section> <section aria-label="AI methods" > <div class="e-container"> <div class="M-Accordion" data-js-component="accordion" data-active=""> <div class="a-component-header"> <div class="a-text"> <h2>AI methods</h2> </div> </div> <div class="a-accordion" id="accordion-5980719-1" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-1" tabindex="0"> <div class="a-accordion__headline-text highlight"> Deep learning </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-1" > <span itemprop="text"> <div class="A-Text-RichText"> <p>Deep learning involves machine learning systems that process data in neural networks at different levels. Machine “vision” as well as the speech comprehension and speech recognition of digital systems have their roots in deep learning. The method is used for solutions in automated driving, robotics or embedded AI systems.</p> </div> <div class="a-link -icon"><a target="_blank" aria-label="More about deep learning opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/research/fields-of-expertise/deep-learning/"><span>More about deep</span> <span>learning<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a></div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-2" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-2" tabindex="0"> <div class="a-accordion__headline-text highlight"> Foundation models </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-2" > <span itemprop="text"> <div class="A-Text-RichText"> <p>Foundation models are the basis for the latest generation of AI models. They are trained on large data sets as well as on data sets of very different situations and modalities such as text, images or audio simultaneously. As a result, these models are able to solve a large number of new tasks with very high accuracy. We focus on adapting and using existing foundation models as well as on training our own models and implementing them on lower performance target hardware.</p> </div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-3" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-3" tabindex="0"> <div class="a-accordion__headline-text highlight"> Natural language processing </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-3" > <span itemprop="text"> <div class="A-Text-RichText"> <p>Natural language processing (NLP) is the focus of many recent research steps in AI, for example the text-based dialog systems “ChatGPT” and “Bard”. Our NLP methods focus on developing scalable solutions for Bosch's heterogeneous industrial context.</p> </div> <div class="a-link -icon"><a target="_blank" aria-label="More about natural language processing opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/research/fields-of-expertise/natural-language-processing/"><span>More about natural language</span> <span>processing<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a></div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-4" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-4" tabindex="0"> <div class="a-accordion__headline-text highlight"> Generative AI </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-4" > <span itemprop="text"> <div class="A-Text-RichText"> <p>Generative AI describes models that are able to create new data points themselves, such as new images or texts. We work on generative models for synthetic data, designs of technical components or even the automated labeling of real data.</p> </div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-5" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-5" tabindex="0"> <div class="a-accordion__headline-text highlight"> Neuro-symbolic AI </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-5" > <span itemprop="text"> <div class="A-Text-RichText"> <p>At the moment, deep learning and neural networks often struggle to incorporate structured domain knowledge and logical reasoning into predictions and results. With the neuro-symbolic AI method, domain knowledge becomes accessible by machine. It combines the flexible and data-driven power of deep Learning with so-called symbolic methods.</p> </div> <div class="a-link -icon"><a target="_blank" aria-label="More about neuro-symbolic AI opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/research/fields-of-expertise/neuro-symbolic-ai/"><span>More about neuro-symbolic</span> <span>AI<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a></div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-6" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-6" tabindex="0"> <div class="a-accordion__headline-text highlight"> Probabilistic modeling </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-6" > <span itemprop="text"> <div class="A-Text-RichText"> <p>In order to understand and predict complex production process sequences as well as the movement habits of users and their interaction with Bosch products in the real world, we use the probabilistic modeling method — the statistical modeling of probabilities.</p> </div> <div class="a-link -icon"><a target="_blank" aria-label="More about probabilistic modeling opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/research/fields-of-expertise/probabilistic-modeling/"><span>More about probabilistic</span> <span>modeling<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a></div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-7" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-7" tabindex="0"> <div class="a-accordion__headline-text highlight"> Reinforcement learning </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-7" > <span itemprop="text"> <div class="A-Text-RichText"> <p>The reinforcement learning method goes beyond predictions. It plays a crucial role in controlling systems based on data, rather than simply anticipating how they will behave. Here, digital data are used to train the systems to make decisions and solve problems, both for sequential and non-sequential tasks.