AI (Artificial Intelligence) moves fast—cheat sheets help you keep up! Whether you’re learning Python, training neural networks, or building chatbots, these 20 AI cheat sheets / websites will save you hours. Bookmark this guide and level up your skills today!
1. Machine Learning & Data Science
Essential References for ML Workflows
- Scikit-Learn Python Machine Learning Cheat Sheet – A handy reference sheet for Python machine learning. (Download).
- Python for Data Science – NumPy, Pandas, and Matplotlib in one page (Download).
- TensorFlow 2.0 Quick Reference – Syntax for layers, optimizers, and losses (Download).
- PyTorch Cheat Sheet – Tensors, autograd, and NN modules (Download).
- XGBoost Parameter Tuning Guide – Master gradient boosting (Download).
2. Natural Language Processing (NLP)
Quick Guides for Text AI
- NLTK Cheat Sheet – Tokenization, stemming, and POS tagging (Download).
- Hugging Face Transformers– BERT, GPT, and pipeline templates (Download).
- SpaCy Cheat Sheet – Fast NLP pipelines (Download).
- GPT-4 Prompt Engineering Guide – OpenAI’s official tips (Download).
- LangChain Quick Reference– Build AI apps with LLMs (Download).
3. Neural Networks & Deep Learning
Architectures and Training
- Keras Cheat Sheet – Model building in 5 lines (Download).
- PyTorch Lightning – Lightning in 15 minutes (Download).
- Neural Network Zoo – Visual guide to 30+ architectures (Download).
- CNN Hyperparameters Guide – Optimize convolutional nets (Download).
- GANs Cheat Sheet – Build generative models (Download).
4. AI Tools & APIs
Developer Quickstarts
- OpenAI Cookbooks – ChatGPT, DALL·E, and Whisper (Download).
- LlamaIndex Cheat Sheet – Connect LLMs to your data (Download).
- Hugging Face Datasets – Load and preprocess data (Download).
- FastAI Cheat Sheet – High-level deep learning (Download).
- Weights & Biases (W&B) Guide – Track ML experiments (Download).
5. AI Ethics & Deployment
Best Practices
- AI Fairness Checklist – Avoid bias in models (Download).
- ML Model Deployment Checklist – From dev to production (Download).
- GDPR & AI Compliance – Data privacy rules (Download).
Conclusion
These 20 cheat sheets cover everything from Python basics to cutting-edge LLMs. Download your favorites, pin them to your workspace, and build AI faster!
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