├── .gitignore ├── Dockerfile ├── LICENSE ├── README.md ├── img ├── ML-house.png └── Oboe.jpg ├── installation ├── README.md └── let_jovyan_write.sh └── notebooks ├── 1-intro-to-linear-algebra.ipynb ├── 2-linear-algebra-ii.ipynb ├── 3-calculus-i.ipynb ├── 4-calculus-ii.ipynb ├── 5-probability.ipynb ├── 6-statistics.ipynb ├── 7-algos-and-data-structures.ipynb ├── 8-optimization.ipynb ├── SGD-from-scratch.ipynb ├── artificial-neurons.ipynb ├── batch-regression-gradient.ipynb ├── gradient-descent-from-scratch.ipynb ├── learning-rate-scheduling.ipynb ├── regression-in-pytorch.ipynb └── single-point-regression-gradient.ipynb /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jonkrohn/ML-foundations/HEAD/.gitignore -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- 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