</p> </div> <div class="a-link -icon"><a target="_blank" aria-label="More about reinforcement learning opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/research/fields-of-expertise/reinforcement-learning-control-and-optimization/"><span>More about reinforcement</span> <span>learning<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a></div> </span> </div> </div> <div class="a-accordion" id="accordion-5980719-8" > <div class="a-accordion__headline" itemprop="name" role="button" aria-expanded="false" aria-controls="accordion-content-5980719-8" tabindex="0"> <div class="a-accordion__headline-text highlight"> Hybrid modeling </div> <i class="a-icon a-accordion__headline-icon boschicon-bosch-ic-down" aria-label="show less - show more" data-show-less="show less" data-show-more="show more" role="button"></i> </div> <div class="a-accordion__content" id="accordion-content-5980719-8" > <span itemprop="text"> <div class="A-Text-RichText"> <p>Hybrid modeling combines fundamental models from statistics, physics or chemistry with data-driven models obtained from observations or simulations. These basic models are data-efficient, causally explainable and allow generalization. Conversely, data-driven approaches can describe complex and new processes for which no basic models are available. The integration of both methods in hybrid modeling makes it possible to optimize development steps and processes.</p> </div> <div class="a-link -icon"><a target="_blank" aria-label="More about hybrid modeling opens external site" rel="noopener, noreferrer" href="https://www.bosch-ai.com/research/fields-of-expertise/hybrid-modeling/"><span>More about hybrid</span> <span>modeling<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a></div> </span> </div> </div> </div> </div> </section> <section class="M-Image" aria-label="Anomaly"> <div class="e-container"> <div class="a-component-header"> <div class="a-text"> <h2>Intelligently applied: AI revolutionizes production and mobility</h2> </div> </div> <div class="M-Image__image-wrapper"> <figure class="A-Image__figure" > <div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet> <div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"> <meta content="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_400x225.webp" itemprop="url" /> <meta content="100%" itemprop="width" /> <meta content="100%" itemprop="height" /> </div> <picture class="A-Image__picture" data-js-component="source-fallback"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_1984x1116.webp 2x" media="(min-width: 1200px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_1984x1116.webp 2x" media="(min-width: 992px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_992x558.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_1984x1116.webp 2x" media="(min-width: 768px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_800x450.webp 2x" media="(max-width: 767px)"> <img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/anomaly_res_800x450.webp 2x" width="800" height="450" alt="Two researchers wearing white protective clothing stand in a clean room at Bosch Research. They are holding a laptop. Only their eyes are visible. Their gaze is directed at a robot at the right side of the picture. The image illustrates the variety of ways in which artificial intelligence (AI) is used in production, especially to recognize anomalies."> </picture> </div> <figcaption class="A-Image__caption">AI is used in a variety of ways in Bosch production — for example in recognizing anomalies.</figcaption> </figure> </div> </div> </section> <section class="M-TextTwo" aria-label="Intelligently applied"> <div class="e-container"> <div class="M-TextTwo__body"> <div class="M-TextTwo__description"> <div class="A-Text-RichText"> <p>The experts at BCAI are thus carrying out basic research into AI on the very highest level. The futuristic methods are not only theoretical. Within the Bosch Group, the AI researchers are in constant contact with their colleagues from the business divisions. This interaction between research and development allows the new methods to be put directly into practice. Bosch Research implements pilot applications at the company’s production sites. The results help the researchers to develop methods for efficiently combining process knowledge and AI.</p> </div> </div> </div> </div> </section> <section class="M-Image" aria-label="AI Analytics Platform"> <div class="e-container"> <div class="M-Image__image-wrapper"> <figure class="A-Image__figure" > <div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet> <div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"> <meta content="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_400x225.webp" itemprop="url" /> <meta content="100%" itemprop="width" /> <meta content="100%" itemprop="height" /> </div> <picture class="A-Image__picture" data-js-component="source-fallback"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_1984x1116.webp 2x" media="(min-width: 1200px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_1984x1116.webp 2x" media="(min-width: 992px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_992x558.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_1984x1116.webp 2x" media="(min-width: 768px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_800x450.webp 2x" media="(max-width: 767px)"> <img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/ai-analytic-platform_res_800x450.webp 2x" width="800" height="450" alt="The AI Analytics Platform developed by BCAI analyses manufacturing processes and helps to optimise them. The image shows manufacturing machines that are slightly blurred in the background. In the foreground, a semicircle graphic can be seen that visualises the optimisation of the manufacturing processes."> </picture> </div> <figcaption class="A-Image__caption">The AI Analytics Platform developed by BCAI analyzes manufacturing processes and helps to optimize them.