
TensorFlow
TensorFlow is a ML framework for everyone.
- 81
- Projects
- 5
- Years accepted
- 6
- In 2023
Projects by year
812023
6 acceptedShow
The existing Keras Database [1] presently features just four functional tutorials for 3D datasets, the latest of which dates back to the summer of...
Enhance Tokenizers and Implement end-to-end Token Classification Tasks
Accepted project · by Mishra, Anshuman
The objective of this project is to implement Token Classification tasks for the KerasNLP library. The focus will be on enhancing the tokenizers API...
The project aims to make a MediaPipe plugin for Flutter. The basic idea is to make an API for Flutter developers to use MediaPipe platform-specific...
Interactive Web Demos using the MediaPipe Machine Learning Library
Accepted project · by Pratyay Banerjee
The COVID-19 pandemic has increased awareness of hygiene risks associated with touchscreens, with reports indicating that 80% of people find them...
Create a text summarization model by fine-tuning a pre-trained model with a custom dataset
Accepted project · by Seungjun Lee
This project aims to create a high-quality custom dataset using PaLM API and create a high-quality text summarization model by fine-tuning a...
Flutter Plugin for MediaPipe Machine Learning Library
Accepted project · by Yassin Hashem
This project outlines the development of a Flutter plugin for MediaPipe, with a focus on a feature-first approach. The plan includes implementing the...
2022
26 acceptedShow
This project is about adding new AI models for LIT demos. The whole idea is to include different kinds of models as examples, so people from various...
Tutorials for Working with Interpretable and Explainable AI with 🔥LIT
Accepted project · by Anjishnu Mukherjee
This project focuses on providing easy-to-understand walk-throughs of standard workflows for analyzing models using LIT and also providing in-depth...
This project seeks to experimentally examine and benchmark the performance of fair data reweighting (FDW), a fairness preprocessing technique, as...
(Taylor Lee) GSoC RAI-HCT Data Cards Playbook Labs Proposal
Accepted project · by Taylor Lee
Artificial intelligence developments can lead to growth and scientific advancement at a rapid pace making it even more important how these systems...
In this project, I'll be building demos for TensorFlow Lite Micro, to be used in conferences and Machine Learning Courses. My plan is to build these...
The aim of this project is to implement various advanced machine learning algorithms for the upcoming textbook "Probabilistic Machine Learning:...
Metric learning is a collection of machine learning approaches for learning to assess similarities and differences between data points from various...
Today libraries like XGBoost and LightGBM dominate most Kaggle competitions on tabular data and achieve state-of-the-art results on a variety of...
Expanding the JAX SSM Library & Exploring Particle-Based Variational Inference (JAX ML Textbook)
Accepted project · by Peter G. Chang
For this project, I plan to explore state space models(SSM) and variational inference(VI) in depth. First, I will translate legacy numpy/PyTorch...
I am proposing to publish 4 Collections of models to TF-Hub containing a total of 23 models. Collections will be published from the following models-...
With more than 1 million new diagnoses reported every year, prostate cancer (PCa) is the second most common cancer among males worldwide that results...
I propose to add new loss functions which make improvements over the existing ones for metric learning. I also propose to improve documentation and...
Develop JAX examples and demos for an ML upcoming textbook
Accepted project · by Zeel B Patel
I propose to address the existing challenges with the current codebase of the book and then contribute new code for several figures for the upcoming...
The project will be making contributions to the PyProbML repo helping to build demonstrations and reference implementations for probabilistic machine...
This project aims to add several functionalities to Keras-CV which will be of use to beginner as well as seasoned practitioners. I will be...
Publish fine-tuned MobileViT in TensorFlow Hub TensorFlow Hub is the main TensorFlow model repository with thousands of pre-trained models with...
This proposal aims to provide Tensorflow with more object detection models and tutorial examples. The plan consists of adding...
I will potentially work towards the following problems during the GSoC: 1) I am excited to implement advanced algorithms in JAX and create/re-produce...
[KerasNLP] Adding Metrics, Decoding Strategies, Model Encoder Blocks and Data Augmentation APIs
Accepted project · by Abheesht Sharma
KerasNLP is a library for building NLP building blocks such as model layers, metrics, tokenizers, text processing/augmentation techniques, etc. I...
Implementation of State-of-the-Art Components in Object Detection for KerasCV
Accepted project · by Sarvagya Malaviya
Previous iterations of GSoC combined with recent community contributions have helped TensorFlow catch up with the SOTA in image classification....
Adding Native Support for Text Data Augmentation in KerasNLP alongside Tutorials
Accepted project · by Aflah
Data Scarcity is a Huge and Evergrowing Problem as new tasks and problems are tackled. Sometimes collecting substantial amount of data is almost...
Profiling and Optimising Energy Consumption for TF Lite Models.
Accepted project · by Rishiraj Adhikary
There is a spurt of pretrained edge machine learning models that can be quickly deployed in microcontrollers, thanks to TensorFlow Lite. Reducing RAM...
TensorFlow Decision Forests (TF-DF) is a collection of state-of-the-art algorithms for the training, serving, and interpretation of Decision Forest...
