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rishiganeshv's Projects

18.065_lecture_notes icon 18.065_lecture_notes

lecture notes of "Matrix Methods in Data Analysis, Signal Processing, and Machine Learning"

color_recognition icon color_recognition

:art: Color recognition both on a webcam stream in real-time, on video and on a single image using K-Nearest Neighbors Machine Learning classification algorithm is trained with Color Histogram Features.

coursera-deep-learning-specialization icon coursera-deep-learning-specialization

Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models

deep-learning-specialization-coursera icon deep-learning-specialization-coursera

This repo contains the updated version of all the assignments/labs (done by me) of Deep Learning Specialization on Coursera by Andrew Ng. It includes building various deep learning models from scratch and implementing them for object detection, facial recognition, autonomous driving, neural machine translation, trigger word detection, etc.

deepform icon deepform

Experimental form data extraction for journalism

east icon east

A tensorflow implementation of EAST text detector

glove icon glove

GloVe model for distributed word representation

midi-lstm-gan icon midi-lstm-gan

Using LSTMs and GANs to Generate Music from MIDI Files (APM Fall 2018)

product-catalog-size-recommendation-framework icon product-catalog-size-recommendation-framework

Framework based on latent factor model and metric learning technique to predict fit of different catalog sizes of clothing products so as to recommend appropriately sized products to customers.

quantum icon quantum

Hybrid Quantum-Classical Machine Learning in TensorFlow

scalable-bayesian-matrix-factorization icon scalable-bayesian-matrix-factorization

SBMF is a MCMC Gibbs sampling algorithm for MF having linear time complexity wrt the target rank and linear space complexity wrt the number of non-zero observations

scalable-variational-bayesian-factorization-machine icon scalable-variational-bayesian-factorization-machine

Scalable Variational Bayesian inference algorithm for FM is developed which converges faster than the existing state-of-the-art MCMC based inference algorithm. Additionally, a stochastic variational Bayesian algorithm for FM is introduced for large scale learning which utilizes SGD.

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