Machine Learning Resources
Deploying models
Deploying models
https://github.com/chiphuyen/machine-learning-systems-design
Text books
Text books
- Michael Nielsen: Neural networks and deep learning with associated code
- Sebastian Raschka & Vahid Mirjalili: Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow, 2nd Edition with associated code
- Sebastian Raschka: Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python (in development)
Datasets
Datasets
Python packages
Python packages
https://github.com/topics/machine-learning
- scikit-learn: Machine learning in Python
- tensorflow: Machine learning and deep neural networks
- keras: Deep learning
- pytorch: Tensors and Dynamic neural networks in Python with strong GPU acceleration
- pymc3: Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano
- mlxtend: A library of extension and helper modules for Python's data analysis and machine learning libraries
- tpot: A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming
- earthml: Machine learning and visualization in Python for Earth science