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GSoCDataLast accepted 2023

TensorFlow

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81
Projects
5
Years accepted
6
In 2023

Projects by year

81

2023

6 acceptedShow
  • KerasCV: Creating Tutorials

    Accepted project · by Ambra Jin

    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...

  • MediaPipe Flutter Plugin

    Accepted project · by Mohammad Eid

    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
  • XAI models for 🔥LIT

    Accepted project · by Aryan Chaurasia

    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...

  • Fair Data (Re)weighting

    Accepted project · by Chris Schmitz

    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...

  • Develop demos for TensorFlow Lite Micro

    Accepted project · by Vishwa

    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...

  • Tensorflow/JAX project — "JAX ML Textbook"

    Accepted project · by Xinglong

    The aim of this project is to implement various advanced machine learning algorithms for the upcoming textbook "Probabilistic Machine Learning:...

  • ArcFace Loss Implementation for Tensorflow Similarity

    Accepted project · by Aylin Aydın

    Metric learning is a collection of machine learning approaches for learning to assess similarities and differences between data points from various...

  • Kaggle examples for TensorFlow Decision Forests

    Accepted project · by Rishiraj Acharya

    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...

  • Develop new models and examples for TensorFlow-Hub

    Accepted project · by Mohammad Shoaib

    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-...

  • Deep Care

    Accepted project · by Mayuresh Agashe

    With more than 1 million new diagnoses reported every year, prostate cancer (PCa) is the second most common cancer among males worldwide that results...

  • Addition of new losses to tensorflow similarity

    Accepted project · by Abhishar

    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...

  • JAX ML Textbook

    Accepted project · by Giles Harper-Donnelly

    The project will be making contributions to the PyProbML repo helping to build demonstrations and reference implementations for probabilistic machine...

  • Contribute to KerasCV and KerasNLP

    Accepted project · by Aditya Kane

    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

    Accepted project · by Sayan Nath

    Publish fine-tuned MobileViT in TensorFlow Hub TensorFlow Hub is the main TensorFlow model repository with thousands of pre-trained models with...

  • Tutorials for Object Detection Models

    Accepted project · by stein

    This proposal aims to provide Tensorflow with more object detection models and tutorial examples. The plan consists of adding...

  • JAX ML TEXTBOOK

    Accepted project · by KARM PATEL

    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...

  • Develop Kaggle examples for TensorFlow Decision Forests

    Accepted project · by Vansh

    TensorFlow Decision Forests (TF-DF) is a collection of state-of-the-art algorithms for the training, serving, and interpretation of Decision Forest...

  • Develop NLP examples using HuggingFace Transformers

    Accepted project · by Sreyan Ghosh

    In this project, I propose to create NLP examples using transformer implementations from the Hugging Face Library; by developing easy-to-use and...

  • Developing demos for TensorFlow Lite Micro

    Accepted project · by Ayyuce Demirbas

    This project aims to develop machine learning projects for microcontrollers. This project is a little bit challenging because it is hard to make...

  • Harsh Shah - Develop healthcare examples using Keras

    Accepted project · by Harsh Shah

    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

2020

17 acceptedShow

2019

19 acceptedShow

Public proposals

2

Read them for structure, not to copy. All proposals for TensorFlow.