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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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Article

Machine Learning Interviews

In-depth article on interview questions, career advice.

interview-questions career-advice +1
Article

Introducing Claude

In-depth article on architecture.

architecture article
Article

Introducing GPT-4

In-depth article on architecture.

architecture article
Article

The Illustrated GPT-2

In-depth article on transformers, architecture.

transformers architecture +1
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

MIT AI Research Publications

MIT's AI research covering machine learning, computer vision, NLP, and robotics. World-class research.

research papers +3
Article

Stanford AI Lab Research Papers

Latest AI research from Stanford: computer vision, NLP, robotics, and more. Cutting-edge publications.

research papers +3
Article

AI Alignment: Why It's Hard

Deep dive into the AI alignment problem: ensuring AI systems do what we want them to do.

alignment ai-safety +2
Article

Bias in Machine Learning Systems

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

bias fairness +2
Article

Microsoft Responsible AI Principles

Framework for building responsible AI: fairness, reliability, privacy, inclusiveness, transparency, and accountability.

responsible-ai ethics +2
Article

Model Monitoring and Observability

Monitor ML models in production: detect drift, track performance, and maintain model health over time.

mlops production +2
Article

MLOps Principles and Best Practices

Comprehensive guide to MLOps: model deployment, monitoring, CI/CD for ML, and scalable AI systems.

mlops deployment +2
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
Article

Image Segmentation with Deep Learning

Comprehensive guide to image segmentation: U-Net, Mask R-CNN, semantic vs instance segmentation, and applications.

computer-vision image-processing +2
Article

Prompt Engineering Guide

Comprehensive guide to prompt engineering: techniques, examples, best practices for GPT-4, Claude, and other LLMs.

prompt-engineering gpt +3
Article

The Illustrated Transformer

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

transformers nlp +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