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TF-2.0-Hacks
Contains my explorations of TensorFlow 2.xprobing-vits
Probing the representations of Vision Transformers.diffusers-torchao
End-to-end recipes for optimizing diffusion models with torchao and diffusers (inference and FP8 training).ml-deployment-k8s-fastapi
This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.Adventures-in-TensorFlow-Lite
This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.maxim-tf
Implementation of MAXIM in TensorFlow.Supervised-Contrastive-Learning-in-TensorFlow-2
Implements the ideas presented in https://arxiv.org/pdf/2004.11362v1.pdf by Khosla et al.robustness-vit
Contains code for the paper "Vision Transformers are Robust Learners" (AAAI 2022).MIRNet-TFLite-TRT
TensorFlow Lite models for MIRNet for low-light image enhancement.ConvNeXt-TF
Includes PyTorch -> Keras model porting code for ConvNeXt family of models with fine-tuning and inference notebooks.SimSiam-TF
Minimal implementation of SimSiam (https://arxiv.org/abs/2011.10566) in TensorFlow 2.SimCLR-in-TensorFlow-2
(Minimally) implements SimCLR (https://arxiv.org/abs/2002.05709) in TensorFlow 2.single-video-curation-svd
Educational repository for applying the main video data curation techniques presented in the Stable Video Diffusion paper.Adaptive-Gradient-Clipping
Minimal implementation of adaptive gradient clipping (https://arxiv.org/abs/2102.06171) in TensorFlow 2.FunMatch-Distillation
TF2 implementation of knowledge distillation using the "function matching" hypothesis from https://arxiv.org/abs/2106.05237.Grocery-Product-Detection
This repository builds a product detection model to recognize products from grocery shelf images.stable-diffusion-keras-ft
Fine-tuning Stable Diffusion using Keras.robustness-foundation-models
This repository holds code and other relevant files for the NeurIPS 2022 tutorial: Foundational Robustness of Foundation Models.Sharpness-Aware-Minimization-TensorFlow
Implements sharpness-aware minimization (https://arxiv.org/abs/2010.01412) in TensorFlow 2.MLP-Mixer-CIFAR10
Implements MLP-Mixer (https://arxiv.org/abs/2105.01601) with the CIFAR-10 dataset.ML-Bootcamp-Launchpad
Contains notebooks prepared for ML Bootcamp organized by Google Developers Launchpad.Learnable-Image-Resizing
TF 2 implementation Learning to Resize Images for Computer Vision Tasks (https://arxiv.org/abs/2103.09950v1).Knowledge-Distillation-in-Keras
Demonstrates knowledge distillation for image-based models in Keras.PAWS-TF
Minimal implementation of PAWS (https://arxiv.org/abs/2104.13963) in TensorFlow.swin-transformers-tf
Implementation of Swin Transformers in TensorFlow along with converted pre-trained models, code for off-the-shelf classification and fine-tuning.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).hf-codegen
A repository of Python scripts to scrape code contents of the public repositories of `huggingface`.A-B-testing-with-Machine-Learning
Implemented an A/B Testing solution with the help of machine learningdeit-tf
Includes PyTorch -> Keras model porting code for DeiT models with fine-tuning and inference notebooks.Barlow-Twins-TF
TensorFlow implementation of Barlow Twins (https://arxiv.org/abs/2103.03230).Vehicle-Number-Plate-Detection
This project demonstrates the use of TensorFlow Object Detection API to automatically number plates (Indian) from vehiclesBenchmarking-and-MLI-experiments-on-the-Adult-dataset
Contains benchmarking and interpretability experiments on the Adult dataset using several librariesDual-Deployments-on-Vertex-AI
Project demonstrating dual model deployment scenarios using Vertex AI (GCP).ViT-jax2tf
This repository hosts code for converting the original Vision Transformer models (JAX) to TensorFlow.Breast-Cancer-Detection-using-Deep-Learning
Experiments to show the usage of deep learning to detect breast cancer from breast histopathology imagesSpatial-Transformer-Networks-with-Keras
This repository provides a Colab Notebook that shows how to use Spatial Transformer Networks inside CNNs in Keras.deploy-hf-tf-vision-models
This repository shows various ways of deploying a vision model (TensorFlow) from π€ Transformers.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.A-Barebones-Image-Retrieval-System
This project presents a simple framework to retrieve images similar to a query image.Training-BatchNorm-and-Only-BatchNorm
Experiments with the ideas presented in https://arxiv.org/abs/2003.00152 by Frankle et al.ml-bootcamp-india-2022
Contains materials from the facilitation sessions conducted for the ML Bootcamp India (2022) organized by Google DevRel team.BERT-for-Mobile
Compares the DistilBERT and MobileBERT architectures for mobile deployments.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 readingsCI-CD-for-Model-Training
This repository holds files and scripts for incorporating simple CI/CD practices for model training in ML.big_vision_experiments
Contains my experiments with the `big_vision` repo to train ViTs on ImageNet-1k.Denoised-Smoothing-TF
Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.portfolio
Site built from fastpages: https://fastpages.fast.ai/. Deployed here πGlobal-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.Distributed-Training-in-TensorFlow-2-with-AI-Platform
Contains code to demonstrate distributed training in TensorFlow 2 with AI Platform and custom Docker contains.instructpix2pix-sdxl
Training InstructPi2Pix with SDXL.count-tokens-hf-datasets
This project shows how to derive the total number of training tokens from a large text dataset from π€ datasets with Apache Beam and Dataflow.FloydHub-Anomaly-Detection-Blog
