TensorFlow

An open-source machine learning framework for everyone.

Technologies
python, c/c++, machine learning, data analysis, deep learning
Topics
machine learning, data science, deep learning, python, data
An open-source machine learning framework for everyone.

TensorFlow™ is an open source software library for high performance numerical computation. Its flexible architecture allows easy deployment of computation across a variety of platforms (CPUs, GPUs, TPUs), and from desktops to clusters of servers to mobile and edge devices. Originally developed by researchers and engineers from the Google Brain team within Google’s AI organization, it comes with strong support for machine learning and deep learning and the flexible numerical computation core is used across many other scientific domains.

2019 Program

Successful Projects

Contributor
Paul Spende
Mentor
Paige Bailey
Organization
TensorFlow
TensorFlow js Exploration
This project will convert some pre-trained Keras models into TensorFlow js models and explains how they can be made accessible by packing them in npm...
Contributor
Paul Pauls
Mentor
Rezsa Farahani
Organization
TensorFlow
Creating Neuroevolution Framework for Tensorflow 2.0, preimplementing 'Neuroevolution of Augmenting Topologies' (NEAT)
Implementing a framework for Neuroevolution in Tensorflow 2.0, providing a variety of preimplemented Neuroevolution algorithms, genomes and...
Contributor
snowkylin
Mentor
Tiezhen WANG
Organization
TensorFlow
An Extended Version of “A Concise Handbook of TensorFlow” And A Library of Extended Keras Layers for TF 2.0
Usability and 3rd cutting-edge models are two main factors that are especially concerned by academic area. This project concentrate on enhancing both...
Contributor
Victor Antony
Mentor
Dan Zheng, Richard Wei
Organization
TensorFlow
Adding traditional Machine Learning algorithms to Swift for Tensorflow
This project aims to add traditional machine learning algorithms to the Tensorflow for Swift library. We aim to implement Logistic Regression,...
Contributor
whiterat
Mentor
Frank Chen, perfinion, Sean Morgan, Yanhui Liang
Organization
TensorFlow
Adding and standardizing image processing operations in tf.image
Project aims at updating existing functions to make them compatible with Tensorflow 2.0 and adding new image processing operations to make the...
Contributor
Bruna Pinos
Mentor
Paige Bailey, Alex Passos
Organization
TensorFlow
Debugging Model Performance in TensorBoard Guide
TensorBoard is a TensorFlow tool for models visualization. It can generate histograms, graph and help debug and improve the neural network. To help...
Contributor
Adrish Dey
Mentor
Vojtech Bardiovsky, Sachin Joglekar
Organization
TensorFlow
TensorFlow Hub Module Creation and Support for TensorFlow.js
Training of High end Deep Learning Models takes a Long time to Train, Hours, Days and Even Weeks. So, as a Developer/researchers it slows down the...
Contributor
Recep Ahmet SARITEKIN
Mentor
Etienne POT, Marcin Michalski
Organization
TensorFlow
TensorFlow Datasets - Implement new features in TFDS for users and developers
Main goal of this project is extending available datasets, offering some additional features to Tensorflow Datasets that can make TensorFlow users'...
Contributor
Param Bhavsar
Mentor
Dan Zheng, Richard Wei
Organization
TensorFlow
Add traditional machine learning algorithms to the Swift TensorFlow library
This document describes the proposal to "add traditional Machine Learning algorithms to the Swift TensorFlow library", for "TensorFlow" organization....
Contributor
Wenhe Li
Mentor
Paige Bailey
Organization
TensorFlow
TensorFlow.js with WebWorker
The TensorFlow.js will be highly computational consuming while we are doing prediction or classification. And if such a computation happens at the UI...
Contributor
Jiacheng Xu
Mentor
Yong Tang, Yuan Tang, Frank Chen
Organization
TensorFlow
JSON Dataset Reader - TensorFlow I/O
TensorFlow is one of the most popular machine learning frameworks and is widely used in fields beyond machine learning and data science. The...
Contributor
Ayush Agrawal
Mentor
Brad Larson, perfinion, Richard Wei
Organization
TensorFlow
End-to-End Mobile Swift for Tensorflow Application
Deploying a machine learning module using Swift for Tensorflow it to a mobile device, including building out necessary components of the Swift for...
Contributor
Vishal V
Mentor
Tomer Kaftan, Amit Sabne, Vikram Tiwari, Katherine Wu
Organization
TensorFlow
Core Model Migration to TF 2.0
Re-building the official Tensorflow models to make it TF 2.0 compatible. This project proposes holistic improvements to the models repository to...
Contributor
Chanchal Kumar Maji
Mentor
Vikram Tiwari, Marcin Michalski
Organization
TensorFlow
Improving and adding more functionality to the TensorFlow-Datasets library with the addition of DatasetBuilders for important research datasets.
Tensorflow Datasets or tfds makes the work of the user easier by transforming the raw dataset into a standard format so that it can be immediately...
Contributor
Sasha Illarionov
Mentor
Manraj Singh
Organization
TensorFlow
Reasonable Effectiveness of Mobile Inference: Adaptive Growth of the TensorFlow.js Model Garden
The project aims to grow the TensorFlow.js model garden with five new low-latency, low-power, high-accuracy applications controlled via an...
Contributor
Ryan Lee
Mentor
Oscar Ramirez, Mandar Deshpande
Organization
TensorFlow
Adding Curiosity to TF-Agents
Reinforcement learning is a class of machine learning methods that use the reward signal of the environment to infer optimal actions. Thus, easy...
Contributor
Karthik Ramesh Iyer
Mentor
Brad Larson, Marc Rasi
Organization
TensorFlow
Data Visualization library for Swift
Swift for TensorFlow is a Swift library that helps develop and train ML models. Data Visualization can be helpful when exploring a dataset. It helps...
Contributor
Tasmiah Tahsin Mayeesha
Mentor
Vojtech Bardiovsky
Organization
TensorFlow
Text embedding modules in tensorflow hub
Project's main goal is adding new techniques and tools for text embedding modules in TensorFlow Hub.It is divided into three parts: Improve the...
Contributor
ace
Mentor
Tomer Kaftan, Alex Passos, Sergio G
Organization
TensorFlow
TensorFlow Official Model Migration to v2.0
Migration of official TensorFlow models to use/support TF v2.0 features/functions.