Top repositories
1
TF-2.0-Hacks
Contains my explorations of TensorFlow 2.xJupyter Notebook
383
2
probing-vits
Probing the representations of Vision Transformers.Jupyter Notebook
290
3
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.Jupyter Notebook
170
4
Adventures-in-TensorFlow-Lite
This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.Jupyter Notebook
146
5
Supervised-Contrastive-Learning-in-TensorFlow-2
Implements the ideas presented in https://arxiv.org/pdf/2004.11362v1.pdf by Khosla et al.Jupyter Notebook
132
6
maxim-tf
Implementation of MAXIM in TensorFlow.Jupyter Notebook
121
7
robustness-vit
Contains code for the paper "Vision Transformers are Robust Learners" (AAAI 2022).Jupyter Notebook
120
8
MIRNet-TFLite-TRT
TensorFlow Lite models for MIRNet for low-light image enhancement.Jupyter Notebook
113
9
ConvNeXt-TF
Includes PyTorch -> Keras model porting code for ConvNeXt family of models with fine-tuning and inference notebooks.Jupyter Notebook
98
10
SimSiam-TF
Minimal implementation of SimSiam (https://arxiv.org/abs/2011.10566) in TensorFlow 2.Jupyter Notebook
96
11
dreambooth-keras
Implementation of DreamBooth in KerasCV and TensorFlow.Jupyter Notebook
85
12
SimCLR-in-TensorFlow-2
(Minimally) implements SimCLR (https://arxiv.org/abs/2002.05709) in TensorFlow 2.Jupyter Notebook
83
13
Adaptive-Gradient-Clipping
Minimal implementation of adaptive gradient clipping (https://arxiv.org/abs/2102.06171) in TensorFlow 2.Jupyter Notebook
75
14
single-video-curation-svd
Educational repository for applying the main video data curation techniques presented in the Stable Video Diffusion paper.Jupyter Notebook
75
15
FunMatch-Distillation
TF2 implementation of knowledge distillation using the "function matching" hypothesis from https://arxiv.org/abs/2106.05237.Jupyter Notebook
74
16
Grocery-Product-Detection
This repository builds a product detection model to recognize products from grocery shelf images.Jupyter Notebook
73
17
stable-diffusion-keras-ft
Fine-tuning Stable Diffusion using Keras.Python
56
18
robustness-foundation-models
This repository holds code and other relevant files for the NeurIPS 2022 tutorial: Foundational Robustness of Foundation Models.Jupyter Notebook
55
19
Sharpness-Aware-Minimization-TensorFlow
Implements sharpness-aware minimization (https://arxiv.org/abs/2010.01412) in TensorFlow 2.Jupyter Notebook
55
20
MLP-Mixer-CIFAR10
Implements MLP-Mixer (https://arxiv.org/abs/2105.01601) with the CIFAR-10 dataset.Jupyter Notebook
52
21
ML-Bootcamp-Launchpad
Contains notebooks prepared for ML Bootcamp organized by Google Developers Launchpad.Jupyter Notebook
52
22
Learnable-Image-Resizing
TF 2 implementation Learning to Resize Images for Computer Vision Tasks (https://arxiv.org/abs/2103.09950v1).Jupyter Notebook
48
23
Knowledge-Distillation-in-Keras
Demonstrates knowledge distillation for image-based models in Keras.Jupyter Notebook
46
24
PAWS-TF
Minimal implementation of PAWS (https://arxiv.org/abs/2104.13963) in TensorFlow.Jupyter Notebook
43
25
swin-transformers-tf
Implementation of Swin Transformers in TensorFlow along with converted pre-trained models, code for off-the-shelf classification and fine-tuning.Jupyter Notebook
41
26
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).Jupyter Notebook
39
27
A-B-testing-with-Machine-Learning
Implemented an A/B Testing solution with the help of machine learningJupyter Notebook
37
28
deit-tf
Includes PyTorch -> Keras model porting code for DeiT models with fine-tuning and inference notebooks.Jupyter Notebook
37
29
Barlow-Twins-TF
TensorFlow implementation of Barlow Twins (https://arxiv.org/abs/2103.03230).Jupyter Notebook
37
30
Benchmarking-and-MLI-experiments-on-the-Adult-dataset
Contains benchmarking and interpretability experiments on the Adult dataset using several librariesJupyter Notebook
35
31
ViT-jax2tf
This repository hosts code for converting the original Vision Transformer models (JAX) to TensorFlow.Jupyter Notebook
34
32
Vehicle-Number-Plate-Detection
This project demonstrates the use of TensorFlow Object Detection API to automatically number plates (Indian) from vehiclesJupyter Notebook
34
33
Dual-Deployments-on-Vertex-AI
Project demonstrating dual model deployment scenarios using Vertex AI (GCP).Jupyter Notebook
34
34
Breast-Cancer-Detection-using-Deep-Learning
Experiments to show the usage of deep learning to detect breast cancer from breast histopathology imagesJupyter Notebook
32
35
Spatial-Transformer-Networks-with-Keras
This repository provides a Colab Notebook that shows how to use Spatial Transformer Networks inside CNNs in Keras.Jupyter Notebook
31
36
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.Jupyter Notebook
