DeepInterests
Deep and interesting - a collection of practical artificial intelligence projects
Using Python3, TensorFlow1.9 and Keras2.2, course introduction article, https://zhuanlan.zhihu.com/p/34744472.
- Github project: https://github.com/Honlan/DeepInterests, including a 182-page course description document pdf;
- Project network disk: https://pan.baidu.com/s/1edrdM1xHMc9DTI7WkGweQA, password m3we, including data and code, divided into two versions: full version and streamlined version. The former includes the complete content involved in the project, and the latter only includes Necessary documents required for final execution;
- Zhihu column: https://zhuanlan.zhihu.com/DeepInterests, including online version of documents and code;
- Paid video: https://study.163.com/course/courseMain.htm?courseId=1004777011, allowing you to master every project better, faster, easier and more comprehensively.
Dedicated to every interesting soul.
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Course features
- A collection of wonderful practical projects;
- Crafted with craftsmanship and produced with sincerity;
- Open source! Open source! Open source!
Prerequisite courses
- "Basic Introduction to Python": https://study.163.com/course/courseMain.htm?courseId=1005461017. My introductory Python course is aimed at students with zero programming foundation. It mainly explains the core syntax of Python;
- "Deep Learning Micro-Professional", https://mooc.study.163.com/smartSpec/detail/1001319001.htm, a deep learning theory course given by Mr. Andrew Ng. The content is comprehensive and in-depth, and is helpful for mastering all aspects of theoretical knowledge of deep learning. Very helpful;
- "Full Stack Data Engineer Development Guide": https://study.163.com/course/courseMain.htm?courseId=1003520028, my practical Python course explains how to use it from the perspectives of collection, storage, analysis and visualization. Python implements some data projects, which helps improve personal programming skills.
Course Catalog
- Preface
- Preparation
- High-end and general word cloud
- Image style transfer
- Autoencoder image denoising
- variational autoencoder
- Generative Adversarial Network
- DCGAN face image generation
- Inception-v3 image classification
- stock price prediction
- TensorFlow object detection
- Let's move our hands together
- Training of word vectors
- Dlib quick start
- A brief discussion on Chinese word segmentation
- The amazing WGAN
- CGAN and ACGAN
- Two-dimensional avatar generation
- pix2pix image translation
- CycleGAN gender conversion
- From FlappyBird to DQN
- DeepDream of Tianma Starry Sky
- Lyrics and ancient poems are automatically generated
- Statement similarity calculation
- Image caption generation
- Seq2Seq machine translation
- Clothing key point positioning
- Automatic speech recognition
- Classification of dialect types
- Fast image style transfer