dhingratul
Machine Learning Engineer| Experienced researcher in Computer Vision, Deep Learning, and Machine Learning
@Standard-Cognition San Jose, CA
Pinned Repositories
Camera-Caliberation
Calibrate the camera of a robot vehicle for 3d and 2d camera caliberation.
ComputationalPhotography
Implemented Texture Synthesis and Image Inpainting algorithms
Face-Recognition
In this thesis, we study two problems based on clustering algorithms. In the first problem, we study the role of visual attributes using an agglomerative clustering algorithm to whittle down the search area where the number of classes is high to improve the performance of clustering. We observe that as we add more attributes, the clustering performance increases overall. In the second problem, we study the role of clustering in aggregating templates in a 1:N open set protocol using multi-shot video as a probe. We observe that by increasing the number of clusters, the performance increases with respect to the baseline and reaches a peak, after which increasing the number of clusters causes the performance to degrade. Experiments are conducted using recently introduced unconstrained IARPA Janus IJB-A, CS2, and CS3 face recognition datasets.
Face-Recognition-Algorithms
Implemented and evaluated four basic face recognition algorithms: Eigenfaces, Fisherfaces, Support Vector Machine (SVM), and Sparse Representation-based Classification (SRC) on YaleB dataset
generative-ai-with-llm
Various PoC/MvP for different libraries and use-cases supporting Generative AI workflows.
Model-Compression
Reduce the model complexity by 612 times, and memory footprint by 19.5 times compared to base model, while achieving worst case accuracy threshold.
scene-clustering
Clustering scenes
Sequence-Models
Course 5 from deeplearning.ai
Stock-Price-Prediction
Stock price prediction using LSTM and 1D Convoltional Layer implemented in keras with TF backend on daily closing price of S&P 500 data from Jan 2000 to Aug 2016
electoral_rolls
PDFs of Indian Electoral Rolls
dhingratul's Repositories
dhingratul/Sequence-Models
Course 5 from deeplearning.ai
dhingratul/DeepLearning.ai-Summary
This repository contains my personal notes and summaries on DeepLearning.ai specialization courses. I've enjoyed every little bit of the course hope you enjoy my notes too.
dhingratul/Eclectic-Nets
Collection of most popular Deep Learning architechtures trained with tensorflow, keras
dhingratul/Learning-To-Represent-Text
Learning to represent text using Word2Vec
dhingratul/openai-api-short
Short course on Generative AI from DeepLearning AI
dhingratul/RAG
RAG, and Adavanced RAG methods
dhingratul/generative-ai-with-llm
Various PoC/MvP for different libraries and use-cases supporting Generative AI workflows.
dhingratul/Integer-To-k_ary-Encoder-Decoder
Binary to Decimal Encoder-Decoder using RNN with tensorflow
dhingratul/build-nanogpt
Video+code lecture on building nanoGPT from scratch
dhingratul/chess-com-pgn-downloader
chess.com PGN downloader
dhingratul/copilot-test
copilot-test
dhingratul/CS231n-2017-Summary
After watching all the videos of the famous Standford's CS231n course that took place in 2017, i decided to take summary of the whole course to help me to remember and to anyone who would like to know about it. I've skipped some contents in some lectures as it wasn't important to me.
dhingratul/DeepRL-Agents
A set of Deep Reinforcement Learning Agents implemented in Tensorflow.
dhingratul/fastai
The fast.ai deep learning library, lessons, and tutorials
dhingratul/Fraud-Prediction
Fraud hosts with substantial amount of fraudulent traffic using the impression logs for selected IP addresses
dhingratul/gan_tutorial
Tensorflow example of a conv GAN on MNIST.
dhingratul/github-actions
Primer to Github Actions
dhingratul/JEP
dhingratul/lightweight-human-pose-estimation.pytorch
Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.
dhingratul/LiveChess2FEN
Predict live chess games into FEN notation.
dhingratul/machine-learning-engineering-for-production-public
Public repo for DeepLearning.AI MLEP Specialization
dhingratul/models
Models and examples built with TensorFlow
dhingratul/mojo
The Mojo Programming Language
dhingratul/nanoGPT
dhingratul/nanoGPT-1
The simplest, fastest repository for training/finetuning medium-sized GPTs.
dhingratul/RL-Specialization
Part of RL Specialization offered by U. Alberta
dhingratul/stanford-tensorflow-tutorials
This repository contains code examples for the Stanford's course: TensorFlow for Deep Learning Research.
dhingratul/tensorflow
Computation using data flow graphs for scalable machine learning
dhingratul/terraform-getting-started
terraform-getting-started
dhingratul/Topic-Classifier