What you'll learn?

·     Understand the overview of AI.

·     Master the Python programming language.

·     Master the Math basics required for deep learning.

·     Understand the overview of the TensorFlow.

·     Understand the propaedeutics and overview of deep learning.

·     Understand the overview of Huawei cloud EI.

·     Know how to perform basic programming using Python.

·     Know how to perform mathematical programming using Python.

·     Know how to perform basic programming using TensorFlow.

·     Know how to perform basic programming for image recognition.

·     Know how to perform basic programming for speech recognition.

·     Know how to perform basic programming for man-machine dialogs.

Description

This course matches the HCIA-AI V1.0 (Released on April 4,2019). 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.

Audience :

Those who hope to become AI engineers Those who hope to obtain an HCIA-AI certificate Those who hope to know how to use, manage, and maintain Huawei AI products and AI cloud services

Topics :

Overview of AI

o  The Past, Present, and Future of AI

o  Development of AI Industries

o  Strategic Planning of AI in the World

o  Justice and Equity in the Era of AI

o  Man-Machine Relationship in the Era of AI

o  AI Governance

o  AI Society in the Future

Python Programming Basics

o  Introduction to Python

o  List and Tuple

o  String

o  Dictionary

o  Conditional and Loop Statements

o  Function

o  Object-Oriented Programming

o  Date and Time

o  Regular Expression

o  File Manipulation

Basic Math

o  Linear Algebra

o  Probability and Information Theory

o  Numeric Calculation

Introduction to TensorFlow

o  What Is TensorFlow?

o  TensorFlow Characteristics

o  TensorFlow Basics

o  TensorFlow Modules

o  Development Environment Deployment

o  Basic Development Steps Using TensorFlow

o  Other Deep Learning Frameworks

Propaedeutics and Overview of Deep Learning

o  Propaedeutics of Deep Learning

o  Overview of Deep Learning

Huawei Cloud EI Overview

o  Concept of AI and Origin of EI

o  Details About Huawei Cloud EI

Python Programming Basics Experimental Guide

o  List and Tuple

o  String

o  Dictionary

o  Conditional and Loop Statements

o  Function

o  Object-Oriented Programming

o  Date and Time

o  Regular Expression

o  File Manipulation

Basic Math Experimental Guide

o  Linear Algebra Practices

o  Probability Theory Practices

o  Numerical Computation Example Practices

o  Scenario

TensorFlow Programming Basics Experimental Guide

o  Eight Knowledge Points

o  Linear Regression — House Price Prediction

Image Recognition Programming Experimental Guide

Speech Recognition Programming Experimental Guide

Man-Machine Dialogue Programming Experimental Guide

Prerequisities :

Recommended Knowledge :

Have a good command of network technology basics. Be familiar with basic operations on Linux operating systems. Have a good command of Further Mathematics basics.

Category :

  • Programming
  • Software Development

Training Materials :

ICT Tlent Bank Program

Labs :

This course includes several labs to ensure you will gain the targeted skills and experience.

Credential :

This course is a credit towards HCIA-AI certification