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href="https://k4all.org/project/?type=challenge" class="home-button">Challenges <i class="icon-right-open"></i></a> </div> </div> <div class="container no-padding"> </div> <div class="container no-sm-padding no-padding-left"> <div class="col-xs-12"> <h2>Recent News</h2> </div> </div> <div class="container"> <article id="post-11913" class="clearfix post-11913 post type-post status-publish format-standard hentry category-elise category-humanai tag-ai4europe tag-ai4good tag-aicommunity tag-aiexcellence tag-aiexcellencecentres tag-aiforsociety tag-aiineurope tag-aiinitiatives tag-aiinnovation tag-aiinnovationnetworks tag-aiprojects tag-airesearch tag-airesearchexcellence tag-artificialintelligence tag-collaboration-2 tag-datasecurity tag-digitaleurope tag-eliseproject tag-ethicalai tag-ethicsinai tag-euairesearch tag-euinnovation tag-europeanai tag-europeancommission tag-europeanunionresearch tag-europeleadingai tag-euscience tag-eutechnology tag-explainableai tag-futureofai tag-horizon2020 tag-horizoneurope tag-humancentricai tag-humancentrictechnology tag-humaneainetwork tag-k4a tag-knowledge4all tag-knowledgesharing tag-machinelearning tag-researchinnovation tag-responsibleai tag-trustworthyai"> <div class="col-sm-12 col-md-offset-1 col-md-10"> <div class="col-sm-12 col-md-2 entry-meta"> <div class="col-sm-12"> <p class="datetime">November 21, 2024</p> </div> <div class="col-sm-12"> <span class="cat-links"> <a href="https://k4all.org/category/elise/" rel="category tag">ELISE</a>, <a href="https://k4all.org/category/humanai/" rel="category tag">HumanAI</a> </span> </div> </div> <div class="col-sm-12 col-md-10"> <h2 class="entry-title"><a href="https://k4all.org/2024/11/knowledge-4-all-foundation-completes-successful-engagements-in-european-ai-excellence-networks-humane-ai-and-elise/" rel="bookmark">Knowledge 4 All Foundation Completes Successful Engagements in European AI Excellence Network HumanEAI-Net</a></h2> <p>Knowledge 4 All Foundation (K4A) is pleased to announce the successful completion of its engagements in two prominent European Networks of Artificial Intelligence (AI) Excellence Centres: the <a href="https://www.humane-ai.eu/"><strong>HumanE AI Network</strong></a>. These initiatives have been instrumental in advancing human-centric AI research and fostering collaboration across Europe.</p> <div class="wp-block-image is-style-default"> <figure class="alignleft size-medium"><img data-attachment-id="11914" data-permalink="https://k4all.org/2024/11/knowledge-4-all-foundation-completes-successful-engagements-in-european-ai-excellence-networks-humane-ai-and-elise/dall%c2%b7e-2024-11-20-16-30-23-a-professional-and-modern-illustration-representing-ai-collaboration-in-europe-without-any-text-the-image-should-feature-a-blend-of-ai-and-european-t/" data-orig-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t.webp" data-orig-size="1024,1024" data-comments-opened="1" data-image-meta="{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"0"}" data-image-title="Knowledge 4 All Foundation Completes Successful Engagements in European AI Excellence Networks: HumanE AI and ELISE" data-image-description="<p>Knowledge 4 All Foundation Completes Successful Engagements in European AI Excellence Networks: HumanE AI and ELISE</p> " data-image-caption="<p>Knowledge 4 All Foundation Completes Successful Engagements in European AI Excellence Networks: HumanE AI and ELISE</p> " data-medium-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t-300x300.webp" data-large-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t-1024x1024.webp" decoding="async" width="300" height="300" src="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t-300x300.webp" alt="Both HumaneAI-Net and ELISE were part of the H2020 ICT-48-2020 call, fostering AI research excellence in Europe." class="wp-image-11914" srcset="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t-300x300.webp 300w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t.webp 1024w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t-150x150.webp 150w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.30.23-A-professional-and-modern-illustration-representing-AI-collaboration-in-Europe-without-any-text.