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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.dreambooth-keras
Implementation of DreamBooth in KerasCV and TensorFlow.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.CI-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