TensorFlow

TensorFlow Hub is useful.

Links

• TensorFlow Examples
• TensorFlow Learn (Code)
• Swift for TensorFlow
• TensorFlow & OpenAI Gym Tutorial: Behavioral Cloning!
• Classifying Text with Neural Networks and TensorFlow
• Deep Learning 2: Introduction to TensorFlow
• Tensorpack - Neural Net Training Interface on TensorFlow.
• StyleGAN - Official TensorFlow Implementation.
• Ludwig - Toolbox built on top of TensorFlow that allows to train and test deep learning models without the need to write code.
• Pre-trained TensorFlow.js models
• TensorFlow Privacy - Python library that includes implementations of TensorFlow optimizers for training machine learning models with differential privacy.
• Easy-TensorFlow - Simple and comprehensive tutorials in TensorFlow.
• TensorFlow Graphics
• Blocksparse - Efficient GPU kernels for block-sparse matrix multiplication and convolution.
• TensorFlow.js converter - Convert TensorFlow SavedModel and Keras models to TensorFlow.js.
• tfjs-node - TensorFlow backend for TensorFlow.js via Node.js
• Neural Structured Learning in TensorFlow
• TensorFlow Transform - Library for preprocessing data with TensorFlow.
• HN: Tensorflow 2.0 (2019)
• TensorFlow 2.0 + Keras Overview for Deep Learning Researchers (2019)
• Swift for TensorFlow Models
• Tensors Fitting Perfectly - Invokes Swift compiler to lower your Swift code down to SIL (Swift intermediate representation), and use it to scan your code for assertions that pertain to shapes of tensors.
• Swift for TensorFlow - Next-generation platform for machine learning, incorporating the latest research across machine learning, compilers, differentiable programming, systems design, and beyond.
• Graph Nets - DeepMind's library for building graph networks in Tensorflow and Sonnet.
• tract - Tiny, no-nonsense, self-contained, Tensorflow and ONNX inference.
• IREE - Experimental MLIR Execution Environment.
• For Your Ears Only: Personalizing Spotify Home with Machine Learning (2020)
• TensorFlow workshops - Few exercises for use at events.
• TensorFlow Examples
• A Primer on TensorFlow 2.0 (2019)
• Convert TensorFlow models to ONNX
• TensorFlow-Slim - Lightweight library for defining, training and evaluating complex models in TensorFlow.
• SwiftAI - Swift for TensorFlow's high-level API, modeled after fastai.
• Graph Convolutional Networks in TensorFlow
• TensorFlow SIG Addons - Useful extra functionality for TensorFlow 2.x maintained by SIG-addons.
• Learning to See in the Dark (HN)
• TensorFlow Profiler - Profiling and performance analysis tool for TensorFlow.
• TFRT: A New TensorFlow Runtime
• Farewell, TensorFlow (2020) (Twitter)
• Effective TensorFlow - TensorFlow tutorials and best practices.
• TensorFlow.js - WebGL accelerated JavaScript library for training and deploying ML models. (Web) (HN) (Examples)
• TensorFlow benchmarks - Contains various TensorFlow benchmarks.
• Deep Learning Tutorials with Tensorflow
• TensorFlow vs PyTorch (2020)
• Tensorflow on edge, or – Building a “smart” security camera with a Raspberry Pi (2020) (HN)
• Sardonyx - Convert your ONNX models into Swift for TensorFlow or Metal Performance Shaders.
• pix2pix implementation using Swift for TensorFlow
• Learning to Cartoonize Using White-box Cartoon Representations
• Deep Xi - Deep Learning Approach to A Priori SNR Estimation for speech enhancement.
• TF-Coder, a tool that writes tricky TensorFlow expressions (2020) (HN)
• TensorBoard - Suite of web applications for inspecting and understanding your TensorFlow runs and graphs.
• Awesome TensorFlowJS
• Tensorflow vs Scikit-learn (2020)
• TensorFlow Scala - TensorFlow API for the Scala Programming Language.
• TensorFlow Federated - Framework for implementing federated learning.
