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- 1. 1/17-20th, 2018 | Seattle #ainextcon http://aisea18.xnextcon.com join our free online AI group with 50,000+ tech engineers to learn and practice AI technology, including: latest AI news, tech articles/blogs, tech talks, tutorial videos, and hands-on workshop/codelabs. AI NEXTCon Seattle ‘18
- 2. Natural Language Understanding @ Facebook RESEARCH SCIENTIST, FACEBOOK Baiyang Liu
- 3. Friends ML Conferences ¬ Hockey The Daily Puck The Canadiens ran through a high-intensity practice on Wednesday ahead of Thursday's game. 1 hr • Ron Timpany, Dan Fell and 80 others Like Comment Share Montreal Hockey Insider Canadiens on verge of clinching playoff spot, Lindgren called up. 1 hr • Bill Russell, Joe Tony and 116 others Like Comment Share Benoit Dumoulin was watching Vancouver Canucks vs. Montreal Canadiens. Yes! In OT! 1 hr • Bill Russell, Joe Tony and 234 others Like Comment Share VAN 3 FINAL OT 4 MTL
- 4. NLU Tasks • Text classification • Word classification • Content similarity • Entity Resolution
- 5. Text Classification Entity: Delicious Food Jole Simmons 1 hr • Sarah Russell and 23 others 4 Comments Like Comment Share Topic: Cooking I'm trying out this new recipe for a coconut curry tonight. It looks DELICIOUS!!! Entity: Kaepernick Jole Simmons 1 hr • Sarah Russell and 23 others 4 Comments Like Comment Share Topic: Sports or Cooking ? Last night's game was absolutely incredible. Once Curry gets cooking, there's no stopping that guy!
- 8. MUCKBUCKET SUNSHINE MUSIC BAND Parsing out Entities "DID YOU KNOW THAT MUCK BUCKET SUNSHINE IS PERFORMING LIVE AT THE BOOM BOOM ROOM?" TOPIC LIVE EVENT The Boom Boom Room 1 hr • Tonight before you Dance Dance Dance, join us for a special evening. Boom Boom Room Presents: Muckbucket Sunshine! Doors 8pm. Sarah Russell and 23 others 4 Comments Like Comment Share
- 9. • Deep Learning For NLU • Continuous Representation • Can Solve Hard NLP Problems Natural Language Processing (Almost) From Scratch
- 10. DeepText
- 11. DeepText Features Multiple Tasks Multiple Languages Multiple Architectures
- 12. Model Structure Learning Algorithm Data Loader Tokenizer Feature Extraction Model Training DeploymentFeat Prep DeepText Platform architecture
- 15. DeepText Document classification - LSTM Hidden MLP Messi todayscored HiddenHidden EmbeddingEmbeddingEmbedding
- 16. DeepText Document classification - CNN Messi todayscored EmbeddingEmbeddingEmbedding MLP CNN
- 17. DeepText Classification: FastText Messi todayscored Unigram Bigram Unigram Bigram Unigram Output Hidden
- 19. MLP CNN/LSTM Messi Embedding today Embedding Classification(Messi) MLP Classification(today) scored a hat-trick DeepText Classification: Word classification
- 20. DeepText Content Similarity Messi todayscored EmbeddingEmbeddingEmbedding CNN / LSTM Messi todayscored EmbeddingEmbeddingEmbedding CNN / LSTM MLP Ranking loss
- 21. FC Barcelona DeepText Entity recognition and linking Real Madrid C.F.
- 22. Document Candidate Selection Mention Detection Disambiguation Entity Annotations Entity recognition and linking Architecture
- 23. Exploring Use Cases In Facebook
- 24. For Sale Post for SaleNot Selling Create a Sales post to sell your items faster. Only post as a discussion if you’re not selling something. Are You Selling Something?
- 25. Social Recs
- 27. CLUE Label Efficiency Active Learning Democratize Single entry point for NLU Flexibility and Scale Deep Text Scale ML Experts Reuse Models Optimize Labels
- 28. Active Learning Self Service With CLUE Train Classifier Label Data Collect Data (Search) Review Threshold Precision POOLING ... W1 W2 W3 W4 WN CONVOLUTIO I want some subway or burger king I want some subway or burger king Slots [ { "name": "cu:restaurant" "value": "subway" "start": 12 "end": 19 "contextldx": 0 } { "name": "cu:restaurant" "value": "burger king" "start": 22 "end": 32 "contextldx": 0