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ODSC East NLP Talks, Training Sessions, and Workshops

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data-url="https://opendatascience.com/top-nlp-sessions-coming-to-odsc-east-2021/" data-text="Top NLP Sessions Coming to ODSC East 2021"></div> </div></div> </div> </div> <div class="title"> <h1 id="intro"><a href="https://opendatascience.com/top-nlp-sessions-coming-to-odsc-east-2021/" class="entry-title" itemprop="headline">Top NLP Sessions Coming to ODSC East 2021</a></h1> <p> <a href="https://opendatascience.com/category/conferences/" title="Conferences" class="tag-default">Conferences</a><a href="https://opendatascience.com/tag/east-2021/" title="Conferences" class="tag-default">East 2021</a>posted by <a href="https://opendatascience.com/user/admin_odsc/" title="Conferences" class="tag-defaultic">ODSC Team</a> <span class="legend-default"> <i class="fa fa-clock-o"></i><span class="updated" >March 26, 2021</span> <i class="fa fa-user"></i><span ><a href="" class="author url fn">ODSC Team</a></span> </span> </p> <div class="tag-cloud tag-title"> <i class="fa fa-tags"></i> <a href="https://opendatascience.com/tag/east-2021/" title="East 2021" class="tag-1"><span>East 2021</span><s>42</s></a> </div> </div> <span class="item-summary-hidden" itemprop="description">The last several years have seen a dramatic increase in the popularity of NLP. With significant developments like BERT and GPT-3,...</span> <img class="item-image-hidden" itemprop="image" src="https://opendatascience.com/wp-content/uploads/2021/03/nlp-640x300.jpg" alt="Top NLP Sessions Coming to ODSC East 2021" /> <div class="post" itemprop="articleBody"><div class="at-above-post addthis_tool" data-url="https://opendatascience.com/top-nlp-sessions-coming-to-odsc-east-2021/"></div><p><span style="font-weight: 400;">The last several years have seen a dramatic increase in the popularity of <a href="https://opendatascience.com/category/modeling/nlp-text-analytics/" target="_blank" rel="noopener">NLP</a>. With significant developments like <a href="https://opendatascience.com/tag/bert/" target="_blank" rel="noopener">BERT</a> and <a href="https://opendatascience.com/introduction-to-gpt-3/" target="_blank" rel="noopener">GPT-3</a>, NLP is now at the forefront of the data science industry. At ODSC East, there will be several sessions addressing the latest developments in NLP. Below are just a few of the sessions that will be featured at ODSC East.</span></p> <p><b>NLP Fundamentals<br /> </b><span style="font-weight: 400;">Leonardo De Marchi | Head of Data Science and Analytics | Badoo (now MagicLab)</span></p> <p><span style="font-weight: 400;">This course will cover NLP fundamentals, such as pre-processing techniques,tf-idf, embeddings, and more. It will also feature practical coding examples, in python, to teach how to apply the theory to real use cases.</span></p> <p><b>Build a Question Answering System using DistilBERT in Python<br /> </b><span style="font-weight: 400;">Jayeeta Putatunda | Data Scientist | MediaMath</span></p> <p><span style="font-weight: 400;">This session will cover not only the general concepts and way to implement DistilBERT, but also discuss how to fine-tune the base model to build an efficient question-answering model. </span></p> <p><b>Art of BERT: Unlock the Full Potential of BERT for Domain-Specific Tasks (TensorFlow)<br /> </b><span style="font-weight: 400;">Thushan Ganegedara | Senior Data Scientist, AI&amp;ML Instructor | QBE Insurance, DataCamp</span></p> <p><span style="font-weight: 400;">This workshop will focus on how to improve your output from models like BERT. It will explore techniques to suit it for the domain-specific task at hand using an example from the financial domain. But the methods are generalizable to any other domain.</span></p> <p><a href="https://odsc.com/boston/#register" target="_blank" rel="noopener"><img fetchpriority="high" decoding="async" class="aligncenter wp-image-35809 size-full" src="https://opendatascience.com/wp-content/uploads/2021/03/AIX_3DEVENT_BLOG_728x90.png" alt="" width="728" height="90" srcset="https://opendatascience.com/wp-content/uploads/2021/03/AIX_3DEVENT_BLOG_728x90.png 728w, https://opendatascience.com/wp-content/uploads/2021/03/AIX_3DEVENT_BLOG_728x90-300x37.png 300w" sizes="(max-width: 728px) 100vw, 728px" /></a></p> <p><b>Going from Text to Knowledge Graphs: Putting Natural Language Processing and Graph Databases to Work<br /> </b><span style="font-weight: 400;">Dr. Clair Sullivan | Graph Data Science Advocate | Neo4j</span></p> <p><span style="font-weight: 400;">In this workshop, you will generate a knowledge graph using an open-source data set of text and explore the issues associated with generating such knowledge graphs, such as entity disambiguation and the lack of sufficient training data (zero-shot learning). </span></p> <p><b>Narrative Extraction for Disinformation Detection<br /> </b><span style="font-weight: 400;">Amber Chin | Machine Learning Engineer | Novetta and </span><span style="font-weight: 400;">Carlos Martinez | Machine Learning Engineer | Novetta</span></p> <p><span style="font-weight: 400;">In this talk, you will examine an NLP-based method used for combining open-source deep learning models (BERT, GPT-2) and topic modeling (LDA) to identify disinformation narratives in articles. You will also explore how this approach can be used outside the realm of disinformation narrative detection, specifically as a tool to analyze public responses to new products, brands, or even government policies.</span></p> <p><b>Brand Voice: Deep Learning for Speech Synthesis<br /> </b><span style="font-weight: 400;">Francesco Cardinale | Machine Learning Research Engineer | Axel Springer and </span><span style="font-weight: 400;">Christian Schäfer, PhD | Senior Machine Learning Engineer | Axel Springer</span></p> <p><span style="font-weight: 400;">This session will examine how to tackle many of the issues that arise in text-to-speech, such as very long output sequences, slow inference speed and long training times (over 2 weeks), and no explicit evaluation metric that correlates with perceived audio quality. </span></p> <p><b>The Healthy Approach – Organic Data Enrichment Through Entity Extraction<br /> </b><span style="font-weight: 400;">Julia Neagu, PhD | Director of Analytics | Tamr and </span><span style="font-weight: 400;">Ian Bakst, PhD | DataOps Engineer | Tamr</span></p> <p><span style="font-weight: 400;">In this session, you will explore how Named Entity Recognition algorithms can expand the accessible information in a dataset by extracting known entities from unstructured attributes, using a Recurrent Neural Net (RNN) as an example.  </span></p> <p><b>Advances in Conversational AI and NLP through Large Scale Language Models such as GPT-3<br /> </b><span style="font-weight: 400;">Chandra Khatri | Chief Scientist and Head of Conversational AI | Got It AI</span></p> <p><span style="font-weight: 400;">In this talk, you will cover some of the background in Conversational AI, NLP and Transformers based Large Scale Language Models such as BERT and GPT-3. You will also explore hands-on examples and how they can leverage such techniques in their applications.</span></p> <h3><strong>Register to see the top ODSC East NLP sessions</strong></h3> <p><span style="font-weight: 400;">These are just a few of the sessions on NLP that you will be able to attend at ODSC East in just a few days. You can find a complete list </span><a href="https://odsc.com/boston/schedule/"><span style="font-weight: 400;">here</span></a><span style="font-weight: 400;">. 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