In this project, I propose to create NLP examples using transformer implementations from the Hugging Face Library; by developing easy-to-use and...
This project aims to develop machine learning projects for microcontrollers. This project is a little bit challenging because it is hard to make...
The aim of this project is to create healthcare examples using Keras. I plan to implement new tutorials for: 1. Diabetic Retinopathy detection using...
2021
17 acceptedShow
- TensorFlow Lite Flutter Support Suite EnhancementsAmish Garg
- TensorFlow2 Model Garden document site and YOLO project tutorialYifan Wang
- TensorFlow Proposal for the Convert Matlab ML examples to Python / JAX projectGerardo Duran-Martin
- Implement Wave2Vec2 in TensorFlow 2 & publish it in TensorFlow HubVasudev Gupta
- Convert Matlab ML examples to Python / JAXMing Liang Ang
- Converting ML Matlab Examples to Python using JAXSrikar Reddy Jilugu
- TensorFlow Implementation of Distribution Aware Coordinate Representation for Human Pose EstimationChandykunju Alex
- ViT (Vision Transformer)sgeisler
- Suggest, implement and publish state-of-the-art ML models in TensorFlow 2Mehdi Mabrouki
- Generate New Task Library in TensorFlow Lite for Pose Landmark DetectionMilind Thakur
- TensorFlow Lite examples for Natural Language ProcessingSunit Roy
- Adding Panoptic Segmentation to the TensorFlow Model GardenSrihari Humbarwadi
- 💻 GSoC 2021: Improve Computer Vision Sample Apps of TensorFlow LiteSayan Nath
- Improving TensorFlow GAN LibraryNived P A
- Tensorflow ProposalAleyna Kara
- Tree-based modelsDinko Franceschi
- Implement RegNet-Y in TensorFlow 2Aditya Kane
2020
17 acceptedShow
- Flax HOWTOsRoland Gavrilescu
- GCS, S3 and Hadoop support for TensorflowVo Van Nghia
- TensorFlow Hub New Models and Demos ApplicationDejia Xu
- State of the Art TensorFlow 2.x ModelsVishal V
- Improving TensorFlow Datasets LibraryVijay Tadikamalla
- Incorporating point-based convolutions in Tensorflow GraphicsHedron
- Implement Mesh R-CNN in TensorFlow GraphicsRobin Baumann
- New Tools for TensorFlow HubJin Dong
- Help migrate a TensorFlow library to TensorFlow 2.xYiming Shi
- Let's not Go Off Tangent - Add Efficient Tangent batching to ForwardAccumulatorAbhineet Choudhary
- Reinforcement Learning to S4TFseungjaeryanlee
- SOTA ML Paper/Model ImplementationsZhibo Zhang
- A fast, cross-platform image loader in SwiftAyushi
- Implementing “implicit 3D representations” in TensorFlow GraphicsDaisuke Kasuga
- Implement TF 2.x Model Garden ExamplesYasaswi
- TensorFlow Lite Flutter Support SuiteAmish Garg
- Keras RFC Implementation - ImagePipeline based on tf.data APISwarup
2019
19 acceptedShow
- TensorFlow js ExplorationPaul Spende
- Creating Neuroevolution Framework for Tensorflow 2.0, preimplementing 'Neuroevolution of Augmenting Topologies' (NEAT)Paul Pauls
- An Extended Version of “A Concise Handbook of TensorFlow” And A Library of Extended Keras Layers for TF 2.0snowkylin
- Adding traditional Machine Learning algorithms to Swift for TensorflowVictor Antony
- Adding and standardizing image processing operations in tf.imagewhiterat
- Debugging Model Performance in TensorBoard GuideBruna Pinos
- TensorFlow Hub Module Creation and Support for TensorFlow.jsAdrish Dey
- TensorFlow Datasets - Implement new features in TFDS for users and developersRecep Ahmet SARITEKIN
- Add traditional machine learning algorithms to the Swift TensorFlow libraryParam Bhavsar
- TensorFlow.js with WebWorkerWenhe Li
- JSON Dataset Reader - TensorFlow I/OJiacheng Xu
- End-to-End Mobile Swift for Tensorflow ApplicationAyush Agrawal
- Core Model Migration to TF 2.0Vishal V
- Improving and adding more functionality to the TensorFlow-Datasets library with the addition of DatasetBuilders for important research datasets.Chanchal Kumar Maji
- Reasonable Effectiveness of Mobile Inference: Adaptive Growth of the TensorFlow.js Model GardenSasha Illarionov
- Adding Curiosity to TF-AgentsRyan Lee
- Data Visualization library for SwiftKarthik Ramesh Iyer
- Text embedding modules in tensorflow hubTasmiah Tahsin Mayeesha
- TensorFlow Official Model Migration to v2.0ace
Public proposals
2- Sayan Nath - TensorFlow Lite Proposal2021 · Status not recorded · from Google-Summer-of-Code-Archive/gsoc-proposals-archive
- Sunit Roy - TensorFlow Lite Task Library examples for Natural Language Processing2021 · Status not recorded · from Google-Summer-of-Code-Archive/gsoc-proposals-archive
Read them for structure, not to copy. All proposals for TensorFlow.