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Builder Foundations

Start here for the quickest ramp from concepts to working systems.

Agentic Systems

Learn planning, tool use, memory design, and orchestration patterns.

Production Readiness

Ship safely with evaluation, latency tuning, and reliability playbooks.

Research to Practice

Bridge the gap between papers and production-ready implementations.

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Resource list

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Article

Machine Learning Interviews

In-depth article on interview questions, career advice.

interview-questions career-advice +1
Article

Introducing GPT-4

In-depth article on architecture.

architecture article
Open Source

Chroma

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Milvus

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Weaviate

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Qdrant

Open-source project for rag, ai tools.

rag open-source +1
Open Source

Whisper

Open-source project for speech.

speech open-source
Open Source

Instructor

Open-source project for structured output.

structured-output open-source
Open Source

CrewAI

Open-source project for agents.

agents open-source
Open Source

AutoGen

Open-source project for agents.

agents open-source
Open Source

Ragas

Open-source project for rag, evaluation.

rag evaluation +1
Open Source

Haystack

Open-source project for rag.

rag open-source
Open Source

LangGraph

Open-source project for agents.

agents open-source
Open Source

LlamaIndex

Open-source project for rag, agents.

rag agents +1
Open Source

LangChain

Open-source project for agents, architecture.

agents architecture +1
Tutorial

LangGraph Documentation

Step-by-step guide for agents, production, architecture.

agents production +2
Tutorial

Milvus Documentation

Step-by-step guide for rag, production, ai tools.

rag production +2
Tutorial

Qdrant Documentation

Step-by-step guide for rag, production, ai tools.

rag production +2
Course

LLMOps

Structured course covering production, evaluation, mlops.

production evaluation +2
Tutorial

Pinecone Vector Database Guide

Purpose-built vector database for AI applications. Powers semantic search, RAG, and similarity matching.

vector-search database +2
Article

Papers with Code - Latest AI Research

Browse state-of-the-art AI research papers with code implementations. Stay updated with latest advances.

research papers +3
Article

Bias in Machine Learning Systems

Understand algorithmic bias: sources, detection, mitigation strategies, and building fair ML systems.

bias fairness +2
Course

Practical AI Ethics by Fast.ai

Course on ethical considerations in AI development, bias detection, fairness, and responsible AI practices.

ethics responsible-ai +2
Tutorial

Docker for Machine Learning

Containerize ML applications with Docker. Ensure reproducibility and easy deployment across environments.

deployment production +2
Tutorial

FastAPI for ML Model Deployment

Learn to deploy machine learning models as REST APIs using FastAPI. Fast, modern, and production-ready.

fastapi deployment +3
Article

AI Safety and Alignment

Critical discussion on AI safety, alignment problems, and building beneficial AI systems that align with human values.

ai-safety alignment +2
Tutorial

Building AI Agents with LangChain

Create autonomous AI agents that can use tools, reason, and take actions to complete complex tasks.

agents langchain +3
Tutorial

Ollama - Run LLMs Locally

Run large language models on your own machine. Privacy-focused, free, and easy to use.

ai-tools llm +2
Tutorial

LangChain for LLM Applications

Build powerful LLM applications with LangChain. Chains, agents, memory, and RAG made simple.

langchain llm +3
Tutorial

Hugging Face Transformers Library

State-of-the-art NLP library with thousands of pre-trained models. Easy fine-tuning and deployment.

huggingface transformers +3
Course

TensorFlow 2.0 Complete Guide

Master TensorFlow 2.0 for building and deploying ML models. Covers Keras, TF Lite, and TF.js.

tensorflow deep-learning +3
Tutorial

ChatGPT API for Developers

Official guide to building applications with ChatGPT API. Includes best practices, examples, and cost optimization.

ai-tools chatgpt +3
Tutorial

YOLO Object Detection - Complete Guide

Master YOLO (You Only Look Once) for real-time object detection. Includes YOLOv5, YOLOv8, and deployment.

object-detection yolo +3
Tutorial

PyImageSearch Computer Vision Tutorials

Practical computer vision tutorials with OpenCV and Python. From basics to advanced deep learning applications.

computer-vision opencv +3
Article

The Illustrated Transformer

Visual explanation of the Transformer architecture that powers modern LLMs. Clear diagrams and intuitive explanations.

transformers nlp +3
Course

Hugging Face NLP Course

Complete course on NLP using transformers. Covers BERT, GPT, T5, and fine-tuning for various tasks.

nlp transformers +3
Tutorial

Building a Neural Network from Scratch

Step-by-step tutorial building a neural network without frameworks. Understand backpropagation deeply.

neural-networks tutorial +3
Article

Understanding CNNs for Computer Vision

Deep dive into Convolutional Neural Networks: filters, pooling, architectures like ResNet, VGGNet, and practical...

cnn computer-vision +3
Course

Deep Learning Specialization

Andrew Ng's comprehensive deep learning course covering neural networks, CNNs, RNNs, and more. 5-course specialization.

deep-learning neural-networks +3