AI/Artificial Intelligence入门Tutorial List

from Basicsconcepts to advancedapplications, systemLearnAI/Artificial Intelligenceknowledge体系

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Tutorial系列Table of Contents

1

AI/Artificial IntelligenceBasicsconcepts

介绍AI/Artificial Intelligence 定义, 发展history, 主要branch and basic原理, helping您建立 for AI 整体认识, UnderstandAI/Artificial Intelligence and 人class智能 区别 and 联系.

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2

机器LearnBasics

详细介绍机器Learn basicconcepts, working principles and 主要algorithms, including监督Learn, 无监督Learn and 强化Learn, 以及data预processing and modelassessmentmethod.

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3

神经networkBasics

Deep Dive讲解神经network basicstructure, working principles and 数学Basics, including感知器, many 层神经network, 激活function, before 向传播 and 反向传播algorithms.

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4

深度LearnIntroduction

介绍深度Learn concepts, 发展历程 and coretechniques, including卷积神经network(CNN), 循环神经network(RNN), 生成 for 抗network(GAN)etc.经典architecture.

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5

自然languageprocessing

详细介绍自然languageprocessing basicconcepts, techniquesmethod and Application Scenarios, including词嵌入, languagemodel, 文本classification, 情感analysis, 机器翻译 and other content.

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6

computer vision

介绍computer vision basicconcepts, coretechniques and applications领域, includinggraph像classification, 目标检测, graph像分割, 人脸识别, 物体跟踪 and other content.

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7

强化Learn

详细讲解强化Learn basic原理, corealgorithms and Application Scenarios, including马尔可夫决策过程, Q-learning, 策略梯度, 深度强化Learn and other content.

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8

AI/Artificial Intelligence伦理 and security

探讨AI/Artificial Intelligence发展带来 伦理issues, 社会影响 and securitychallenges, includingalgorithms偏见, privacy保护, 就业影响, AIsecurity and 监管 and other content.

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9

AI/Artificial Intelligenceapplicationscase

介绍AI/Artificial Intelligence in 各个领域 practicalapplicationscase, including医疗healthy, 金融service, 交通运输, 教育, 智能制造, 娱乐etc.行业 具体applications.

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10

AI/Artificial Intelligence发展趋势

analysisAI/Artificial Intelligence 发展现状, techniques趋势 and 未来方向, including big languagemodel, many 模态AI, 自主system, 脑机interfaces, etc.. before 沿techniques and 发展预测.

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