Introduction
HCIA-AI certification is intended to popularize AI and help understand Deep Learning and learn the basic capabilities of programming based on the TensorFlow framework, as a motive to promote talent training in the AI industry.
Course Objectives
Upon completion of this course, participants are expected to be able to:
- Understand the overview of AI
- Master the Python programming language and the Math basics required for Deep Learning
- Understand the overview of TensorFlow, the propaedeutics and overview of Deep Learning, and the overview of Huawei cloud EI
- Know how to perform basic programming using Python, mathematical programming using Python, basic programming using TensorFlow, basic programming for image recognition, basic programming for speech recognition, and basic programming for human-machine dialogue
Target Audience
Those who hope to become AI engineers, obtain an HCIA-AI certificate, or know how to use, manage, and maintain Huawei AI products and AI cloud services
Prerequisites
Have a good command of network technology basics, familiar with basic operations on Linux operating systems, and have a good command of Higher Mathematics basics
Course Contents
Chapter 1 Overview of Artificial Intelligence
Chapter 2 Python Programming Basics
Chapter 3 Math Basics - Linear Algebra, Probability Theory and Information Theory, Numeric Calculation
Chapter 4 TensorFlow Overview
Chapter 5 Propaedeutics and Overview of Deep Learning
Chapter 6 Huawei Cloud EI Overview
Chapter 7 Python Programming Basics Experiment Guide
Chapter 8 Math Basics Experiment Guide
Chapter 9 TensorFlow Programming Basics Experiment Guide
Chapter 10 Image Recognition Programming Experiment Guide
Chapter 11 Speech Recognition Programming Experiment Guide
Chapter 12 Human-Machine Dialogue Programming Experiment Guide