</figcaption> </figure> </div> </div> </section> <section class="M-TextTwo" aria-label="TextTwo"> <div class="e-container"> <div class="M-TextTwo__body"> <div class="M-TextTwo__description"> <div class="A-Text-RichText"> <p>The <a target="_self" aria-label="AI Analytics Platform" href="/stories/ai-in-manufacturing/"><span>AI Analytics Platform</span></a> developed by BCAI is already in use in eight business divisions and at more than 1,500 production lines. It analyzes enormous quantities of data in order to identify quality problems and improve production on an ongoing basis. Along with other AI applications, the <a target="_self" aria-label="COLLIE" href="/stories/top93-collie/"><span>COLLIE</span></a> (Collective Intelligence Excellence) project shows how domain knowledge and data can be combined intelligently. Through the use of a hybrid model, it was possible to develop and test a laser welding machine for the Bosch plant in Blaichach, Germany, much more quickly. For <a target="_self" aria-label="Smart Item Picking" href="/stories/smart-item-picking/"><span>Smart Item Picking</span></a>, the intelligent gripping robot in logistics, and <a target="_self" aria-label="DeepInspect" href="/stories/assembly-support/"><span>DeepInspect</span></a>, the AI-based assembly assistant for the worker of tomorrow, we once again rely on a combination of classic domain knowledge and AI.</p> <p>In mobility too, nothing is possible without AI nowadays. With the help of AI, vehicles can be turned into intelligent assistants. Assistance systems such as the <a target="_blank" aria-label="multi purpose camera opens external site" rel="noopener, noreferrer" href="https://www.bosch-mobility.com/en/solutions/camera/multi-purpose-camera/"><span>multi purpose</span> <span>camera<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a> make automated driving safer and more reliable thanks to signal processing and AI-assisted behavioral prediction. When parking for example, an AI-assisted ultrasonic sensor will help with object recognition and will warn drivers of high, potentially dangerous objects. Collaborations beyond company boundaries are proof of our forward-looking research. These include the partnership with <a target="_blank" aria-label="Cariad opens external site" rel="noopener, noreferrer" href="https://www.bosch-mobility.com/en/company/current-news/bosch-and-cariad-develop-automated-driving-functions/"><span>Cariad<i class="a-icon ui-ic-nosafe-lr-externallink"></i></span></a>, the software subsidiary of the Volkswagen Group.</p> </div> </div> </div> </div> </section> <section class="M-Image" aria-label="automated driving"> <div class="e-container"> <div class="M-Image__image-wrapper"> <figure class="A-Image__figure" > <div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet> <div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"> <meta content="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_400x225.webp" itemprop="url" /> <meta content="100%" itemprop="width" /> <meta content="100%" itemprop="height" /> </div> <picture class="A-Image__picture" data-js-component="source-fallback"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_1984x1116.webp 2x" media="(min-width: 1200px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_1280x720.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_1984x1116.webp 2x" media="(min-width: 992px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_992x558.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_1984x1116.webp 2x" media="(min-width: 768px)"> <source srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_800x450.webp 2x" media="(max-width: 767px)"> <img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_400x225.webp, https://assets.bosch.com/media/global/research/research_fields/artificial_intelligence/automated-driving_res_800x450.webp 2x" width="800" height="450" alt="Inside a car, a researcher wearing glasses sits on the driver's side. He is looking at a monitor on the right side of the image. A vehicle can be seen in the middle of the monitor. Purple blocks of buildings can be seen to the right and left of the vehicle. The image illustrates the importance of artificial intelligence (AI) in environment recognition during automated driving."> </picture> </div> <figcaption class="A-Image__caption">In automated driving, AI plays a significant role in environment recognition, for example.</figcaption> </figure> </div> </div> </section> <section aria-label="Summary"> <div class="e-container"> <div class="M-Summary"> <div class="M-Summary__wrapper"> <h2 class="h1 M-Summary__headline">Summary</h2> <p class="M-Summary__text">The research into artificial intelligence carried out by BCAI and Bosch Research is crucial as it allows Bosch's business units to further develop their products and thus stay one step ahead of the competition in many cases.</p> </div> </div> </div> </section> <section class="O-Strategic-Teaser-Group" aria-label="StrategicTeaser"> <div class="e-container"> <div class="O-Strategic-Teaser-Group__items-wrapper"> <div class="O-Strategic-Teaser-Group__item"> <div class="M-Strategic-Teaser 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srcset="https://assets.bosch.com/media/global/stories/radar_deep_learning/automated-driving-functions_res_400x225.webp, https://assets.bosch.com/media/global/stories/radar_deep_learning/automated-driving-functions_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/radar_deep_learning/automated-driving-functions_res_400x225.webp, https://assets.bosch.com/media/global/stories/radar_deep_learning/automated-driving-functions_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/radar_deep_learning/automated-driving-functions_res_400x225.webp, https://assets.bosch.com/media/global/stories/radar_deep_learning/automated-driving-functions_res_800x450.webp 2x" width="800" height="450" alt="Automated driving functions improve the safety of road traffic, help it flow better, and make it altogether more convenient."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Radar deep learning — helping vehicles move into the fast lane</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="KIsSME — using artificial intelligence to recognize critical traffic situations" href="/stories/kissme/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_400x225.webp, https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_400x225.webp, https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_400x225.webp, https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_400x225.webp, https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_400x225.webp, https://assets.bosch.com/media/global/stories/kissme/kissme-team_res_800x450.webp 2x" width="800" height="450" alt="The Bosch team from the funding project stands in front of the EVA shuttle, a Bosch demonstrator from "KIsSME"."