Introduction

Ai-Master is a UCSD startup aims to develop the ultimate machine learning and deep learning online education platform. The learning materials combine interactive models, animations, and insightful evaluations to provide learners with the best way to learn.

By cooperating with few boot camps in both China and the United States, the company plans to teach more than 6000 students about advanced deep learning methods and to hold deep learning competitions among top universities in 2018.

Ai-Book

The first book released features in deep learning for completely beginners. Students with knowledge of basic math would start from a python crush course and a math crush course. From regression methods to neural networks, and a thorough explanation of convolution neural network and recurrent neural network, users will have a full understanding through interactive books and projects.

For each chapter that introduce a new machine learning/deep learning algorithm, we begin from several scenarios of what the problem that the specific algorithm could solve. Based on Marr's levels of analysis, we teach each topic in computational(conceptual) level, algorithmic(training process) level and implementation(code) level.

Illustration & Animation Showcase

We use a plethora of illustration and animations to break down difficult equations and algorithms, and thus makes comprehension easy for all levels.

Projects

  • Object Recognition
  • Object Detection
  • Image Segmentation
  • Generative Models
  • Semantic Features
  • Word Window Classification
  • Dependency Parsing
  • MMachine Translation
  • Deep Reinforcement Learning