• Pipcook - Front-End Algorithm Engineering Platform based on Tensorflow.js.
• TensorFlow Compression - Build your own ML models with end-to-end optimized data compression built in.
• Supercharging the TensorFlow.js WebAssembly backend with SIMD and multi-threading (2020)
• NSFW detection on the client-side via TensorFlow.js (Web)
• Trieste - Bayesian optimization toolbox built on TensorFlow.
• Introduction to Swift for TensorFlow (2020) (Slides)
• Convolutional Neural Networks with Swift for TensorFlow
• Swift for TensorFlow Models
• TensorFlow Model Garden - Repository with a number of different implementations of state-of-the-art (SOTA) models and modeling solutions for TensorFlow users.
• Mac-optimized TensorFlow and TensorFlow Addons
• TensorFlow binaries supporting AVX, FMA, SSE
• Swift4TF - Set of notebooks explaining swift for tensorflow optimized to run in Google Collaboratory.
• Siamese networks with Keras, TensorFlow, and Deep Learning (2020)
• Awesome TensorFlow
• checkmate - Training neural networks in TensorFlow 2.0 with 5x less memory.
• TensorFlow in Swift Handbook
• Recursive custom gradients in TensorFlow (2020)
• TensorFlow inferencing using WebAssembly and WASI (2020)
• React-Tensorflow - Tensorflow hooks for React.
• Mesh TensorFlow - Language for distributed deep learning, capable of specifying a broad class of distributed tensor computations.
• TensorFlow 101: Introduction to Deep Learning
• TensorFlow Lite Support - Toolkit that helps users to develop ML and deploy TFLite models onto mobile / ioT devices.
• HN: Swift for TensorFlow Shuts Down (2021) (Lobsters)
• Tensorflow on open source GPUs (2020)
• PalletML - Deploy your TensorFlow models to mobile. Instantly. (HN)
• Why is Tensorflow so hated on and PyTorch is the cool kids framework? (2021)
• CppFlow - Run TensorFlow models in C++ without installation and without Bazel.
• Why do practitioners still use regular TensorFlow? (2021)
• Neural Network TensorFlow C API
• Adaptive Framework for On-device Recommendation (2021)
• Zero to Mastery Deep Learning with TensorFlow
• TensorFlow Ranking - Learning to Rank in TensorFlow.
• GPflow - Gaussian processes in TensorFlow.
• Learning TensorFlow.js Book (2021)
• TF/JAX Tutorials (2021)
• Scaling TensorFlow to 300 million predictions per second (2021)
• TypedFlow - Typed, higher-order frontend to TensorFlow and a high-level library for deep-learning.
• TensorFlow RiemOpt - Library for manifold-constrained optimization in TensorFlow.
• TensorFlow aarch64 - TensorFlow wheels (whl) for aarch64 / ARMv8 / ARM64.
• Transformer-in-Transformer - Implementation of Transformer in Transformer for image classification, attention inside local patches. (HN)
• TensorFlow Serving - Flexible, high-performance serving system for machine learning models, designed for production environments.
• Advent of Code 2021 in pure TensorFlow (HN)
• TensorFlow Recommenders - Library for building recommender system models using TensorFlow.
• tensorboardX - Write TensorBoard events with simple function call.
• CVNN - Library to help implement a complex-valued neural network (cvnn) using tensorflow as back-end.
• Simple Depth Estimation from Multiple Images in Tensorflow (2019)
• TensorFlow Image Models - TensorFlow port of PyTorch Image Models (timm) - image models with pretrained weights.
• TensorFlow Similarity - Python package focused on making similarity learning quick and easy.
• TensorFlow Text - Text processing in TensorFlow.
• Vision Transformer Cookbook with TensorFlow
• Tensorflow Transformers - State of the art faster Transformer with Tensorflow 2.0 ( NLP, Computer Vision, Audio ).
• TensorFlow Hub (Code)
• TensorFlow Hub Models
• Middle-End Development with SvelteKit + TensorFlow.JS (2022)
• TensorFlow Model Optimization Toolkit