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">KIsSME — using artificial intelligence to recognize critical traffic situations</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="More transparent AI with visual analytics" href="/stories/visual-analytics-artificial-intelligence/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/visual_analytics/visual-analytics-stage-16x9_res_800x450.webp 2x" width="800" height="450" alt="Liu Ren is chief scientist at Bosch Research and Technology Center in Silicon Valley. He is standing in front of a wall-sized display and explains how artificial intelligence works with a method called visual analytics."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">More transparent AI with visual analytics</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="AI in the agricultural industry" href="/stories/agri-gaia/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_400x225.webp, https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_400x225.webp, https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_400x225.webp, https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_400x225.webp, https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_400x225.webp, https://assets.bosch.com/media/global/stories/agri_gaia/profilbild_landwirtthumann_res_800x450.webp 2x" width="800" height="450" alt="Farmer Uwe Thumann stands next to his agricultural machine after his fertilizer application."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">AI in the agricultural industry</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="COLLIE: Cost-effective combination of domain knowledge and data" href="/stories/top93-collie/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/top93_collie/header-collie-16x9_res_800x450.webp 2x" width="800" height="450" alt="Header TOP93 Collie"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">COLLIE: Cost-effective combination of domain knowledge and data</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="DARKO - Object-throwing robots with people skills" href="/stories/darko-object-throwing-robots-with-people-skills/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_400x225.webp, https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_400x225.webp, https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_400x225.webp, https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_400x225.webp, https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_400x225.webp, https://assets.bosch.com/media/global/stories/darko_object_throwing_robots_with_people_skills/dsc02844_res_800x450.webp 2x" width="800" height="450" alt="DARKO"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">DARKO - Object-throwing robots with people skills</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Camera-based item picking: Robotic colleagues help with packing " href="/stories/smart-item-picking/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_400x225.webp, https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_400x225.webp, https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_400x225.webp, https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_400x225.webp, https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_400x225.webp, https://assets.bosch.com/media/global/stories/smart_item_picking/bosch-research-experte-christoph-marx-mit-smart-item-picking-system_res_800x450.webp 2x" width="800" height="450" alt="The picture shows the Smart Item Picking System from Bosch Research and Bosch Rexroth in an industrial environment. The robotic arm picks up an object from the conveyor belt."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Camera-based item picking: Robotic colleagues help with packing </h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Assembly assistance for the perfect assembly guide" href="/stories/assembly-support/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_400x225.webp, https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_400x225.webp, https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_400x225.webp, https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_400x225.webp, https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_400x225.webp, https://assets.bosch.com/media/global/stories/montageassistenz/bosch-deepinspect-matthias-kayser-arena2036_res_800x450.webp 2x" width="800" height="450" alt=" Bosch Research expert Matthias Kayser in a modern model factory hall (ARENA2036 in Stuttgart), pointing at a screen which, with the help of Bosch’s DeepInspect system, shows him whether or not his component has been correctly installed."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Assembly assistance for the perfect assembly guide</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Embedded siren detection" href="/stories/embedded-siren-detection/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/embedded_siren_detection/smart-acoustic-sensors-16x9_res_800x450.webp 2x" width="800" height="450" alt="Bosch Research is developing smart acoustic sensors to improve road safety for autonomous vehicles"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Embedded siren detection</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> </div> </div> </section> <section class="M-Teaser-TeaserCard" aria-label=""> <div class="e-container"> <div class="M-Teaser-TeaserCard__items"> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="“It’s like I’m learning a new language”" href="/stories/bcai/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_400x225.webp, https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_400x225.webp, https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_400x225.webp, https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_400x225.webp, https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_400x225.webp, https://assets.bosch.com/media/global/stories/bcai/two-people-big-screen_res_800x450.webp 2x" width="800" height="450" alt="A woman in a purple top and grey trousers can be seen from behind in the right part of the picture. She raises her arms and points to a spot on a large screen on the wall in front of her. There are many lines, numbers and colours on the screen. In the left half of the picture, a man in jeans and a purple pullover is standing in front of the wall, he can be seen from the side. He is pointing to the screen with his left hand."