# TensorFlow

TensorFlow Hub is useful.

## Linksโ

- 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 โ Building a โsmartโ 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
- TF Encrypted - Framework for encrypted machine learning in TensorFlow.
- Whatโs New in TensorFlow 2.10? (2022) (HN)
- Use GPU with TensorFlow on M1 macs (2022)
- Building the Future of TensorFlow (2022) (HN)
- TensorFlow Decision Forests - Collection of state-of-the-art algorithms for the training, serving and interpretation of Decision Forest models in Keras.
- tfreader - TensorFlow TFRecord reader CLI tool.
- TFTS (TensorFlow Time Series) - Easy-to-use python package for time series, supporting the classical and SOTA deep learning methods in TensorFlow or Keras.
- Realbook - Easier audio-based machine learning with TensorFlow.
- TensorFlow for Python is dying? (2023) (HN)