https://github.com/losttech/gradient-samples

Samples for TensorFlow binding for .NET by Lost Tech
https://github.com/losttech/gradient-samples

cnn cross-platform csharp deep-learning dotnet fsharp gpt-2 lstm reinforcement-learning resnet rl tensorflow tensorflow-binding tensorflow-examples tensorflow-tutorials unity-ml unity-ml-agents

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Samples for TensorFlow binding for .NET by Lost Tech

• Host: GitHub
• URL: https://github.com/losttech/gradient-samples
• Owner: losttech
• License: mit
• Created: 2018-12-08T06:15:05.000Z (almost 6 years ago)
• Default Branch: master
• Last Pushed: 2022-10-25T18:13:53.000Z (about 2 years ago)
• Last Synced: 2024-11-12T17:03:49.869Z (1 day ago)
• Topics: cnn, cross-platform, csharp, deep-learning, dotnet, fsharp, gpt-2, lstm, reinforcement-learning, resnet, rl, tensorflow, tensorflow-binding, tensorflow-examples, tensorflow-tutorials, unity-ml, unity-ml-agents
• Language: C#
• Homepage:
• Size: 672 KB
• Stars: 61
• Watchers: 8
• Forks: 10
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# TensorFlow C# samples

Samples for [LostTech.TensorFlow](https://losttech.software/gradient.html), TensorFlow binding for .NET

**BasicMath** ([v1](v1)) - creates two constant tensors and performs simple algebraic operations on them

**CharRNN** - the sample was removed from 2.x samples, as it only works with TensorFlow 1.15.

The old version is [still available in 1.15 branch](https://github.com/losttech/Gradient-Samples/tree/v1.15/CharRNN).

**CSharpOrNot** - a mini-ResNet convolutional network, that guesses programming language,

given a rectangular text block from a code file. Has a cross-platform UI demo.

Get pretrained model here: https://github.com/losttech/Gradient-Samples/releases/tag/csharp-or-not%2Fv1

**FashionMnistClassification** - standard TensorFlow example, that classifies small pictures of clothes.

**ResNetBlock** - same as FashionMnistClassification above, but shows `Model` subclassing

to implement ResNet block.

**RL-MLAgents** - reinforcement learning agent, that learns to play Unity 3D based games

using Soft Actor-Critic algorithm, and Unity ML agents library. More details in

[the blog post](http://ml.blogs.losttech.software/Reinforcement-Learning-With-Unity-ML-Agents/).

**SimpleApproximation** - uses a simple 1 hidden layer neural network to approximate an arbitrary function.

All models **can be modified and trained**.

**LICENSE** - MIT for all sample code, individual samples might have different licenses (clearing that up, see individual sample folders).

## Larger samples (in separate repositories)

[**GPT-2**](https://github.com/losttech/GPT) - latest published English

[language model from OpenAI](https://blog.openai.com/better-language-models/)

with fine-tuning from https://github.com/nshepperd/gpt-2.

[**SIREN**](https://github.com/losttech/Siren) - neural representation

for any kind of signal (image, video, audio).

[**YOLOv4**](https://github.com/losttech/YOLOv4) - neural network for object detection.

[**Billion Songs**](https://github.com/losttech/BillionSongs) -

deep learning-powered song lyrics generator in an ASP.NET Core web site.

More details in

[Writing billion songs with C# and Deep Learning](https://habr.com/post/453232/).