Resources that aid studying machine learning
- Iris dataset
- MNIST
- CIFAR 10
- Pytorch examples
- Pytorch deep learning
- Understanding pytorch fundamentals:
- Pytorch simple fully-connected network
- List of NLP projects with pretrained models
- MIT deep learning course examples
- Predicting bitcoin value
- Introduction to reinforcement learning
- A Brief Introduction to GANs
- Transfer learning with Pytorch
- Practical Session from EEML - 2019
- Minimal Implementations of Reinforcement Learning Algorithms
- ELF OpenGo from Facebook Research - Code | Blogpost
- Reinforcement Learning in Unity - Blogpost
- Reinforcement Learrning Algorithms in PyTorch
- Hamiltonian Monte Carlo Method
- List of papers regarding object detection
- List of papers regarding deep learning
- Papers that have open-sourced code
- The Surprising Creativity of Digital Evolution
- MIT deep learning course
- Cornell machine learning course - YouTube | Notes
- Free machine learning courses
- Image classification with Keras and transfer learning (paid)
- Reinforcement learning - Youtube Videos from deeplizard
- Fast.ai
- Gluon/MXNet introduction - PDF
- EEML Resources - (Mostly PDFs)
- Dive into Deep Learning - MXNet Version | Numpy Version | Syllabus
- Lectures on Reinforcement Learning by DeepMind
- Lectures on Reinforcement Learning by Stanford
- Pattern Recognition and Machine Learning - Christopher Bishop - PDF
- Elements of Statistical Learning - Hastie, Tibshirani, Friedman - PDF
- Introduction to Statistical Learning - Casella, Fienberg, Olkin - PDF
- Deep Learning - Ian Goodfellow, Yoshua Bengio, Aaron Courville - PDF
- Reinforcement Learnig - Richard S. Sutton, Andrew G. Barto - PDF
- The Hundred-Page Machine Learning Book - Amazon | PDF
- Machine Learning: A Probabilistic Perspective - Amazon | PDF
- Understanding Machine Learning: From Theory to Algorithms - Amazon | PDF
- Machine Learning: An Algorithmic Perspective, Second Edition - Amazon | PDF
- Hands On Machine Learning 2.0 - PDF
- Statistics in a Nutshell - PDF
- Immersive math - Linear algebra - Website
- Bezier curves - Online book
- Computational linear algebra for coders - GitRepo
- Math for CompSci and ML - PDF
- Linear Algebra and Its Applicatons - David C. Lay, Steven R. Lay, Judi J. McDonald - PDF
- Linear Algebra Course - Neil Strickland
- How to Become a Pure Mathematician - Blog with resources