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AI+ Architect™ Self-Paced Learning V3
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General
Course Introduction
Lab Instructions
Audio Book: Introduction AI+ Architect
Module 1: Fundamentals of Neural Networks
Module 1: Fundamentals of Neural Networks
Audio Book: Fundamentals of Neural Networks
Podcast: Fundamentals of Neural Networks
1.1 Basic Concepts of Neural Networks
1.2 Types of Neural Networks
Activity: Multiple choice with image
1.3 Architecture Components
1.4 Building Neural Networks
1.5 Common Design Patterns
Activity: Carousel/ Slideshow
Activity: Knowledge checks
Quiz
Lab Practice 1.1
Lab Practice 1.2
Lab Practice 1.3
Lab Practice 1.4
Python File Download
Module 2 : Neural Network Optimization
Module 2: Neural Network Optimization
Audio Book: Neural Network Optimization
Podcast: Neural Network Optimization
2.1 Importance of Hyperparameters
2.2 Tuning Techniques
Activity: True/False
2.3 Types of Optimization Algorithms
2.4 Choosing the Right Algorithm
Activity: Accordion
2.5 Preventing Overfitting
2.6 Other Methods for Model Robustness
Activity: Problem Statement: Type 1
Activity: Knowledge checks
Quiz
Lab Practice 2.1
Lab Practice 2.2
Lab Practice 2.3
Lab Practice 2.4
Python File Download
Module 3: Neural Network Architectures for NLP
Module 3: Neural Network Architectures for NLP
Audio Book: Neural Network Architectures for NLP
Podcast: Neural Network Architectures for NLP
3.1 NLP Fundamentals
3.2 Tokenization and Embedding
Activity: Hotspot
3.3 RNNs and LSTMs
3.4 Transformer-Based Architectures
Activity: Drag and Drop
Activity: Knowledge checks
Quiz
Lab Practice 3.1
Lab Practice 3.2
Python File Download
Module 4: Neural Network Architectures for Computer Vision
Module 4: Neural Network Architectures for Computer Vision
Audio Book: Neural Network Architectures for Computer Vision
Podcast: Neural Network Architectures for Computer Vision
4.1 Computer Vision Fundamentals
4.2 Convolutional Neural Networks (CNNs)
Activity: Tab: Type 1
4.3 Specialized Architectures for Computer Vision
4.4 Object Detection and Segmentation Techniques
Activity: Problem Statement: Type 2
Activity: Knowledge checks
Quiz
Lab Practice 4.1
Lab Practice 4.2
Lab Practice 4.3
Python File Download
Module 5: Model Evaluation and Performance Metrics
Module 5: Model Evaluation and Performance Metrics
Audio Book: Model Evaluation and Performance Metrics
Podcast: Model Evaluation and Performance Metrics
5.1 Evaluation Metrics for AI Models
5.2 Cross-Validation and Model Selection
Activity: Tab: Type 2
5.3 Bias, Variance & Model Fitting
5.4 Techniques for Performance Optimization
Activity: Carousel/ Slideshow
Activity: Knowledge checks
Quiz
Lab Practice 5.1
Lab Practice 5.2
Lab Practice 5.3
Python File Download
Module 6: AI Infrastructure and Deployment
Module 6: AI Infrastructure and Deployment
Audio Book: AI Infrastructure and Deployment
Podcast: AI Infrastructure and Deployment
6.1 Hardware Requirements
6.2 Cloud-Based AI Services
Activity: True/False
6.3 Model Deployment Techniques
6.4 Monitoring and Maintenance
Activity: Scenario Activity
Activity: Knowledge checks
Quiz
Lab Practice-6.1(Azure Cloud Based)
Lab Practice-6.1 (GCP Cloud Based)
Lab Practice-6.1 (AWS Cloud Based)
Module 7: AI Ethics and Responsible AI Design
Module 7: AI Ethics and Responsible AI Design
Audio Book: AI Ethics and Responsible AI Design
Podcast: AI Ethics and Responsible AI Design
7.1 Bias, Fairness, and Accountability
7.2 Explainability and Transparency
Activity: Drag-and-Drop
7.3 Ensuring Ethical AI Development
7.4 Case Studies in AI Ethics
Activity: Accordion
Activity: Knowledge checks
Quiz
Lab Practice 7.1
Lab Practice 7.2
Lab Practice 7.3
Python File Download
Module 8: Generative AI Models
Module 8: Generative AI Models
Audio Book: Generative AI Models
Podcast: Generative AI Models
8.1 Generative Adversarial Networks (GANs)
8.2 Transformer-based Models
Activity: Case Study: Type 1
8.3 GANs for Visual and Multimedia Artifacts
8.4 Transformer-based Models for Text Generation
Activity: Multiple Response
Activity: Knowledge checks
Quiz
Lab Practice 8.1
Lab Practice 8.2
Lab Practice 8.3
Python File Download
Module 9: Research-Based AI Design
Module 9: Research-Based AI Design
Audio Book: Research-Based AI Design
Podcast: Research-Based AI Design
9.1 Research Methodologies in AI
9.2 Interpreting Research Papers
Activity: Popup
9.3 Exploring Recent AI Research
9.4 Applying Research to AI Design
Activity: Multiple Response
Activity: Knowledge checks
Quiz
Lab Practice 9.1
Python File Download
Module 10: Capstone Project and Course Review
Module 10: Capstone Project and Course Review
Audio Book: Capstone Project and Course Review
Podcast: Capstone Project and Course Review
10.1 Capstone Project Presentation
10.2 Course Review and Future Directions
Activity: Case Study: Type 2
Activity: Knowledge checks
Quiz
Capstone Project 1
Capstone Project 2
Python File Download
Additional Module - AI Agents For Architect
AI Agents Architect
Resources
AI+ Architect Blueprint
AI+ Architect Detailed Curriculum
AI+ Architect Tools
AI+ Architect Resources and References
AI CERTs Exam Guidelines
AI CERTs Exam Guidelines
AI+ Architect Examination
AI+ Architect Examination
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Información del curso
AI+ Architect™ Self-Paced Learning V3
Skill Level
:
Beginner
certificate name
:
AI+ Architect™
Badge
:
Badge-AI+-Architect.png
Course Layout
:
Standard
