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I-Shaped Developer
I-shapedSpecialist — deep expertise in Jupyter Notebook
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Repos
39
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CS74 Final Project
A PyTorch CNN project for 16-class scene image categorization using 32×32 RGB images. Implements dataset preprocessing, a baseline convolutional model with batch normalization, ReLU, pooling, and prediction layers, plus improved model experiments with architecture, training policy, and data augmentation changes.
A PyTorch deep learning project implementing custom autograd functions for fully connected layers, generalized logistic activations, and mean squared error, then using them to train neural networks for XOR and Iris classification. The project includes gradient checks, dataset preprocessing, model construction, and training pipelines.
CS74: PSET 2
CS74: PSET 3
ML and Stats Modeling
Open Source Impact
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