Machine Learning in Three Months
steps and resources to learning machine learning in 3 months. According to the youtube video by Siraj Raval.
Resurces:
News and Updates
- reddit: https://www.reddit.com/r/MachineLearning/
- twitter:
- ILYA SUTSKEVER: https://twitter.com/ilyasut
- TRENT MACCONAGHY: https://twitter.com/trentmc0
- ANDREJ KARPRATHY: https://twitter.com/karpathy
- ANDRE TRASK: https://twitter.com/iamtrask
- PIETER ABEEL: https://twitter.com/ap_energy
- CHRIS OLAH: https://twitter.com/ch402
- NANDO DE FREITAS: https://twitter.com/NandoDF
- hacker news: https://news.ycombinator.com/
Math
Linear Algebra
MIT: https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/video-lectures/ by Prof. Gilbert Strang
Linear algebra explained in four pages: https://www.souravsengupta.com/cds2016/lectures/Savov_Notes.pdf
Calculus:
Essence of calculus by 3Blue1Brown: https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr
Probalility
Introduction to Probability - The Science of Uncertainty : https://www.edx.org/course/introduction-probability-science-mitx-6-041x-2
Algorithm Design and Analysis : https://www.edx.org/course/algorithm-design-analysis-pennx-sd3x
Machine Learning
- Python
- Math of Intelligence
- Tensorflow
- Intro to Machine Learning - Udacity: https://www.udacity.com/course/intro-to-machine-learning--ud120
- Aswsome Deep Learning Project Ideas: https://github.com/NirantK/awesome-project-ideas
- Kaggle Competitions: https://www.kaggle.com/competitions
- The Pillars of Machine Learning:
- Optimization
- Data pre processing
- Types of learning
- Dataset splitting
- Model Evaluation
- ?Simple KDE example with scikit-learn https://gist.github.com/jakevdp/0b3e332015ec2de7b973
- Excercise
- Simple fradient descent algorithm
Deep Learning
- Siraj Raval: https://www.youtube.com/watch?v=vOppzHpvTiQ&list=PL2-dafEMk2A7YdKv4XfKpfbTH5z6rEEj3
- Practical Deep Learning For Coders: https://course.fast.ai/
