Recent Releases of state-of-open-source-ai
state-of-open-source-ai - First Edition
The State of Open Source AI
Clarity in the current fast-paced mess of Open Source innovation
The ebook is a comprehensive guide exploring everything from model evaluations to deployment. Chapters include:
Chapter | Description ---|--- Licences | Weights vs Data, Commercial use, Fair use, Pending lawsuits Evaluation & Datasets | Leaderboards & Benchmarks for Text/Visual/Audio models Models | LLaMA 1 vs 2, Stable Diffusion, DALL-E, Persimmon, ... Unaligned Models | FraudGPT, WormGPT, PoisonGPT, WizardLM, Falcon Fine-tuning | LLMs, Visual, & Audio models Model Formats | ONNX, GGML, TensorRT MLOps Engines | vLLM, TGI, Triton, BentoML, ... Vector Databases | Weaviate, Qdrant, Milvus, Redis, Chroma, ... Software Development toolKits | LangChain, LLaMA Index, LiteLLM Desktop Apps | LMStudio, GPT4All, Koboldcpp, ... Hardware | NVIDIA CUDA, AMD ROCm, Apple Silicon, Intel, TPUs, ...
You can help keep the book up-to-date! Contributions, issues, and comments are welcome!
This book is released under CC-BY-4.0 (text) and Apache-2.0 (code).
- TeX
Published by casperdcl over 2 years ago
state-of-open-source-ai - First Edition
The State of Open Source AI
Clarity in the current fast-paced mess of Open Source innovation
The ebook is a comprehensive guide exploring everything from model evaluations to deployment. Chapters include:
Chapter | Description ---|--- Licences | Weights vs Data, Commercial use, Fair use, Pending lawsuits Evaluation & Datasets | Leaderboards & Benchmarks for Text/Visual/Audio models Models | LLaMA 1 vs 2, Stable Diffusion, DALL-E, Persimmon, ... Unaligned Models | FraudGPT, WormGPT, PoisonGPT, WizardLM, Falcon Fine-tuning | LLMs, Visual, & Audio models Model Formats | ONNX, GGML, TensorRT MLOps Engines | vLLM, TGI, Triton, BentoML, ... Vector Databases | Weaviate, Qdrant, Milvus, Redis, Chroma, ... Software Development toolKits | LangChain, LLaMA Index, LiteLLM Desktop Apps | LMStudio, GPT4All, Koboldcpp, ... Hardware | NVIDIA CUDA, AMD ROCm, Apple Silicon, Intel, TPUs, ...
You can help keep the book up-to-date! Contributions, issues, and comments are welcome!
This book is released under CC-BY-4.0 (text) and Apache-2.0 (code).
- TeX
Published by casperdcl over 2 years ago
state-of-open-source-ai - First Edition (v1.0.0)
The State of Open Source AI
Clarity in the current fast-paced mess of Open Source innovation
The ebook is a comprehensive guide exploring everything from model evaluations to deployment. Chapters include:
Chapter | Description ---|--- Licences | Weights vs Data, Commercial use, Fair use, Pending lawsuits Evaluation & Datasets | Leaderboards & Benchmarks for Text/Visual/Audio models Models | LLaMA 1 vs 2, Stable Diffusion, DALL-E, Persimmon, ... Unaligned Models | FraudGPT, WormGPT, PoisonGPT, WizardLM, Falcon Fine-tuning | LLMs, Visual, & Audio models Model Formats | ONNX, GGML, TensorRT MLOps Engines | vLLM, TGI, Triton, BentoML, ... Vector Databases | Weaviate, Qdrant, Milvus, Redis, Chroma, ... Software Development toolKits | LangChain, LLaMA Index, LiteLLM Desktop Apps | LMStudio, GPT4All, Koboldcpp, ... Hardware | NVIDIA CUDA, AMD ROCm, Apple Silicon, Intel, TPUs, ...
You can help keep the book up-to-date! Contributions, issues, and comments are welcome!
This book is released under CC-BY-4.0 (text) and Apache-2.0 (code).
- TeX
Published by casperdcl over 2 years ago