-The-image-should-feature-a-blend-of-AI-and-European-t-768x768.webp 768w" sizes="(max-width: 300px) 100vw, 300px" /><figcaption class="wp-element-caption">The HumaneAI-NetE was part of the H2020 ICT-48-2020 call, fostering AI research excellence in Europe</figcaption></figure></div> <p>The HumanE AI Network, comprising leading European research centres, universities, and industrial enterprises, has focused on developing AI technologies that align with European ethical values and societal norms. K4A’s participation in this network has contributed to shaping AI research directions, methods, and results, ensuring that AI advancements are beneficial to individuals and society as a whole.</p> <p></p> <p>K4A remains committed to advancing AI research and development, building upon the foundations established through these collaborations. The foundation looks forward to future opportunities to contribute to the global AI community and to promote the responsible and ethical development of AI technologies.</p> </div> </div> </article> <article id="post-11927" class="clearfix post-11927 post type-post status-publish format-standard hentry category-lacuna tag-africanai tag-artificialintelligence tag-deeplearningindaba tag-europeancommission tag-inclusiveai tag-knowledge4allfoundation tag-lacunafund tag-languagetechnology tag-machinelearning tag-nlp tag-opendata"> <div class="col-sm-12 col-md-offset-1 col-md-10"> <div class="col-sm-12 col-md-2 entry-meta"> <div class="col-sm-12"> <p class="datetime">August 20, 2024</p> </div> <div class="col-sm-12"> <span class="cat-links"> <a href="https://k4all.org/category/lacuna/" rel="category tag">Lacuna</a> </span> </div> </div> <div class="col-sm-12 col-md-10"> <h2 class="entry-title"><a href="https://k4all.org/2024/08/knowledge-4-all-foundation-completes-nlp-projects-with-lacuna-fund-transitions-efforts-to-deep-learning-indaba-charity/" rel="bookmark"><strong>Knowledge 4 All Foundation Completes NLP Projects with Lacuna Fund, Transitions Efforts to Deep Learning Indaba Charity</strong></a></h2> <p></p> <div class="wp-block-image"> <figure class="alignright size-medium"><img data-attachment-id="11928" data-permalink="https://k4all.org/2024/08/knowledge-4-all-foundation-completes-nlp-projects-with-lacuna-fund-transitions-efforts-to-deep-learning-indaba-charity/dall%c2%b7e-2024-11-20-17-02-00-an-inclusive-and-collaborative-illustration-titled-knowledge-4-all-and-deep-learning-indaba-partnership-the-image-features-diverse-individuals-work/" data-orig-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work.webp" data-orig-size="1024,1024" data-comments-opened="1" data-image-meta="{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"0"}" data-image-title="Knowledge 4 All Completes NLP Projects, Passing the Torch to Deep Learning Indaba" data-image-description="<p>Knowledge 4 All Completes NLP Projects, Passing the Torch to Deep Learning Indaba</p> " data-image-caption="<p>Knowledge 4 All Completes NLP Projects, Passing the Torch to Deep Learning Indaba</p> " data-medium-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work-300x300.webp" data-large-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work-1024x1024.webp" decoding="async" loading="lazy" width="300" height="300" src="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work-300x300.webp" alt="Knowledge 4 All Completes NLP Projects, Passing the Torch to Deep Learning Indaba" class="wp-image-11928" srcset="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work-300x300.webp 300w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work.webp 1024w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work-150x150.webp 150w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-17.02.00-An-inclusive-and-collaborative-illustration-titled-Knowledge-4-All-and-Deep-Learning-Indaba-Partnership.-The-image-features-diverse-individuals-work-768x768.webp 768w" sizes="(max-width: 300px) 100vw, 300px" /><figcaption class="wp-element-caption">Completed NLP Projects, Passing the Torch to Deep Learning Indaba</figcaption></figure></div> <p>The Knowledge 4 All Foundation is pleased to announce the successful completion of its Natural Language Processing (NLP) projects under the <a href="https://lacunafund.org/">Lacuna Fund</a> initiative. These projects aimed to develop open and accessible datasets for machine learning applications, focusing on low-resource languages and cultures in Africa and Latin America.