AI+ Architect™

Visualize Tomorrow: Neural Networks in Vision
  • Deep AI Expertise: Covers neural networks, NLP, and computer vision frameworks
  • Enterprise AI: Learn to design scalable AI systems for real-world impact
  • Capstone Integration: Build, test, and deploy advanced AI architectures
  • Industry Preparedness: Equips you for roles in high-demand AI design domains

Módulos

  • Certification Overview:
    1. Course Introduction Preview
  • Module 1: Fundamentals of Neural Networks:
    1. 1.1 Introduction to Neural Networks
    2. 1.2 Neural Network Architecture
    3. 1.3 Hands-on: Implement a Basic Neural Network
  • Module 2: Neural Network Optimization:
    1. 2.1 Hyperparameter Tuning
    2. 2.2 Optimization Algorithms
    3. 2.3 Regularization Techniques
    4. 2.4 Hands-on: Hyperparameter Tuning and Optimization
  • Module 3: Neural Network Architectures for NLP:
    1. 3.1 Key NLP Concepts
    2. 3.2 NLP-Specific Architectures
    3. 3.3 Hands-on: Implementing an NLP Model
  • Module 4: Neural Network Architectures for Computer Vision:
    1. 4.1 Key Computer Vision Concepts
    2. 4.2 Computer Vision-Specific Architectures
    3. 4.3 Hands-on: Building a Computer Vision Model
  • Module 5: Model Evaluation and Performance Metrics:
    1. 5.1 Model Evaluation Techniques
    2. 5.2 Improving Model Performance
    3. 5.3 Hands-on: Evaluating and Optimizing AI Models
  • Module 6: AI Infrastructure and Deployment:
    1. 6.1 Infrastructure for AI Development
    2. 6.2 Deployment Strategies
    3. 6.3 Hands-on: Deploying an AI Model
  • Module 7: AI Ethics and Responsible AI Design:
    1. 7.1 Ethical Considerations in AI
    2. 7.2 Best Practices for Responsible AI Design
    3. 7.3 Hands-on: Analyzing Ethical Considerations in AI
  • Module 8: Generative AI Models:
    1. 8.1 Overview of Generative AI Models
    2. 8.2 Generative AI Applications in Various Domains
    3. 8.3 Hands-on: Exploring Generative AI Models
  • Module 9: Research-Based AI Design:
    1. 9.1 AI Research Techniques
    2. 9.2 Cutting-Edge AI Design
    3. 9.3 Hands-on: Analyzing AI Research Papers
  • Module 10: Capstone Project and Course Review:
    1. 10.1 Capstone Project Presentation
    2. 10.2 Course Review and Future Directions
    3. 10.3 Hands-on: Capstone Project Development
  • Optional Module: AI Agents for Architect:
    1. 1. Understanding AI Agents
    2. 2. Case Studies
    3. 3. Hands-On Practice with AI Agents

Herramientas de IA

  • AutoGluon
  • ChatGPT
  • SonarCube
  • Vertex AI
← Volver a cursos