sayakpaul's Repositories

A-B-testing-with-Machine-Learning

Implemented an A/B Testing solution with the help of machine learning

⭐ 50 🌐 Public

A-Barebones-Image-Retrieval-System

This project presents a simple framework to retrieve images similar to a query image.

⭐ 29 🌐 Public

Action-Recognition-in-TensorFlow

Contains additional materials for two keras.io blog posts.

⭐ 17 🌐 Public

Includes additional materials for the following keras.io blog post.

⭐ 12 🌐 Public

Adaptive-Gradient-Clipping

Minimal implementation of adaptive gradient clipping (https://arxiv.org/abs/2102.06171) in TensorFlow 2.

⭐ 85 🌐 Public

Adventures-in-TensorFlow-Lite

This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.

⭐ 173 🌐 Public

Adversarial-Examples-in-Deep-Learning

Shows how to create basic image adversaries, and train adversarially robust image classifiers (to some extent).

⭐ 13 🌐 Public

Aerial-Cactus-Identification

Contains my experiments for the Kaggle competition "Aerial Cactus Identification"

⭐ 1 🌐 Public

Age-Detection-of-Indian-Actors

The repository contains my experiments for a Hackathon problem by Analytics Vidhya

⭐ 4 🌐 Public

Age-Detector-API

A simple REST API based on this repository:

⭐ 2 🌐 Public

Age-Detector-Web-App

A simple web app for age detection based on a Hackathon problem by Analytics Vidhya

⭐ 1 🌐 Public

A simple Python project for playing with anagrams.

⭐ 1 🌐 Public

Analysis-of-college-database-of-2017-passouts

Contains my analysis of a database containing information about the students of an engineering college.

⭐ 5 🌐 Public

Analytics-Vidhya-Game-of-Deep-Learning-Hackathon

Contains my experiments for the Game of Deep Learning Hackathon conducted by Analytics Vidhya

⭐ 7 🌐 Public

PyTorch native quantization and sparsity for training and inference

⭐ 1 🌐 Public

Applied-Data-Science-w-Python-Specialization

Contains my assignments, guiding notebooks (provided as the course materials) and the datasets.

⭐ 5 🌐 Public

auto-diffusers-docs

Use an LLM to generate reasonable code snippets in a hardware-aware manner for Diffusers.

⭐ 5 🌐 Public

AV_Identify_Digits

The problem goes way back to 1999 when Yann LeCun came up with this phenomenal dataset. I had my CNN introduction with this very dataset. This submission was a part of this: https://datahack.analyticsvidhya.com/contest/practice-problem-age-detection/ .

⭐ 1 🌐 Public

Barlow-Twins-TF

TensorFlow implementation of Barlow Twins (https://arxiv.org/abs/2103.03230).

⭐ 41 🌐 Public

Benchmarking-and-MLI-experiments-on-the-Adult-dataset

Contains benchmarking and interpretability experiments on the Adult dataset using several libraries

⭐ 35 🌐 Public

BentoML-Explorations

Contains my experiments made with the mighty library BentoML

⭐ 3 🌐 Public

BERT-for-Mobile

Compares the DistilBERT and MobileBERT architectures for mobile deployments.

⭐ 33 🌐 Public

big_vision_experiments

Contains my experiments with the `big_vision` repo to train ViTs on ImageNet-1k.

⭐ 22 🌐 Public

This repository hosts the code to port NumPy model weights of BiT-ResNets to TensorFlow SavedModel format.

⭐ 14 🌐 Public

Blood-Cell-Detection-using-TFOD-API

This project demonstrates the use of TensorFlow Object Detection API (along with GCP ML Engine) to automatically detect Red Blood Cells (RBCs), White Blood Cells (WBCs), and Platelets in each image taken via microscopic image readings

⭐ 25 🌐 Public

Repository to test automated PyPI publishing through GitHub Actions.

⭐ 1 🌐 Public

Breast-Cancer-Detection-using-Deep-Learning

Experiments to show the usage of deep learning to detect breast cancer from breast histopathology images

⭐ 60 🌐 Public

Implementation of CaiT models in TensorFlow and ImageNet-1k checkpoints. Includes code for inference and fine-tuning.

⭐ 12 🌐 Public

caption-upsampling

This repository implements the idea of "caption upsampling" from DALL-E 3 with Zephyr-7B and gathers results with SDXL.

⭐ 158 🌐 Public

Contains my code and deck for Cloud Community Days Ahmedabad 2022.

⭐ 5 🌐 Public

CI-CD-for-Model-Training

This repository holds files and scripts for incorporating simple CI/CD practices for model training in ML.