</p> <p>The portfolio includes impactful initiatives such as <a href="https://k4all.org/project/naijavoice/">NaijaVoice</a>, which focuses on creating datasets for Nigerian languages, <a href="https://k4all.org/project/masakhane-natural-language-understanding/">Masakhane Natural Language Understanding</a>, which advances NLU capabilities for African languages, and <a href="https://k4all.org/project/masakhane-domain-adaptation-in-machine-translation/">Masakhane Domain Adaptation in Machine Translation</a>, targeting improved domain-specific machine translation systems. The Foundation’s efforts have significantly contributed to assisting African researchers and research institutions in creating inclusive datasets that address critical needs in these regions.</p> <p>As part of a strategic transition, the Foundation has entrusted the continuation and expansion of these initiatives to the <a href="https://deeplearningindaba.com/2024/">Deep Learning Indaba</a> charity. The Deep Learning Indaba, dedicated to strengthening machine learning and artificial intelligence across Africa, is well-positioned to build upon the groundwork laid by Knowledge 4 All. The Foundation extends its gratitude to the Deep Learning Indaba charity for taking over these projects and is confident that their expertise will further the mission of fostering inclusive and representative AI development in the future.</p> </div> </div> </article> <article id="post-11917" class="clearfix post-11917 post type-post status-publish format-standard hentry category-encore tag-collaboration-2 tag-cooperationineducation tag-cooperationprojects tag-digitallearning tag-educationalresources tag-educationaltechnology tag-educationforall tag-educationinnovation tag-encoreproject tag-erasmusinnovation tag-erasmusplus tag-eucollaboration tag-eucommission tag-eueducation tag-eulearning tag-euprojects tag-europeaneducation tag-futureofeducation tag-globallearning tag-highereducation tag-inclusiveeducation tag-innovationineducation tag-k4a tag-keyaction2 tag-knowledge4all tag-knowledgesharing tag-lifelonglearning tag-oer-2 tag-openeducation tag-openknowledge"> <div class="col-sm-12 col-md-offset-1 col-md-10"> <div class="col-sm-12 col-md-2 entry-meta"> <div class="col-sm-12"> <p class="datetime">May 23, 2024</p> </div> <div class="col-sm-12"> <span class="cat-links"> <a href="https://k4all.org/category/encore/" rel="category tag">Encore+</a> </span> </div> </div> <div class="col-sm-12 col-md-10"> <h2 class="entry-title"><a href="https://k4all.org/2024/05/knowledge-4-all-foundation-celebrates-successful-completion-of-erasmus-encore-project-advancing-open-education-across-europe/" rel="bookmark">Knowledge 4 All Foundation Celebrates Successful Completion of Erasmus+ ENCORE+ Project, Advancing Open Education Across Europe</a></h2> <p>The Knowledge 4 All Foundation (K4A) has successfully concluded its participation in a significant European Erasmus+ project: the <a href="https://encoreproject.eu/">European Network for Catalysing Open Resources in Education (ENCORE+)</a>. The project aimed to enhance the adoption and innovation of Open Educational Resources (OER) across Europe, fostering collaboration between higher education institutions and businesses.</p> <div class="wp-block-image"> <figure class="alignleft size-medium"><img data-attachment-id="11921" data-permalink="https://k4all.org/2024/05/knowledge-4-all-foundation-celebrates-successful-completion-of-erasmus-encore-project-advancing-open-education-across-europe/dall%c2%b7e-2024-11-20-16-41-07-an-engaging-and-modern-illustration-titled-knowledge-4-all-foundation-completes-european-erasmus-projects_-encore-the-image-should-represent-coll/" data-orig-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll.webp" data-orig-size="1024,1024" data-comments-opened="1" data-image-meta="{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"0"}" data-image-title="Knowledge 4 All Foundation Celebrates Successful Completion of Erasmus+ ENCORE+ Project, Advancing Open Education Across Europe" data-image-description="<p>Knowledge 4 All Foundation Celebrates Successful Completion of Erasmus+ ENCORE+ Project, Advancing Open Education Across Europe</p> " data-image-caption="<p>Knowledge 4 All Foundation Celebrates Successful Completion of Erasmus+ ENCORE+ Project, Advancing Open Education Across