Course Content

On completion of this course, you will have an overview of AI and be able to master Python basics, math and TensorFlow knowledge, understand the propaedeutics and overview of Deep Learning, and get an overview of Huawei cloud EI


Course Objective

Through the preparation for HCIA-AI, you will systematically understand and grasp Python programming, essential mathematics knowledge in AI, basic programming methods using TensorFlow (a machine learning and Deep Learning platform framework), pre-knowledge and overview of Deep Learning, overview of Huawei cloud EI.


Course Outline

1. Summary

  • Course introduction

2. Overview of HCIA-AI

  • Overview of HCIA-AI

3. Overview of AI

  • 3. Summary
  • 3.2 The past of AI
  • 3.3 What is AI
  • 3.4 AI industry and AI society

4. Python Programming Basics

  • 4.1 Summary
  • 4.2 Introduction to Python
  • 4.3 Data Container
  •  Python Grammer
  • Operations

5. Math Basics

  • 5.1 Summary
  • 5.2 Linear Algebra
  • 5.3 Probability Theory and Information Theory
  • 5.4 Numeric Calculation

5. Tensorflow

  • 5.1 Summary
  • 5.2 Tensorflow Basics
  • 5.3  Tensorflow Using
  • 5.4 Numeric Calculation

5. Propaedeutics and Overview of Deep Learning

  • 5.1 Summary
  • 5.2  Learning algorithms
  • 5.3  Common Machine Learning Algorithms
  • 5.4 Parameter Estimation
  • 5.5 Deep Learning Basics
  • 5.6 Neural Networks
  • 5.7 Applications of Deep Learning

5. HUAWEI Cloud EI Overview

  • 5.1 Summary
  • 5.2 HUAWEI Cloud EI Overview

Final Exam

  • Final exam