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">“It’s like I’m learning a new language”</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Artificial intelligence as a motor for progress" href="/stories/artificial-intelligence-progress/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/thought_leader_sebastian_thrun/sebastian-thrun-stage-16x9_res_800x450.webp 2x" width="800" height="450" alt="Sebastian Thrun, expert for artificial intelligence and robotics, against a blue background."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Artificial intelligence as a motor for progress</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Delta Lab goes into the second round" href="/research/news/delta-lab/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_400x225.webp, https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_400x225.webp, https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_400x225.webp, https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_400x225.webp, https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_400x225.webp, https://assets.bosch.com/media/global/research/news/deltalab/delta-lab_res_800x450.webp 2x" width="800" height="450" alt="Thomas Kropf, President of Bosch Research and Advance Engineering, and Bosch Research colleagues at the official opening ceremony of Delta Lab 2 in Amsterdam."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Delta Lab goes into the second round</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="SoundSee – insight with Audio AI" href="/research/research-fields/artificial-intelligence/audio-ai/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_400x225.webp, https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_400x225.webp, https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_400x225.webp, https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_400x225.webp, https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_400x225.webp, https://assets.bosch.com/media/global/stories/artificial_intelligence_space_flight/soundsee-research-desk_res_800x450.webp 2x" width="800" height="450" alt="soundsee research desk"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">SoundSee – insight with Audio AI</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> </div> </div> </section> <section class="M-Teaser-TeaserCard" aria-label="Our Bosch Research Blog posts"> <div class="e-container"> <div class="a-component-header"> <div class="a-text"> <h2>Our Bosch Research Blog posts</h2> </div> </div> <div class="M-Teaser-TeaserCard__items"> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Learning visual models using a knowledge graph as a trainer" href="/stories/knowledge-driven-machine-learning/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_400x225.webp, https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_400x225.webp, https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_400x225.webp, https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_400x225.webp, https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_400x225.webp, https://assets.bosch.com/media/global/stories/learning_visual_models_using_a_knowledge_graph_as_trainer/header-stefan-schmid-knowledge-driven-machine-learning_res_800x450.webp 2x" width="800" height="450" alt="Learning visual models using a knowledge graph as a trainer"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Learning visual models using a knowledge graph as a trainer</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Neuro-symbolic AI for scene understanding" href="/stories/neuro-symbolic-ai-for-scene-understanding/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_400x225.webp, https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_400x225.webp, https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_400x225.webp, https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_400x225.webp, https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_400x225.webp, https://assets.bosch.com/media/global/stories/neuro_symbolic_ai_for_scene_understanding/header-cory-henson-ai_res_800x450.webp 2x" width="800" height="450" alt="The two researchers, Cory Henson and Alessandro Oltramari, in front of a Bosch Research office"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Neuro-symbolic AI for scene understanding</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Assisting the technical workforce with Neuro-symbolic AI" href="/stories/assisting-the-technical-workforce-with-neuro-symbolic-ai/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_400x225.webp, https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_400x225.webp, https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_400x225.webp, https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_400x225.webp, https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_400x225.webp, https://assets.bosch.com/media/global/stories/assisting_the_technical_workforce_with_hybrid_ai/header-oltramari-final_res_800x450.webp 2x" width="800" height="450" alt="Alessandro Oltramari works as a researcher for Bosch Corporate Research and focuses on neuro-symbolic reasoning for decision support systems."