Europe</p> " data-medium-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll-300x300.webp" data-large-file="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll-1024x1024.webp" decoding="async" loading="lazy" width="300" height="300" src="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll-300x300.webp" alt="Knowledge 4 All Foundation Celebrates Successful Completion of Erasmus+ ENCORE+ Project, Advancing Open Education Across Europe" class="wp-image-11921" srcset="https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll-300x300.webp 300w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll.webp 1024w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll-150x150.webp 150w, https://k4all.org/wp-content/uploads/2024/11/DALL·E-2024-11-20-16.41.07-An-engaging-and-modern-illustration-titled-Knowledge-4-All-Foundation-Completes-European-Erasmus-Projects_-ENCORE.-The-image-should-represent-coll-768x768.webp 768w" sizes="(max-width: 300px) 100vw, 300px" /><figcaption class="wp-element-caption">ENCORE+ project was part of the Erasmus+, EAC/A02/2019, KA2: Cooperation for innovation and the exchange of good practices – Knowledge Alliances</figcaption></figure></div> <p>Throughout its involvement, K4A played a pivotal role in developing a European OER innovation area by connecting stakeholder communities and fostering knowledge exchange. The foundation contributed to establishing open, distributed, and trusted community review strategies for OER, engaging businesses and higher education institutions in dialogues on quality and innovation. Additionally, K4A supported the integration of organizational strategies for OER in both business and academia, encouraging co-learning from successful implementations.</p> <p>The successful completion of this project marks a significant milestone in K4A’s mission to promote open education and knowledge sharing. The foundation remains committed to advancing OER initiatives and looks forward to future collaborations that will continue to drive innovation and inclusivity in education and training across Europe.</p> </div> </div> </article> <article id="post-11849" class="clearfix post-11849 post type-post status-publish format-standard hentry category-ai4d category-general tag-africa tag-africa-natural-language-processing-machine-learning-technology-language-technology-african-langauges-participatory-research tag-african-langauges tag-language-technology tag-machine-learning tag-participatory-research tag-technology"> <div class="col-sm-12 col-md-offset-1 col-md-10"> <div class="col-sm-12 col-md-2 entry-meta"> <div class="col-sm-12"> <p class="datetime">September 27, 2023</p> </div> <div class="col-sm-12"> <span class="cat-links"> <a href="https://k4all.org/category/ai4d/" rel="category tag">AI4D</a>, <a href="https://k4all.org/category/general/" rel="category tag">General</a> </span> </div> </div> <div class="col-sm-12 col-md-10"> <h2 class="entry-title"><a href="https://k4all.org/2023/09/k4a-nlp-study/" rel="bookmark">K4A supported research projects in African natural language processing now available in study</a></h2> <p><br>K4A has been instrumental in contributing to the roadmap for African language technologies. The <a href="https://www.cell.com/patterns/fulltext/S2666-3899(23)00189-7?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS2666389923001897%3Fshowall%3Dtrue">new study</a> investigates the motivations, focus and challenges faced by stakeholders at the core of the NLP ecosystem in an African context. </p> <p>By identifying and interviewing core stakeholders in the NLP process a number of recommendations are proposed for use by policymakers, AI researchers, and other relevant stakeholders in aid of the betterment of the development of language content and language technology.</p> <figure class="wp-block-image size-large"><a href="https://www.cell.com/patterns/fulltext/S2666-3899(23)00189-7?