Contains the thorough experiments made for a FloydHub article on Anomaly DetectionPhishing-Websites-Detection
Experiments to detect phishing websites using neural networksMalaria-Detection-with-Deep-Learning
Deep learning based solution to automatically analyze medical images for malaria testingBiT-jax2tf
This repository hosts the code to port NumPy model weights of BiT-ResNets to TensorFlow SavedModel format.Parkinson-s-Disease-Classifier
Deep learning experiments to design a model to predict Parkinson's diseases with the images of Spiral/Wave testinstruct-pix2pix-dataset
This repository provides utilities to a minimal dataset for InstructPix2Pix like training for Diffusion models.MLPMixer-jax2tf
This repository hosts code for converting the original MLP Mixer models (JAX) to TensorFlow.Generating-categories-from-arXiv-paper-titles
This project takes the arXiv dataset and builds an automatic tag classifier from the arXiv article/paper titlesHandwriting-Recognizer-in-Keras
This project shows how to build a simple handwriting recognizer in Keras with the IAM dataset.Mixed-Precision-Training-in-tf.keras-2.0
This repository contains notebooks showing how to perform mixed precision training in tf.keras 2.0NALU
Neural Arithmetic Logic Units by Trask et al.Adversarial-Examples-in-Deep-Learning
Shows how to create basic image adversaries, and train adversarially robust image classifiers (to some extent).FloydHub-Q-Learning-Blog
Contains the Jupyter Notebook made for a FloydHub article on Q-LearningEvoNorms-in-TensorFlow-2
Implements EvoNorms B0 and S0 as proposed in Evolving Normalization-Activation Layers.Revisiting-Pooling-in-CNNs
Implements RNNPool and SoftPool for CNNs.parameter-ensemble-differential-evolution
Shows how to do parameter ensembling using differential evolution.Action-Recognition-in-TensorFlow
Contains additional materials for two keras.io blog posts.AdaMatch-TF
Includes additional materials for the following keras.io blog post.keras-convnext-conversion
ConvNeXt conversion code for PT to TF along with evaluation code on ImageNet-1k val.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.Transfer-Learning-with-CIFAR10
Leveraging Transfer Learning on the classic CIFAR-10 dataset by using the weights from a pre-trained VGG-16 model.TalksGiven
Contains the deck of my talks given at different developer meet-ups and conferences.cait-tf
Implementation of CaiT models in TensorFlow and ImageNet-1k checkpoints. Includes code for inference and fine-tuning.GCP-ML-API-Demos
Contains Colab Notebooks show cool use-cases of different GCP ML APIs.DockerML
Contains my explorations of using Docker to automate ML workflows.Multimodal-Entailment-Baseline
This repository shows how to implement a basic model for multimodal entailment.vision-transformers-tf
A non-exhaustive collection of vision transformer models implemented in TensorFlow.xla-benchmark-sd
Provides code to serialize the different models involved in Stable Diffusion as SavedModels and to compile them with XLA.tf.keras-Distributed-Training
Shows how to use MirroredStrategy to distribute training workloads when using the regular fit and compile paradigm in tf.keras.Analytics-Vidhya-Game-of-Deep-Learning-Hackathon
Contains my experiments for the Game of Deep Learning Hackathon conducted by Analytics Vidhyamodel-soups-text-classification
Shows an implementation of model soups (https://arxiv.org/abs/2203.05482) for text classification models.keras-xla-benchmarks
Presents comprehensive benchmarks of XLA-compatible pre-trained models in Keras.Manning-Phishing-Websites-Detection
Starter repository for Manning LP: Use Machine Learning to Detect Phishing WebsitesData-Science-Tweets-Analysis
Byte sized analysis of Data Science TweetsData-Pipelines-with-TensorFlow-Data-Services-Exercises
This repository contains the exercise notebooks for the Data Pipelines with TensorFlow Data Services (Coursera) course.Applied-Data-Science-w-Python-Specialization
Contains my assignments, guiding notebooks (provided as the course materials) and the datasets.Reproducibility-in-tf.keras-with-wandb
Contains code for my model reproducibility experiments. Report attached.GDE-Collaboration
Contains the modelling and deployment scripts done for a collaboration project (Dataset: FashionMNIST)simple-image-recaptioning
Recaption large (Web)Datasets with vllm and save the artifacts.Consistency-Training-with-Supervision
Contains experimentation notebooks for my Keras Example "Consistency Training with Supervision".mlplanner
Contains data, notebooks and other files of FloydHub's mini-series on machine learning project structuring, model debugging, various tips and tricks and moretSNE-on-NSL_KDD
Generating-Word-Cloud-from-DataCamp-Project-Descriptions
Generating a word cloud from the descriptions of the live [DataCamp Projects](https://datacamp.com/projects/).Analysis-of-college-database-of-2017-passouts
Contains my analysis of a database containing information about the students of an engineering college.Age-Detection-of-Indian-Actors
The repository contains my experiments for a Hackathon problem by Analytics Vidhyadepth_estimation_trainer
Scripts to fine-tune a depth estimation model.Restaurant
It contains everything that should be there in a standard restaurant website such as Location finder, Chaining, Bill Estimator etc. Built using JSP, jQuery, JavaScript, HTML-CSS and for databases Oracle 10g XE was used.Reporting-in-SQL-DataCamp-Course-Exercises
Contains my solutions to the exercises of the course "Reporting in SQL"DataCamp-blogs
Jupyter notebooks of my DataCamp blogsLove Open Source and this site? Check out how you can help us