ml-retreat

A personal repository of learning notes for advanced AI studies

CommonProductEducationArtificial IntelligenceMachine Learning

ml-retreat is a personal repository for advanced learning in artificial intelligence. It provides an in-depth understanding of the fundamentals of machine learning as well as essential reading/viewing resources on more nuanced topics. The goal of this project is to study the 30 essential research papers recommended by Ilya Sutskever, the Distilled AI blog, various AI/ML video playlists, and to gain deep insights into and implementations of Transformers, LLMs, and related themes.

Provide an in-depth understanding of advanced topics in machine learning
Include links to essential research papers and resources
Record the author's personal learning notes and insights
Cover core AI technologies such as LLMs and Transformers
Offer learning paths for advanced topics like quantum machine learning
Jax
Energy-Based Models
etc.
Support tracking and updates through GitHub

\The target audience includes researchers
developers
and students in the field of machine learning. This project is suitable for them as it offers a structured learning path that encompasses both basic and advanced machine learning knowledge
along with a wealth of learning resources that help systematically enhance their professional skills in AI.\

Researchers can stay updated on the latest AI research advancements by reading the 30 essential research papers recommended by Ilya Sutskever.
Developers can utilize the resources in this project to deepen their understanding of the Transformers model and apply it to real-world projects.
Students can follow the learning paths offered in this project to systematically study machine learning as a supplement to their coursework.

1. Visit the ml-retreat project page on GitHub.
2. Browse the project's README file to understand its goals and structure.
3. Select a learning path of interest based on individual learning needs
such as LLMs
Transformers

Visit

ml-retreat Visit Over Time

Monthly Visits

494758773

Bounce Rate

37.69%

Page per Visit

5.7

Visit Duration

00:06:29

ml-retreat Visit Trend

ml-retreat Visit Geography

ml-retreat Traffic Sources

ml-retreat Alternatives

Recursal AI — Making artificial intelligence accessible

Productivity•Artificial Intelligence•Machine Learning

Apollo-LMMs — Exploration of Video Understanding in Large Multimodal Models

Video•Video Understanding•Multimodal Models

CosyVoice Speech Generation Model 2.0-0.5B — Efficient, multilingual speech synthesis model

Music•Speech Synthesis•Artificial Intelligence

114

CausVid — A fast causal video generator that enables instant video generation.

Video•Video Generation•Artificial Intelligence

144

InternVL 2.5 — Open-source multimodal large language model series

Productivity•multimodal•large language model

OLMo-2-1124-7B-RM — A large language model for text generation and classification.

Productivity•Artificial Intelligence•Natural Language Processing

Amazon Nova — Amazon Nova is Amazon's next-generation foundational model, offering cutting-edge intelligence and industry-leading cost-effectiveness.

InternationalSelection•AWS•Artificial Intelligence

138

HunyuanVideo — A large-scale video generation model training framework open-sourced by Tencent.

Video•Video Generation•Artificial Intelligence

282

OLMo-2-1124-13B-DPO — High-performance English language model suitable for diverse tasks.

Programming•Language Model•Natural Language Processing

ProactiveAgent — A proactive agent based on large language models that predicts user needs and offers assistance.

Programming•Artificial Intelligence•Machine Learning

OLMo 2 — State-of-the-art fully open language model

Programming•Language Model•Natural Language Processing

SoraVids — Archive library for the video generation model Sora.

Video•Video Generation•Machine Learning

LTX-Video — A video generation model based on DiT, capable of real-time high-quality video generation.

Video•Video Generation•Artificial Intelligence

258

AlphaQubit — AI-based decoder for quantum computing error correction

Programming•Quantum Computing•Artificial Intelligence

Qwen Turbo 1M Demo — The Qwen Turbo 1M Demo is a Hugging Face space provided by Qwen.

Productivity•Natural Language Processing•Machine Learning

DataChain — A modern Python data frame library designed specifically for artificial intelligence.

Productivity•Machine Learning•Artificial Intelligence

132

O1-Journey — O1 Journey: Strategic Progress Report Part One

Programming•Artificial Intelligence•Machine Learning

Aya Expanse 32B — A multilingual large language model supporting 23 languages

Productivity•multilingual•text generation

LongVU — Spatiotemporal Adaptation Compression Model for Long Video Language Understanding

Video•Video Understanding•Spatiotemporal Compression

genmoai — Open-source video generation model

Video•Video Generation•Artificial Intelligence

144

Act-One — Generate expressive character performances using simple video input

Video•Artificial Intelligence•Machine Learning

426

RoboticsDiffusionTransformer — A diffusion-based model designed for bimanual manipulation.

Programming•Robotics•Artificial Intelligence

102

AI Directory — A directory of the world's leading artificial intelligence companies

Business•Artificial Intelligence•Machine Learning

Llama-3.2-3B — Multilingual Large Language Model

Productivity•Artificial Intelligence•Machine Learning

216

Best AI Websites & Tools

ml-retreat

ml-retreat Visit Over Time

ml-retreat Visit Trend

ml-retreat Visit Geography

ml-retreat Traffic Sources

ml-retreat Alternatives

Recursal AI — Making artificial intelligence accessible

Apollo-LMMs — Exploration of Video Understanding in Large Multimodal Models

CosyVoice Speech Generation Model 2.0-0.5B — Efficient, multilingual speech synthesis model

CausVid — A fast causal video generator that enables instant video generation.

InternVL 2.5 — Open-source multimodal large language model series

OLMo-2-1124-7B-RM — A large language model for text generation and classification.

Amazon Nova — Amazon Nova is Amazon's next-generation foundational model, offering cutting-edge intelligence and industry-leading cost-effectiveness.

HunyuanVideo — A large-scale video generation model training framework open-sourced by Tencent.

OLMo-2-1124-13B-DPO — High-performance English language model suitable for diverse tasks.

ProactiveAgent — A proactive agent based on large language models that predicts user needs and offers assistance.

OLMo 2 — State-of-the-art fully open language model

SoraVids — Archive library for the video generation model Sora.

LTX-Video — A video generation model based on DiT, capable of real-time high-quality video generation.

AlphaQubit — AI-based decoder for quantum computing error correction

Qwen Turbo 1M Demo — The Qwen Turbo 1M Demo is a Hugging Face space provided by Qwen.

DataChain — A modern Python data frame library designed specifically for artificial intelligence.

O1-Journey — O1 Journey: Strategic Progress Report Part One

Aya Expanse 32B — A multilingual large language model supporting 23 languages

LongVU — Spatiotemporal Adaptation Compression Model for Long Video Language Understanding

genmoai — Open-source video generation model

Act-One — Generate expressive character performances using simple video input

RoboticsDiffusionTransformer — A diffusion-based model designed for bimanual manipulation.

Movie Gen Bench — Video Generation Evaluation Benchmark

GR-2 — Advanced General-purpose Robotic Agent

UniMuMo — Unified model for text, music, and motion generation.

FLUX1.1 [pro] — Cutting-edge image generation model

Udacity AI Academy — Offers AI and machine learning courses

AI Directory — A directory of the world's leading artificial intelligence companies

Llama-3.2-3B — Multilingual Large Language Model