28
37
deploy-hf-tf-vision-models
This repository shows various ways of deploying a vision model (TensorFlow) from 🤗 Transformers.Jupyter Notebook
27
38
A-Barebones-Image-Retrieval-System
This project presents a simple framework to retrieve images similar to a query image.Jupyter Notebook
25
39
Training-BatchNorm-and-Only-BatchNorm
Experiments with the ideas presented in https://arxiv.org/abs/2003.00152 by Frankle et al.Jupyter Notebook
24
40
ml-bootcamp-india-2022
Contains materials from the facilitation sessions conducted for the ML Bootcamp India (2022) organized by Google DevRel team.Jupyter Notebook
22
41
BERT-for-Mobile
Compares the DistilBERT and MobileBERT architectures for mobile deployments.Jupyter Notebook
21
42
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 readingsJupyter Notebook
21
43
hf-codegen
A repository of Python scripts to scrape code contents of the public repositories of `huggingface`.Python
20
44
big_vision_experiments
Contains my experiments with the `big_vision` repo to train ViTs on ImageNet-1k.Jupyter Notebook
20
45
Denoised-Smoothing-TF
Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.Jupyter Notebook
20
46
portfolio
Site built from fastpages: https://fastpages.fast.ai/. Deployed here 👉Jupyter Notebook
19
47
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.Jupyter Notebook
19
48
CI-CD-for-Model-Training
This repository holds files and scripts for incorporating simple CI/CD practices for model training in ML.Jupyter Notebook
18
49
Distributed-Training-in-TensorFlow-2-with-AI-Platform
Contains code to demonstrate distributed training in TensorFlow 2 with AI Platform and custom Docker contains.Python
17
50
instructpix2pix-sdxl
Training InstructPi2Pix with SDXL.Python
16
51
Phishing-Websites-Detection
Experiments to detect phishing websites using neural networksJupyter Notebook
15
52
FloydHub-Anomaly-Detection-Blog
Contains the thorough experiments made for a FloydHub article on Anomaly DetectionJupyter Notebook
15
53
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.Python
15
54
Malaria-Detection-with-Deep-Learning
Deep learning based solution to automatically analyze medical images for malaria testingJupyter Notebook
13
55
Generating-categories-from-arXiv-paper-titles
This project takes the arXiv dataset and builds an automatic tag classifier from the arXiv article/paper titlesJupyter Notebook
13
56
BiT-jax2tf
This repository hosts the code to port NumPy model weights of BiT-ResNets to TensorFlow SavedModel format.Jupyter Notebook
13
57
Parkinson-s-Disease-Classifier
Deep learning experiments to design a model to predict Parkinson's diseases with the images of Spiral/Wave testJupyter Notebook
13
58
instruct-pix2pix-dataset
This repository provides utilities to a minimal dataset for InstructPix2Pix like training for Diffusion models.Python
13
59
MLPMixer-jax2tf
This repository hosts code for converting the original MLP Mixer models (JAX) to TensorFlow.Jupyter Notebook
13
60
Handwriting-Recognizer-in-Keras
This project shows how to build a simple handwriting recognizer in Keras with the IAM dataset.Jupyter Notebook
12
61
Mixed-Precision-Training-in-tf.keras-2.0
This repository contains notebooks showing how to perform mixed precision training in tf.keras 2.0Jupyter Notebook
12
62
NALU
Neural Arithmetic Logic Units by Trask et al.Jupyter Notebook
12
63
Adversarial-Examples-in-Deep-Learning
Shows how to create basic image adversaries, and train adversarially robust image classifiers (to some extent).Jupyter Notebook
12
64
FloydHub-Q-Learning-Blog
Contains the Jupyter Notebook made for a FloydHub article on Q-LearningJupyter Notebook
11
65
EvoNorms-in-TensorFlow-2
Implements EvoNorms B0 and S0 as proposed in Evolving Normalization-Activation Layers.Jupyter Notebook
11
66
Revisiting-Pooling-in-CNNs
Implements RNNPool and SoftPool for CNNs.Jupyter Notebook
11
67
parameter-ensemble-differential-evolution
Shows how to do parameter ensembling using differential evolution.Jupyter Notebook
10
68
AdaMatch-TF
Includes additional materials for the following keras.io blog post.Jupyter Notebook
10
69
Action-Recognition-in-TensorFlow
Contains additional materials for two keras.io blog posts.Jupyter Notebook
10
70
keras-convnext-conversion
ConvNeXt conversion code for PT to TF along with evaluation code on ImageNet-1k val.Python
10
71
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.Jupyter Notebook
10
72
Transfer-Learning-with-CIFAR10
Leveraging Transfer Learning on the classic CIFAR-10 dataset by using the weights from a pre-trained VGG-16 model.Jupyter Notebook
9
73
TalksGiven
Contains the deck of my talks given at different developer meet-ups and conferences.