⭐ 21 🌐 Public

PyTorch implementation of CLIP Maximum Mean Discrepancy (CMMD) for evaluating image generation models.

⭐ 155 🌐 Public

Code for saving CNN activations as images or animations. Designed to work with FastAI.

⭐ 1 🌐 Public

COCO-Text API http://vision.cornell.edu/se3/coco-text/

⭐ 1 🌐 Public

Consistency-Training-with-Supervision

Contains experimentation notebooks for my Keras Example "Consistency Training with Supervision".

⭐ 5 🌐 Public

Let us control diffusion models!

⭐ 0 🌐 Public

Code release for ConvNeXt model

⭐ 2 🌐 Public

Includes PyTorch -> Keras model porting code for ConvNeXt family of models with fine-tuning and inference notebooks.

⭐ 102 🌐 Public

count-tokens-hf-datasets

This project shows how to derive the total number of training tokens from a large text dataset from 🤗 datasets with Apache Beam and Dataflow.

⭐ 27 🌐 Public

Data-Pipelines-with-TensorFlow-Data-Services-Exercises

This repository contains the exercise notebooks for the Data Pipelines with TensorFlow Data Services (Coursera) course.

⭐ 8 🌐 Public

Data-Science-Tweets-Analysis

Byte sized analysis of Data Science Tweets

⭐ 5 🌐 Public

Jupyter notebooks of my DataCamp blogs

⭐ 3 🌐 Public

datacamp-community-tutorials

Tutorials for DataCamp (www.datacamp.com)

⭐ 1 🌐 Public

Includes PyTorch -> Keras model porting code for DeiT models with fine-tuning and inference notebooks.

⭐ 41 🌐 Public

Denoised-Smoothing-TF

Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.

⭐ 20 🌐 Public

deploy-hf-tf-vision-models

This repository shows various ways of deploying a vision model (TensorFlow) from 🤗 Transformers.

⭐ 30 🌐 Public

depth_estimation_trainer

Scripts to fine-tune a depth estimation model.

⭐ 3 🌐 Public

diffusers-torchao

End-to-end recipes for optimizing diffusion models with torchao and diffusers (inference and FP8 training).

⭐ 388 🌐 Public

diffusion-to-gguf

⭐ 0 🌐 Public

Distributed-Training-in-TensorFlow-2-with-AI-Platform

Contains code to demonstrate distributed training in TensorFlow 2 with AI Platform and custom Docker contains.

⭐ 20 🌐 Public

Contains my explorations of using Docker to automate ML workflows.

⭐ 9 🌐 Public

dreambooth-keras

Implementation of DreamBooth in KerasCV and TensorFlow.

⭐ 88 🌐 Public

Dual-Deployments-on-Vertex-AI

Project demonstrating dual model deployment scenarios using Vertex AI (GCP).

⭐ 34 🌐 Public

E2E-Object-Detection-in-TFLite

This repository shows how to train a custom detection model with the TFOD API, optimize it with TFLite, and perform inference with the optimized model.

⭐ 32 🌐 Public

Emotion-Detection-using-Deep-Learning

This project demonstrates the use of Deep Learning to detect emotion (sad, angry, happy etc) from the images of faces.

⭐ 11 🌐 Public

EvoNorms-in-TensorFlow-2

Implements EvoNorms B0 and S0 as proposed in Evolving Normalization-Activation Layers.

⭐ 11 🌐 Public

TensorFlow examples

⭐ 1 🌐 Public

Experiments-on-Fashion-MNIST

DL experiments on the Fashion MNIST dataset curated by Zalando Research

⭐ 3 🌐 Public

ICRA 2019 "FastDepth: Fast Monocular Depth Estimation on Embedded Systems"

⭐ 0 🌐 Public

Favorite-Execises-from-Udacity-s-Deep-Learning-Course

Contains solutions to my favourite exercises from Udacity's Deep Learning course

⭐ 2 🌐 Public

Federated-Learning-Shenanigans

My experiments on federated learning as done along with learning it on Udacity

⭐ 1 🌐 Public

First_NodeJS_MongoDB

⭐ 1 🌐 Public

FloydHub-Anomaly-Detection-Blog

Contains the thorough experiments made for a FloydHub article on Anomaly Detection

⭐ 16 🌐 Public

FloydHub-K_Means-Blog

Contains the Jupyter Notebook made for a FloydHub article on K-Means

⭐ 3 🌐 Public

FloydHub-Q-Learning-Blog

Contains the Jupyter Notebook made for a FloydHub article on Q-Learning

⭐ 12 🌐 Public

flux-image-editing

Scripts to teach Flux the task of image editing from language with the Flux Control framework.

