Labs
Each lab is worth 2%. Attend at least 10 labs out of 11 labs to get full credit of 20%.
Lab 1: Colab and Python tutorial, computer vision and NLP applications
[PDF]
Lab 2: KNN Classifier
Jupyter Notebook
Lab 3: K-means Clustering
Jupyter Notebook
Lab 4: Gaussian Mixture Models
Jupyter Notebook
Lab 5: Introduction to Pytorch
Jupyter Notebook
Lab 6: Multi-layer Perceptron
Jupyter Notebook
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[Note on neural field]
Lab 7: Training Neural Netorks
Jupyter Notebook
Lab 8: Convolutional Neural Network
Jupyter Notebook
Lab 9: Vision Transformer
Jupyter Notebook
Lab 10: Decision Tree
Jupyter Notebook
Lab 11: Suport Vector Machine
Jupyter Notebook