_returnURL=https%3A%2F%2Flinkinghub.elsevier.com%2Fretrieve%2Fpii%2FS2666389923001897%3Fshowall%3Dtrue"><img data-attachment-id="11850" data-permalink="https://k4all.org/2023/09/k4a-nlp-study/piis2666389923001897/" data-orig-file="https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897.jpg" data-orig-size="1191,1191" data-comments-opened="1" data-image-meta="{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"0"}" data-image-title="PIIS2666389923001897" data-image-description="" data-image-caption="" data-medium-file="https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-300x300.jpg" data-large-file="https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-1024x1024.jpg" decoding="async" loading="lazy" width="1024" height="1024" src="https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-1024x1024.jpg" alt="Graphical abstract" class="wp-image-11850" srcset="https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-1024x1024.jpg 1024w, https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-300x300.jpg 300w, https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-150x150.jpg 150w, https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897-768x768.jpg 768w, https://k4all.org/wp-content/uploads/2023/09/PIIS2666389923001897.jpg 1191w" sizes="(max-width: 1024px) 100vw, 1024px" /></a><figcaption class="wp-element-caption">Graphical abstract of the study published in Patterns 4, 100820, August 11, 2023</figcaption></figure> <p>The K4A grantees have put forward the following recommendations for stakeholders working in the African language ecosystem:</p> <ul> <li>Language acquisition of Indigenous African languages, primarily by Africans, should be better supported, and technology is a means to do this, as has been the case for many other non-African languages.</li> <li>Basic tooling to support content creation on digital platforms, such as digital dictionaries, thesauruses, keyboards supporting diacritics where relevant, and spell checkers that recognize African names and places without error, should be prioritized.</li> <li>Language tools and processes for content moderation and to catch and control the spread of misinformation online in Indigenous African languages should be developed and actively used.</li> <li>Language careers and the professional opportunities available, particularly as pertains to Indigenous African languages, should be made more visible to students earlier in their education so as to generate greater interest in these fields in tertiary education.</li> <li>AI language tools that augment human activities as opposed to tools seeking to replace them should be the intentional design choice, especially given the current dearth of tooling and data for African languages.</li> <li>Computational linguistics components should be introduced into the educational curricula of disciplines adjacent to and working with language, e.g., linguistics and journalism, with an emphasis on the role they can play in the development of ethical and inclusive AI so as to encourage a pipeline of cross-discipline stakeholders working to build language technology.</li> <li>Professional training opportunities to enable multilingual individuals to venture into language careers should be increased.</li> <li>The study of contemporary use of language in Africa should be emphasized, given increasing urbanization and the multicultural nature of the continent.</li> <li>Funding for dataset creation and annotation, both of which can be time-consuming and expensive tasks, should be increased.</li> <li>African language policies, particularly those pertaining to education and provision of government services, should be better implemented with the aid of emerging language tools and technologies.</li> <li>Digital licensing and funding should be made suitable to support legal cases against non-African corporations who use open African data.</li> <li>An ‘‘ethical data curation toolkit,’’ which is informed by information scientists, data privacy experts, and machine learning bias experts, would empower dataset curators with the knowledge and skills to perform informed data curation.</li> <li>The toolkit should be accompanied by a workshop in which practical training and discussions can take place.</li> </ul> </div> </div> </article> <a href="/news/" class="pull-right news-archive">News Archive <i class="icon-right-open"></i></a> </div>   <div class="footer"> <div class="container"> <div class="row"> <div class="col-sm-6 col-md-5"> <div class="logomark-row"> <a href="/" class=""> <img src="https://k4all.org/wp-content/themes/k4all-child/img/logo.png" data-retina-src="https://k4all.org/wp-content/themes/k4all-child/img/logo@2x.png" class="img-responsive" alt="Logo"> </a> </div> <div class="row"> <div class="col-sm-10"> <ul> <li class="with-icon"> <i class="icon-location hidden-xs"></i> <h5><a 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