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Assisting the technical workforce with Neuro-symbolic AI</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="AI-Empowered Audio Analytics" href="/stories/ai-empowered-audio-analytics/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/ai_empowered_audio_analytics/blog_header_shabnam_ghaffarzadegan_16x9_res_800x450.webp 2x" width="800" height="450" alt="Shabnam Ghaffarzadegan in front of a monitor presenting Intelligent Audio Analytics. She is wearing a blue shirt and black jeans with black boots. The camera is facing her diagonally. She is holding a microphone in her left hand and is gesturing with her right hand. She is standing confidently as she is talking to the non-visible audience. On the wall behind her you can see a huge monitor with a slide about Human Machine Collaboration. Underneath the monitor you can see a row with cabinets. In the background you can see other team members standing and sitting while listening to Shabnam."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">AI-Empowered Audio Analytics</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="How AI-based data augmentation helps to simplify the development of AD algorithms" href="/stories/ai-based-data-augmentation/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/ai_based_data_augmentation_for_automated_driving/blog-header-michalke-16x9_res_800x450.webp 2x" width="800" height="450" alt="Thomas Michalke describes how AI-based data augmentation helps to simplify the development of algorithms for automated driving."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">How AI-based data augmentation helps to simplify the development of AD algorithms</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Assuring safety of Artificial Intelligence" href="/stories/assuring-safety-of-artificial-intelligence/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/assuring_safety_of_artificial_intelligence/blog-header-lydia-gauerhof-16x9_res_800x450.webp 2x" width="800" height="450" alt="Lydia Gauerhof explains how to assure safety of Artificial Intelligence."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Assuring safety of Artificial Intelligence</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="How atomistic simulation can help find a new material design solution in a few hours to days" href="/stories/how-atomistic-simulation-can-help-find-a-new-material-design-solution/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/how_atomistic_simulation_can_help_find_a_new_material_design_solution_in_a_few_hours_to_days/blog-header-soo-kim-16x9_res_800x450.webp 2x" width="800" height="450" alt="Soo Kim explains how a CMS-designed graphene oxide based anion exchange membrane enable selective ion adsorption chemistries"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">How atomistic simulation can help find a new material design solution in a few hours to days</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Will AI replace classical component simulation?" href="/stories/will-ai-replace-classical-component-simulation/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/will_ai_replace_classical_component_simulation/research-blog-hildebrand-header-16x9_res_800x450.webp 2x" width="800" height="450" alt="Felix Hildebrand talks about hybrid material modeling."></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Will AI replace classical component simulation?</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="Machine learning testing – open questions and approaches" href="/stories/machine-learning-testing-open-questions-and-approaches/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/machine_learning_testing/blog-header-woehrle-16x9_res_800x450.webp 2x" width="800" height="450" alt="Matthias talks about open questions and approaches in machine learning testing"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Machine learning testing – open questions and approaches</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> <div class="A-Teaser-TeaserCard"> <a class="A-Link__coverLink -secondary" aria-label="First workshop on Common Sense Knowledge Graphs" href="/stories/first-workshop-on-common-sense-knowledge-graphs/"><div class="A-Teaser-TeaserCard__image"><figure class="A-Image__figure" ><div class="A-Image__preloadWrapper A-Image__preloadWrapper--ratio16to9" data-nosnippet><div itemtype="https://schema.org/ImageObject" itemscope="" itemprop="image"><meta content="https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_400x225.webp" itemprop="url" /><meta content="100%" itemprop="width" /><meta content="100%" itemprop="height" /></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/common_sense_knowledge_graphs/research-blog-oltramari-header-16x9_res_800x450.webp 2x" width="800" height="450" alt="Alessandro talks about his experience in machine common sense"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">First workshop on Common 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/></div><picture class="A-Image__picture" data-js-component="source-fallback"><source srcset="https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_800x450.webp 2x" media="(min-width: 1200px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_800x450.webp 2x" media="(min-width: 992px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_800x450.webp 2x" media="(min-width: 768px)"><source srcset="https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_800x450.webp 2x" media="(max-width: 767px)"><img class="A-Image A-Image--preload -lazyloading" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" loading="lazy" srcset="https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_400x225.webp, https://assets.bosch.com/media/global/stories/forschung/improving_annotation_efficiency_for_deep_learning_algorithms_for_computer_vision/research-blog-kale-header-16x9_res_800x450.webp 2x" width="800" height="450" alt="Example of annotation for semantic segmentation"></picture></div></figure></div><div class="A-Teaser-TeaserCard__content"><h3 class="A-Teaser-TeaserCard__content__headline">Improving annotation efficiency for deep learning algorithms for computer vision</h3></div><div class="A-Teaser-TeaserCard__linkWrapper"><span>Read</span> <span>more<i class="a-icon ui-ic-nosafe-lr-forward-small"></i></span></div></a> </div> </div> </div> </section> </main> <footer class="o-footer -contrast" aria-label="Footer"> <div class="e-container"> <div class="o-footer__top"> <div 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