Learn machine learning the hard way

Try to implement machine learning models (especially deep learning models) using numpy as the only dependency.

Setup Jupyter Notebook theme

# install jupyterthemes
pip install jupyterthemes

# dark theme
jt -t onedork -fs 10 -altp -tfs 11 -nfs 115 -cellw 88% -T

python -m unittest discover . "*_test.py" -v

Name		Name	Last commit message	Last commit date
Latest commit History 24 Commits
data		data
.gitignore		.gitignore
1-linear-regression.html		1-linear-regression.html
1-linear-regression.ipynb		1-linear-regression.ipynb
1-linear-regression.pdf		1-linear-regression.pdf
2-logistic-regression.ipynb		2-logistic-regression.ipynb
3-multiclass-logistic-regression.ipynb		3-multiclass-logistic-regression.ipynb
4-simple-neural-network-framework.ipynb		4-simple-neural-network-framework.ipynb
5-convolutional-neural-network.ipynb		5-convolutional-neural-network.ipynb
README.md		README.md
__init__.py		__init__.py
appendix-a-broadcasting-and-dot-product.ipynb		appendix-a-broadcasting-and-dot-product.ipynb
common.py		common.py
common_test.py		common_test.py
dataset.py		dataset.py
learning-pytorch.ipynb		learning-pytorch.ipynb
narray.py		narray.py
neurons.py		neurons.py
nn.py		nn.py
nn_test.py		nn_test.py