VENKATA ABHIRAM PEMMARAJU's starred repositories
Probabilistic_ML
Material for the "Probabilistic Machine Learning" Course at the University of Tübingen, Summer Term 2023
DeepExplain
A unified framework of perturbation and gradient-based attribution methods for Deep Neural Networks interpretability. DeepExplain also includes support for Shapley Values sampling. (ICLR 2018)
pytorch-grad-cam
Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.
brainmagick
Training and evaluation pipeline for MEG and EEG brain signal encoding and decoding using deep learning. Code for our paper "Decoding speech perception from non-invasive brain recordings" published in Nature Machine Intelligence, 2023.
awesome-ml-demos
Curated list of interactive ML demos
Multi-Object-Tracking-Google-Colab
Collection of papers, code, notebooks, datasets and other resources for Multi Object Tracking (Vehicle tracking, Pedestrian tracking) | Google colab
NatMEG-PD_data
Scripts for preperation of data for sharing
pysr_paper
A paper describing the implementation of PySR and SymbolicRegression.jl
machine-learning-book
Code Repository for Machine Learning with PyTorch and Scikit-Learn
segment-anything
The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.
uvadlc_notebooks
Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2023
mit-deep-learning
Tutorials, assignments, and competitions for MIT Deep Learning related courses.
Emotional-Video-to-Audio-with-ANFIS-DeepRNN
Emotional Video to Audio Transformation with ANFIS-DeepRNN (Vanilla RNN and LSTM-DeepRNN) [MPE 2020]