9
74
cait-tf
Implementation of CaiT models in TensorFlow and ImageNet-1k checkpoints. Includes code for inference and fine-tuning.Jupyter Notebook
9
75
GCP-ML-API-Demos
Contains Colab Notebooks show cool use-cases of different GCP ML APIs.Jupyter Notebook
9
76
DockerML
Contains my explorations of using Docker to automate ML workflows.Python
8
77
Multimodal-Entailment-Baseline
This repository shows how to implement a basic model for multimodal entailment.Jupyter Notebook
8
78
vision-transformers-tf
A non-exhaustive collection of vision transformer models implemented in TensorFlow.
7
79
xla-benchmark-sd
Provides code to serialize the different models involved in Stable Diffusion as SavedModels and to compile them with XLA.Python
7
80
tf.keras-Distributed-Training
Shows how to use MirroredStrategy to distribute training workloads when using the regular fit and compile paradigm in tf.keras.Jupyter Notebook
7
81
Analytics-Vidhya-Game-of-Deep-Learning-Hackathon
Contains my experiments for the Game of Deep Learning Hackathon conducted by Analytics VidhyaJupyter Notebook
7
82
model-soups-text-classification
Shows an implementation of model soups (https://arxiv.org/abs/2203.05482) for text classification models.Jupyter Notebook
6
83
keras-xla-benchmarks
Presents comprehensive benchmarks of XLA-compatible pre-trained models in Keras.Python
5
84
Manning-Phishing-Websites-Detection
Starter repository for Manning LP: Use Machine Learning to Detect Phishing Websites
5
85
Data-Science-Tweets-Analysis
Byte sized analysis of Data Science TweetsJupyter Notebook
5
86
Data-Pipelines-with-TensorFlow-Data-Services-Exercises
This repository contains the exercise notebooks for the Data Pipelines with TensorFlow Data Services (Coursera) course.Jupyter Notebook
5
87
Applied-Data-Science-w-Python-Specialization
Contains my assignments, guiding notebooks (provided as the course materials) and the datasets.Jupyter Notebook
5
88
Reproducibility-in-tf.keras-with-wandb
Contains code for my model reproducibility experiments. Report attached.Jupyter Notebook
5
89
GDE-Collaboration
Contains the modelling and deployment scripts done for a collaboration project (Dataset: FashionMNIST)Jupyter Notebook
4
90
Consistency-Training-with-Supervision
Contains experimentation notebooks for my Keras Example "Consistency Training with Supervision".Jupyter Notebook
4
91
mlplanner
Contains data, notebooks and other files of FloydHub's mini-series on machine learning project structuring, model debugging, various tips and tricks and moreJupyter Notebook
4
92
tSNE-on-NSL_KDD
Jupyter Notebook
4
93
Generating-Word-Cloud-from-DataCamp-Project-Descriptions
Generating a word cloud from the descriptions of the live [DataCamp Projects](https://datacamp.com/projects/).Jupyter Notebook
4
94
Analysis-of-college-database-of-2017-passouts
Contains my analysis of a database containing information about the students of an engineering college.Jupyter Notebook
4
95
Age-Detection-of-Indian-Actors
The repository contains my experiments for a Hackathon problem by Analytics VidhyaJupyter Notebook
4
96
depth_estimation_trainer
Scripts to fine-tune a depth estimation model.Python
4
97
Reporting-in-SQL-DataCamp-Course-Exercises
Contains my solutions to the exercises of the course "Reporting in SQL"
3
98
DataCamp-blogs
Jupyter notebooks of my DataCamp blogsJupyter Notebook
3
99
GAN-Hacks
Contains my experimentations with the popular GAN architectures and training methods.Jupyter Notebook
3
100
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.HTML
3