burness / tensorflow-101

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

Reference: https://github.com/tobegit3hub/deep_recommend_system

finetuning and deploy model with flask

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

I deploy a image classification in demo page. It is based on Tensorflow and Flask. Feel free to try.

Chinese rec

You can get the detailed introductation in TensorFlow与中文手写汉字识别

GAN

AC-GAN and Info-GAN in TensorFlow

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

• AC-GAN
• Info-GAN

Result

Infogan result:

AC-GAN result:

You can get detailed information in GAN的理解与TF的实现

DeepColor

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

The results:

details in CGAN之deepcolor实践

Text Classifer

You can get the detail information in 自然语言处理第一番之文本分类器. Classic methods such as Word Count Distribution and TF-IDF and DeepLearning Methods based CNN and C-LSTM are provided in nlp/text_classifier