Papers
- Deep Learning in Robotics: A Review of Recent Research
- A learning based approach for social force model parameter estimation
- Models for Understanding versus Models for Prediction
- End to End Learning for Self-Driving Cars
- Can we open the black box of AI?
- Group Behavior from Video: A Data-Driven Approach to Crowd Simulation
- LSTM Human Trajectory Prediction in Crowd
- Learning Social Etiquette Human Trajectory
- Layered Intelligence for Agent-based Crowd Simulation
- Research of Crowd Evacuation Simulation Based on the Machine Learning
- Distill: a modern machine learning journal
- Machine learning: New tool in the box
- Machine learning phases of matter
- Generative Adversarial Nets
Books
- Reinforcement Learning: An Introduction (PDF)
- Understanding Machine Learning: From Theory to Algorithms (PDF)
- Introduction to Machine Learning (PDF)
Links
- Yann LeCun’s Keynote on Predictive Learning
- The AI Programmer's Bookshelf
- How to Get Started with machine learning
- Introduction to Machine Learning for Developers
- machine-learning-way-easier-than-it-looks
- Big Data’s Mathematical Mysteries
- A course in machine learning
- machine-learning-for-everyday-tasks
- What's Wrong With Deep Learning?
- Uncertainty in Deep Learning (PhD Thesis)
- Cheatsheet – Python & R codes