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ML_Portfolio

A root repository linking to a series of repositories that showcase my implementations of standard machine-learning problems

Highlighted projects

Retrieval-Augmented Generation Galaxy_Rag_Project

Flow-Matching implementation, 3 branches: non-conditional MNIST, conditonal MNIST, conditional NYU_Depth UNet_FM

Astrophysic-related

GNNs for Dark Matter Density Profile trained on High-Resolution Cosmological Hydrodynamical Galaxy Simulations GNN_Galaxy_Profiles

Score-Based Diffusion for 2D Dark Matter Density trained on High-Resolution Cosmological Hydrodynamical Galaxy Simulations Diffusion_DM_2d

Tutorials

Normalizing Flows tutorial: Normalizing_Flows

Simple problem explorations

CNN for Image classification: Image_Classifier_CNN

Time-Series prediction with LSTMs: Time_Series_Prediction

NLP classification: NLP_Classifier

Domain Adversarial Neural Networks: DANN

Neural-NBA: predicting NBA game outcomes: NNBA