DAIR.AI ORG

🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.

A comprehensive guide teaching techniques to write better instructions for AI language models like ChatGPT, improving output quality and reliability.

🔥Highlighting the top ML papers every week.

📺 Discover the latest machine learning / AI courses on YouTube.

A curated directory of free machine learning and AI university courses on YouTube, organized by topic, deep learning, NLP, computer vision, reinforcement learning, MLOps, and LLM engineering.

🎓 Sharing machine learning course / lecture notes.

Explanation to key concepts in ML

🎨 ML Visuals contains figures and templates which you can reuse and customize to improve your scientific writing.

A community-maintained Google Slides deck of 100+ machine learning diagrams. Free to copy and reuse in papers, blog posts, and talks if you credit the original designer.

🧮 A collection of resources to learn mathematics for machine learning

:fire: Machine Learning Notebooks

🧠 A study guide to learn about Transformers

✍️ A carefully curated list of NLP paper summaries

🟠 A study guide to learn about Graph Neural Networks (GNNs)

A collection of resources to learn about MLOPs.

A curated index to track AI-powered products.

🔥 A collection of PyTorch notebooks for learning and practicing deep learning

DAIR.AI Academy Plugins

🧠 Material for the Deep Learning Study Group

📘 Contains a series of hands-on notebooks for learning the fundamentals of NLP

📰Natural language processing (NLP) newsletter

A guide to building awesome machine learning projects.

Home of DAIR.AI

:smile: Dataset for Emotion Recognition Research

Deep research agents using MiniMax M2.1 interleaved thinking

A guide to improve your research proposals.

📄 A repo containing notes and discussions for our weekly NLP/ML paper discussions.

A club to keep learning about ML

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📘Overview of Modern Deep Learning Techniques Applied to Natural Language Processing

🔬 Sharing your data science notebooks with the community has never been this easy.

Claude agent for Deep AI Research

Text Similarity Search Application using Modern NLP and Elasticsearch

Prompt Engineering for Large Language Models - Notebooks, Demos, Exercises, and Projects

Repository for ODSC talk related to Deep Learning NLP

Deploy a mult-agent deep research agent with Replit and n8n

:smile: Multilingual emotion analysis research

Example for Logging LLM Evaluator Prompt Responses

Writing Primer for Data Scientists

✨ A report of the most important NLP highlights (A Yearly Report - 2018, 2019)

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AI Datasets

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A project for implementing ML and NLP papers

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➕Contains useful deep learning notations for writing blogs, presentations, and papers.

Materials for the Prompt Engineering for LLMs (Cohort 6)

Final project for the Cursor course

Materials for the Prompt Engineering for LLMs (Cohort 8)

NLP tutorials I have written using TensorFlow

Materials for the Prompt Engineering for LLMs Course (Cohort 11)

Course material for Prompt Engineering for LLMs

Materials for the Prompt Engineering for LLMs (Cohort 13)

Materials for Prompt Engineering for LLMs (Cohort 9)

Code, Demos, and Exercises for Prompt Engineering for LLMs Course

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comet llm support

:smile: Building a deep learning based affective computing platform

All paper presentation material will be added here

🧠MRI analysis using PyTorch and MedicalTorch

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Materials for Cohort 10

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DAIR.AI Claude Code Plugins

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Contains all the material used for the "Applied Deep Learning for NLP Using PyTorch" meetup at AppWorks

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Machine Learning in the Elastic Stack