Overview of AI

Concept of Artificial Intelligence and the Historical Development of AI

AI Industry

Overview of AI Industry in Basic Layer Applications, Technical Layer Applications, and Application Layer Industries

Machine Learning

Overview of Machine Learning, Neural Networks, Data Preprocessing, Common Tasks in Machine Learning

Statistical Models

Overview of Models, Training Methods of Models, Gradient Descent, Fitting Performance of Models, Evaluation and Improvement Methods of Models, Implementation Frameworks of Machine Learning

Machine Algorithms

Overview of Algorithms, Principles of Algorithms

Neural Networks

Overview of Neural Networks, Deep Learning, Feedforward Neural Networks, Methods to Optimize Networks, Convolutional Neural Networks, Classic Convolutional Neural Networks, Deep Reinforcement Learning

Knowledge Graph

Overview of Knowledge Graph, Key Technologies for Building Knowledge Graphs, Knowledge Graph Fusion, Knowledge Graph Reasoning, Construction Methods of Enterprise Knowledge Graphs

Data Mining

Overview of Data Mining, Techniques of Data Mining, Big Data Thinking

Natural Language Processing (NLP)

Overview of Natural Language Processing, Syntax and Formal Grammar, Semantic Analysis and Extended Grammar, Statistical Methods in Natural Language Processing, Statistical Models in Natural Language Processing, Statistical Natural Language Processing Language Datasets, Semantic Search, Knowledge Question Answering

TensorFlow

Overview of TensorFlow, Main Content of TensorFlow Programs, Programming Strategies in TensorFlow

Python

Overview of Python, Text Acquisition, Text Classification and Information Extraction, Text Analysis, Language Data Management