├── Week1 ├── .ipynb_checkpoints │ ├── DescendingIntoML-checkpoint.ipynb │ ├── Framing-checkpoint.ipynb │ ├── RedLossAndTF-checkpoint.ipynb │ └── TrainTestValidation-checkpoint.ipynb ├── DescendingIntoML.ipynb ├── Framing.ipynb ├── RedLossAndTF.ipynb ├── TrainTestValidation.ipynb └── images │ ├── .ipynb_checkpoints │ └── regression-checkpoint.png │ ├── equation1.png │ ├── equation2.png │ ├── examples.png │ ├── feature-label.png │ ├── linear1.png │ ├── linear2.png │ ├── regression.png │ ├── trainandtest.png │ ├── valitest.png │ ├── valitest2.png │ └── valitest3.png ├── Week2 ├── .ipynb_checkpoints │ ├── FeatureCrosses-checkpoint.ipynb │ ├── LogisticRegression-checkpoint.ipynb │ ├── Regularization-checkpoint.ipynb │ ├── Representation-checkpoint.ipynb │ └── o5-checkpoint.png ├── FeatureCrosses.ipynb ├── LogisticRegression.ipynb ├── Regularization.ipynb ├── Representation.ipynb └── images │ ├── 02.png │ ├── 1.png │ ├── 2.png │ ├── 3.png │ ├── f1.png │ ├── f2.png │ ├── lr1.png │ ├── lr2.png │ ├── o1.png │ ├── o3.png │ ├── o4.png │ ├── o5.png │ ├── overfitting.png │ ├── reg1.png │ └── reg2.png ├── Week3 ├── .ipynb_checkpoints │ ├── Classification-checkpoint.ipynb │ ├── L1_regularization-checkpoint.ipynb │ ├── MultiClassNets-checkpoint.ipynb │ ├── NeuralNetsColab-checkpoint.ipynb │ └── Neuralnetworks-checkpoint.ipynb ├── Classification.ipynb ├── L1_regularization.ipynb ├── MultiClassNets.ipynb ├── NeuralNetsColab.ipynb ├── Neuralnetworks.ipynb └── images │ ├── .ipynb_checkpoints │ ├── nn2-checkpoint.png │ ├── nn3-checkpoint.png │ ├── nn4-checkpoint.png │ └── perceptron-checkpoint.png │ ├── Actual.png │ ├── F-Score.png │ ├── OnevsAll.png │ ├── Precision.png │ ├── Recall.png │ ├── Softmax.png │ ├── TFPN.png │ ├── TFPN2.png │ ├── accuracy.png │ ├── allinone.png │ ├── l1vsl2.png │ ├── nn1.png │ ├── nn2.png │ ├── nn3.png │ ├── nn4.png │ └── perceptron.png ├── Week4 ├── .ipynb_checkpoints │ ├── Embeddings-checkpoint.ipynb │ ├── Fairness-checkpoint.ipynb │ └── 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