Huawei HCIP-AI-EI Developer v2.0

Neural Network Basics

• Deep Learning Basics

• Artificial Neural Network

• Neural Network Training

• Architecture Design of Neural Networks

Image Processing Theory and Applications

• Computer Vision Overview

• Digital Image Processing Fundamentals

• Image Preprocessing Technology

• Basic Tasks of Image Processing

• Feature Extraction and Traditional Image Processing Algorithms

• Convolutional Neural Networks and Image Recognition

• Generative Adversarial Networks and Image Generation

Speech Processing Theory and Practice

• Introduction to Speech Processing

• Speech Recognition

• Text to Speech

• Traditional Acoustic Model GMM-HMM

• Hybrid Model DNN-HMM

• Advanced Speech Models

Natural language processing theory and application

• Introduction to NLP

• Key Tasks and Methods of NLP

• NLP Application System

Introduction to the Development trends of AI and Huawei’s Full-stack, All-scenario AI Solutions

• Development and Trends of AI

• Huawei’s Full-stack, All-scenario AI Solutions

ModelArts Overview

• ModelArts Overview

• ModelArts Functions

• ModelArts Use Cases

Basics of the deep learning algorithms for large models

• Attention Mechanism

• Transformer Description

• Algorithm Innovation and Engineering Optimization of DeepSeek