📝 Blogs & Good Reads¶
Welcome to the curated collection of blogs, research papers, articles, and learning resources for AI & ML!
🎯 Must-Read Collections¶
📄 Research Papers & Collections¶
Machine Learning & Deep Learning Papers
- 🌟 Must-Read Papers for ML/DL - Curated collection of essential paper
- Papers With Code - ML papers with code implementations
- arXiv.org - ML Section - Latest ML research papers
- Distill.pub - Clear explanations of machine learning concepts
Deep Learning Specific
Natural Language Processing
- NLP Progress - Track SOTA in NLP
- The Illustrated Transformer - Visual explanation
- Hugging Face Blog - Latest in NLP and transformers
Computer Vision
- Awesome Computer Vision
- Computer Vision Foundation - CVPR, ICCV papers
- PyImageSearch - CV tutorials and guides
📰 Blogs & Articles¶
🌟 Top ML/AI Blogs¶
Researchers & Practitioners
- Andrej Karpathy - Former Tesla AI Director, OpenAI
- Colah's Blog - Neural networks explained beautifully
- Jay Alammar - Visualizing ML concepts
- Sebastian Ruder - NLP and transfer learning
- Lil'Log - OpenAI researcher's blog
- Fast.ai Blog - Deep learning made accessible
Company Blogs
- Google AI Blog - Research from Google
- OpenAI Blog - Latest from OpenAI
- Meta AI Blog - Facebook AI Research
- DeepMind Blog - DeepMind research
- Microsoft Research Blog - MSR updates
- AWS Machine Learning Blog - Practical ML
Learning Platforms
- Towards Data Science - Medium publication
- KDnuggets - Data science news and tutorials
- Machine Learning Mastery - Practical tutorials
- Analytics Vidhya - DS/ML community
🔗 Useful Resources & Links¶
📚 Online Courses & Tutorials¶
Free Courses
- Fast.ai Practical Deep Learning - Top-down approach
- Google Machine Learning Crash Course
- MIT Deep Learning - Lex Fridman's course
- Stanford CS231n - CNNs for Visual Recognition
- Stanford CS224n - NLP with Deep Learning
- Spinning Up in Deep RL - Reinforcement Learning
Interactive Learning
- Kaggle Learn - Hands-on tutorials
- Google Colab - Free Jupyter notebooks
- Playground TensorFlow - Neural network visualization
- Seeing Theory - Probability visualizations
🛠️ Tools & Frameworks¶
ML/DL Frameworks
MLOps & Deployment
- MLflow - ML lifecycle management
- Weights & Biases - Experiment tracking
- DVC - Data version control
- Kubeflow - ML on Kubernetes
💬 Community & Forums¶
Discussion Platforms
- r/MachineLearning - Reddit ML community
- Stack Overflow - ML
- Cross Validated - Statistics Q&A
- AI Alignment Forum - AI safety discussions
Social Media
- Twitter/X ML Community - Follow ML researchers
- LinkedIn Groups - Professional networking
- Discord - ML Servers - Real-time chat
🎓 Academic Resources¶
Conferences
Journals & Publications
📺 YouTube Channels¶
Educational Channels
- 3Blue1Brown - Visual math explanations
- Yannic Kilcher - Paper explanations
- Two Minute Papers - Latest research summaries
- StatQuest - Statistics and ML
- Sentdex - Python ML tutorials
- DeepLearningAI - Andrew Ng's channel
🎙️ Podcasts¶
ML/AI Podcasts
- Lex Fridman Podcast - AI researchers interviews
- TWIML AI Podcast - This Week in Machine Learning
- The AI Podcast - NVIDIA
- Gradient Dissent - Weights & Biases
- Machine Learning Street Talk
📖 Books & Reading Lists¶
Free Online Books
- Deep Learning Book - Ian Goodfellow et al.
- Neural Networks and Deep Learning - Michael Nielsen
- Dive into Deep Learning - Interactive deep learning book
- Mathematics for Machine Learning - Free PDF
💡 Tips for Learning¶
How to Stay Updated
- Follow key researchers on Twitter/X and read their blogs
- Subscribe to newsletters: Import AI, The Batch (DeepLearning.AI)
- Check arXiv daily for new papers in your area of interest
- Participate in Kaggle competitions for hands-on experience
- Join ML communities on Discord, Reddit, or LinkedIn
- Read code: Study implementations on GitHub
- Build projects: Apply what you learn to real problems
Remember
The field moves fast! Bookmark resources, take notes, and revisit fundamentals regularly.
This page is continuously updated. Suggest additions by opening an issue on GitHub!
Last Updated: October 2025