# PracticeTensor

**Repository Path**: Talbot3/PracticeTensor

## Basic Information

- **Project Name**: PracticeTensor
- **Description**: paly with tensorflow's family, that's maybe funny .
- **Primary Language**: JavaScript
- **License**: MIT
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2022-02-10
- **Last Updated**: 2022-02-10

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# PracticeTensor
paly with tensorflow's family, that's maybe funny .


# AI in nodejs 

## books
- https://wendydesigner.github.io/DLwithjs---chinese/introduction/
- https://livebook.manning.com/book/deep-learning-with-javascript/chapter-1/1

## tutorial
- https://tensorflow.google.cn/?hl=zh-cn
- https://www.kaggle.com/datasets
- https://www.ituring.com.cn/article/510217
- https://keras.io/zh/
- https://docs.ucloud.cn/uai-train/cases/retrain/prep-model
- https://developer.nvidia.com/transfer-learning-toolkit
- https://developer.nvidia.com/tlt-getting-started
- https://developer.nvidia.com/zh-cn/tensorrt
- https://ml5js.org/
## blogs
- https://blog.tensorflow.org/search?label=TensorFlow+Core&max-results=20
- http://ai-sample.oss-cn-hangzhou.aliyuncs.com/pipcook/models/mobilenet/web_model/model.json
- https://blog.tensorflow.org/2020/01/run-tensorflow-savedmodel-in-nodejs-directly-without-conversion.html
> tensorflow node 直接加载 savedmodel,速度比python版还快

## useful disscuss

> 官方教程只提供在Client-Side端的示例，但是在Nodejs Server-Side环境使用saved-model的预测，官方并没有详细的教程。这里是比较好的讨论，大家遇到了相同的问题。

- https://github.com/tensorflow/tfjs/issues/298

## resource

- https://www.tensorflow.org/resources/learn-ml/basics-of-tensorflow-for-js-development

### NLP in nodejs

- [question-answering](https://github.com/huggingface/node-question-answering#readme)
> 包含 **savedmodel** Distil BERT 模型，使用方便快捷。


### Models
> 开源预训练模型

- https://tfhub.dev/
> 国内镜像为
- https://hub.tensorflow.google.cn/ 
> 包含各种经过训练的模型的代码库，这些模型稍作调整便可部署到任何设备上
- https://github.com/tensorflow/tfjs-models 
- 已移植到TensorFlow.js的预训练模型
镜像相关:
    - 1.谷歌云地址 https://storage.googleapis.com， 
    - 2.中国镜像 https://www.gstaticcnapps.cn
- https://pytorch.org/hub/
- https://ngc.nvidia.com/catalog/collections
- https://keras.io/api/applications/
### DataSet

- HMDB-51
- UCF-101
- Kinetics-400
- Kinetics-600
- https://github.com/tensorflow/datasets TensorFlow 
- https://datasetsearch.research.google.com/ Google数据集搜索
- https://tensorflow.google.cn/datasets/catalog/overview
- https://console.cloud.google.com/marketplace/browse?filter=solution-type:dataset
- https://research.google.com/audioset/

#### other  way to download dataset

- img-dataset
> or npmjs.com serach dataset

## paper websit
> 学者经常用的网站

- arXiv