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AI+ Data Agent™
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Introduction
Course Introduction
Audio Book: Introduction - AI+ Data Agent
Module 1: Introduction to AI Agents
Module 1: Introduction to AI Agents
Audio Book: Introduction to AI Agents
Podcast: Introduction to AI Agents
1.1 Understanding AI Agents in Data Systems
1.2 Components of AI Agents
1.3 Types of AI Agents
1.4 Architectures and Real-World Applications of AI Agents
1.5 Ethical and Design Considerations in AI Agents & Future Scope
ACTIVITY: Hotspot
Quiz
Hands - On
Module 2: Data Agents and their Role in AI Systems
Module 2: Data Agents and their Role in AI Systems
Audio Book: Data Agents and their Role in AI Systems
Podcast: Data Agents and their Role in AI Systems
2.1 AI Data Agents
2.2 AI vs. AI Data Agent
2.3 Components of AI Data Agents
2.4 Types of AI Data Agents
2.5 AI Data Agents – Types, Applications, and Real-World Case Studies
ACTIVITY: Tab
Quiz
Hands - On
Module 3: Data Collection And Acquisition For AI Data Agents
Module 3: Data Collection And Acquisition For AI Data Agents
Audio Book: Data Collection And Acquisition For AI Data Agents
Podcast: Data Collection And Acquisition For AI Data Agents
3.1 AI Data Agents – Data Acquisition, Planning, and Case Studies in Smart Agriculture
3.2 AI Data Collection – Design, Preparation, and Quality Assurance
3.3 Storing the Data and Process Documentation
3.4 Annotation of the Data
3.5 Methods of Data Collection and Real-Time Data Streaming
3.6 Batch and API-Based Data Collection
Quiz
Module 4: Data Pre-processing and Feature Engineering
Module 4: Data Pre-processing and Feature Engineering
Audio Book: Data Pre-processing and Feature Engineering
Podcast: Data Pre-processing and Feature Engineering
4.1 Data Pre-processing and Feature Engineering
4.2 Feature Engineering for AI Models
4.3 Feature Selection, Feature Extraction, and Real-World Applications
4.4 Dimensionality Reduction & Encoding
4.5 Binning, Bucketing, Feature Transformation and Feature Engineering
4.6 No-Code AI Data Agent for Preprocessing & Feature Engineering
ACTIVITY: Drag and Drop
Quiz
Hands - On
Module 5: AI And Machine Learning Models For Data Agents
Module 5: AI And Machine Learning Models For Data Agents
Audio Book: AI And Machine Learning Models For Data Agents
Podcast: AI And Machine Learning Models For Data Agents
5.1 Overview of Machine Learning for AI Data Agents
5.2 Machine Learning Techniques in AI Data Agents
5.3 Advanced Machine Learning for AI Data Agents
5.4 Selecting and Training Machine Learning Models for AI Data Agents
5.5 Advanced Machine Learning Models and Optimization for AI Data Agents
Activity: Accordion
Quiz
Hands - On
Module 6: Ethics, Security, and Privacy in AI Data Agents
Module 6: Ethics, Security, and Privacy in AI Data Agents
Audio Book: Ethics, Security, and Privacy in AI Data Agents
Podcast: Ethics, Security, and Privacy in AI Data Agents
6.1 Key Ethical Issues and Broader Ethical Principles in AI Data Agents
6.2 Fairness and Accountability in AI Data Agents
6.3 Risk of Bias and Ethical Frameworks in AI Data Agents
6.4 Security and Privacy Concerns in AI Data Agents
6.5 Legal, Regulatory, and Ethical Data Practices in AI Data Agents
ACTIVITY: Case Study
Quiz
Module 7: Capstone Project
Module 7: Capstone Project
Audio Book: Capstone Project
Podcast: Capstone Project
7.1 Introductory Video for Capstone Project
Quiz
Hands - On
Resources
AI+ Data Agent Blueprint
AI+ Data Agent Detailed Curriculum
AI+ Data Agent Tools
AI+ Data Agent Reference Videos and Links
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Data Agent Examination
AI+ Data Agent Examination
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