Amidi A. Super Study Guide. Transformers & Large Language Models 2024
Download this torrent!
Amidi A. Super Study Guide. Transformers & Large Language Models 2024
To start this P2P download, you have to install a BitTorrent client like qBittorrent
Category: Other
Total size: 9.18 MB
Added: 2025-03-10 23:39:04
Share ratio:
12 seeders,
2 leechers
Info Hash: 0515A05E4B3AAAA6A7D394522723AC8FE42041CC
Last updated: 13.3 hours ago
Description:
Textbook in PDF format
This book is a concise and illustrated guide for anyone who wants to understand the inner workings of large language models in the context of interviews, projects or to satisfy their own curiosity.
It is divided into 5 parts:
Foundations: primer on neural networks and important deep learning concepts for training and evaluation
Embeddings: tokenization algorithms, word-embeddings (word2vec) and sentence embeddings (RNN, LSTM, GRU)
Transformers: motivation behind its self-attention mechanism, detailed overview on the encoder-decoder architecture and related variations such as BERT, GPT and T5, along with tips and tricks on how to speed up computations
Large language models: main techniques to tune Transformer-based models, such as prompt engineering, (parameter efficient) finetuning and preference tuning
Applications: most common problems including sentiment extraction, machine translation, retrieval-augmented generation and many more