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AI+ Architect™ Self-Paced Learning V3
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Introducción
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
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
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
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
Lab Practice 5.4
Lab Practice 5.5
Lab Practice 5.6
Lab Practice 5.7
Lab Practice 5.8
Python File Download
Activity: Carousel/ Slideshow
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
Python File Download
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
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
Lab Practice 8.4
Lab Practice 8.5
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
Lab Practice 10.1
Lab Practice 10.2
Lab Practice 10.3
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 espacio de aprendizaje
AI+ Architect™ Self-Paced Learning V3
Skill Level
:
Beginner
certificate name
:
AI+ Architect™
Badge
:
Badge-AI+-Architect.png
Course Layout
:
Standard
