Bansal / Mullen Advanced Natural Language Processing with TensorFlow 2

Build effective real-world NLP applications using NER, RNNs, seq2seq models, Transformers, and more
1. Auflage 2021
ISBN: 978-1-80020-105-7
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 380 Seiten

No detailed description available for "Advanced Natural Language Processing with TensorFlow 2".

Autoren/Hrsg.

Bansal, Ashish

Mullen, Tony

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Neuronale Netzwerke

Inhaltsverzeichnis

Table of Contents - Essentials of NLP
- Understanding Sentiment in Natural Language with BiLSTMs
- Named Entity Recognition (NER) with BiLSTMs, CRFs and Viterbi Decoding
- Transfer Learning with BERT
- Generating Text with RNNs and GPT-2
- Text Summarization with Seq2seq Attention and Transformer Networks
- Multi-Modal Networks and Image Captioning with ResNets and Transformer Networks
- Weakly Supervised Learning for Classification with Snorkel
- Building Conversational AI Applications with Deep Learning
- Installation and Setup Instructions for Code

Über Autor(innen)

Bansal Ashish:

Ashish is an AI/ML leader, a well-known speaker, and an astute technologist with over 20 years of experience in the field. He has a Bachelor's in technology from IIT BHU, and an MBA in marketing from Kellogg School of Management. He is currently the Director of Recommendations at Twitch where he works on building scalable recommendation systems across a variety of product surfaces, connecting content to people. He has worked on recommendation systems at multiple organizations, most notably Twitter where he led Trends and Events recommendations and at Capital One where he worked on B2B and B2C products. Ashish was also a co-founder of GALE Partners, a full-service digital agency in Toronto, and spent over 9 years at SapientNitro, a leading digital agency.