⭐ 96 🌐 Public

FunMatch-Distillation

TF2 implementation of knowledge distillation using the "function matching" hypothesis from https://arxiv.org/abs/2106.05237.

⭐ 88 🌐 Public

Contains my experimentations with the popular GAN architectures and training methods.

⭐ 3 🌐 Public

GCP-ML-API-Demos

Contains Colab Notebooks show cool use-cases of different GCP ML APIs.

⭐ 10 🌐 Public

GDE-Collaboration

Contains the modelling and deployment scripts done for a collaboration project (Dataset: FashionMNIST)

⭐ 4 🌐 Public

Generalized-ODIN-TF

TensorFlow 2 implementation of the paper Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data (https://arxiv.org/abs/2002.11297).

⭐ 45 🌐 Public

Generating-categories-from-arXiv-paper-titles

This project takes the arXiv dataset and builds an automatic tag classifier from the arXiv article/paper titles

⭐ 13 🌐 Public

Generating-Word-Cloud-from-DataCamp-Project-Descriptions

Generating a word cloud from the descriptions of the live [DataCamp Projects](https://datacamp.com/projects/).

⭐ 4 🌐 Public

Genpact-Hiring-Hackathon

Contains my experiments for Analytics Vidhya's Genpact Hiring Hackathon.

⭐ 1 🌐 Public

Global-Wheat-Detection

Showcases the use of deep learning to detect wheat heads from crops. The project is based on: https://www.kaggle.com/c/global-wheat-detection.

⭐ 18 🌐 Public

google-ai-pendrive-content

Contains ML introductory slides, code walkthroughs and small end-to-end applications.

⭐ 2 🌐 Public

Grocery-Product-Detection

This repository builds a product detection model to recognize products from grocery shelf images.

⭐ 98 🌐 Public

hackerearth-hiring-challenge

⭐ 1 🌐 Public

Handwriting-Recognizer-in-Keras

This project shows how to build a simple handwriting recognizer in Keras with the IAM dataset.

⭐ 13 🌐 Public

Hello-TensorFlow

Contains accompanying Colab Notebook for my talk Hello, TensorFlow (bit.ly/gdg-goa-20).

⭐ 3 🌐 Public

A repository of Python scripts to scrape code contents of the public repositories of `huggingface`.

⭐ 53 🌐 Public

⭐ 1 🌐 Public

Histology-Classification-Deployment

Deployment code for histology classification project

⭐ 1 🌐 Public

img-ds-creation-scripts

Scripts pair-coded with LLLMs to format and prepare large-scale image datasets.

⭐ 0 🌐 Public

instruct-pix2pix-dataset

This repository provides utilities to a minimal dataset for InstructPix2Pix like training for Diffusion models.

⭐ 50 🌐 Public

instructpix2pix-sdxl

Training InstructPi2Pix with SDXL.

⭐ 19 🌐 Public

Intel-Scene-Classification-challenge

Contains my experiments for Intel's Scene Classification challenge

⭐ 2 🌐 Public

interpretable_machine_learning_with_python

Practical techniques for interpreting machine learning models.

⭐ 1 🌐 Public

Kaggle-CareerCon-2019-Notebooks

⭐ 2 🌐 Public

keras-convnext-conversion

ConvNeXt conversion code for PT to TF along with evaluation code on ImageNet-1k val.

⭐ 11 🌐 Public

Keras-Examples-RandAugment

Full experimentation notebook for my Keras Example on using RandAugment.

⭐ 3 🌐 Public

keras-xla-benchmarks

Presents comprehensive benchmarks of XLA-compatible pre-trained models in Keras.

⭐ 37 🌐 Public

⭐ 1 🌐 Public

Knowledge-Distillation-in-Keras

Demonstrates knowledge distillation for image-based models in Keras.

⭐ 54 🌐 Public

An open toolbox for NSFW & toxicity detection

⭐ 1 🌐 Public

Learnable-Image-Resizing

TF 2 implementation Learning to Resize Images for Computer Vision Tasks (https://arxiv.org/abs/2103.09950v1).

⭐ 53 🌐 Public

loan-prediction-av

⭐ 1 🌐 Public

Malaria-Detection-with-Deep-Learning

Deep learning based solution to automatically analyze medical images for malaria testing

⭐ 15 🌐 Public

Manning-Phishing-Websites-Detection

Starter repository for Manning LP: Use Machine Learning to Detect Phishing Websites

⭐ 7 🌐 Public

Implementation of MAXIM in TensorFlow.

⭐ 140 🌐 Public