# tensorflow-101

**Repository Path**: deeplearningrepos/tensorflow-101

## Basic Information

- **Project Name**: tensorflow-101
- **Description**: learn code with tensorflow
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-03-30
- **Last Updated**: 2021-08-31

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

## algorithm

MLP for mnist done

## covert to tfrecord

test on 102flowers done
command like this:

`python covert_somedata_to_tfrecord.py --dataset_name=102flowers --dataset_dir='./'`

## serving
test on MLP model on mnist done

download the mnist jpgs on baidu yunpan [mnist jpgs](https://pan.baidu.com/s/1o8EWkVS)

![](./images/mnist_server.png)
![](./images/mnist_client_result.png)




Reference: [https://github.com/tobegit3hub/deep_recommend_system](https://github.com/tobegit3hub/deep_recommend_system)


## finetuning and deploy model with flask

![](./images/flask_with_pretrain_model.png)
![](./images/flask_with_pretrain_model_00.png)

In folder finetuning, we use tf.slim to finetuning the pretrain model (I use the same method in my porn detection) and use flask to buid a very simple inference system.



## Inference Demo
![](./images/demo_result.png)
I deploy a image classification in [demo page](http://demo.duanshishi.com). It is based on Tensorflow and Flask. Feel free to try.

## Chinese rec

![](./images/chinese_rec_example.png)

You can get the detailed introductation in [TensorFlow与中文手写汉字识别](http://hacker.duanshishi.com/?p=1753)

## GAN
### AC-GAN and Info-GAN in TensorFlow
The project in GAN includ AC-GAN and Info-GAN:

 - AC-GAN ![](./images/ac-gan-fig-01.png)
 - Info-GAN ![](./images/infogan-fig-01.png)

### Result
Infogan result:

![](./images/infogan-result.png)
![](./images/infogan-result-01.png)
AC-GAN result:
![](./images/acgan-result.png)
![](./images/acgan-result-01.png)

You can get detailed information in [GAN的理解与TF的实现](http://hacker.duanshishi.com/?p=1766)


## DeepColor

The images from [safebooru.org](http://safebooru.org), you can download from the baidu yunpan [https://pan.baidu.com/s/1c1HOIHU](https://pan.baidu.com/s/1c1HOIHU).

![](./images/mac_blogs_deepcolor-01.png)

The results:
![](./images/mac_blogs_deepcolor-03.png)


details in [CGAN之deepcolor实践](http://www.duanshishi.com/?p=1791)


## Text Classifer

You can get the detail information in [自然语言处理第一番之文本分类器](http://hacker.duanshishi.com/?p=1805).
Classic methods such as Word Count Distribution and TF-IDF and DeepLearning Methods based CNN and C-LSTM are provided in [nlp/text_classifier](https://github.com/burness/tensorflow-101/tree/master/nlp/text_classifier)