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IBM watsonx, AI Director 가 운영하는 Free AI Bootcamp 입니다.

웹사이트 2023-12-01 조회수 191


등록 :  https://www.nocode.ai/the-ai-bootcamp/ 


코스 :

Module 1: AI Basics and Core Concepts
    1.1 What is AI?
    1.2 Use Cases for Business
    1.3 Why AI Now and What is not AI?

Module 2: It's all about the Data
    2.1 Basic Data Definition
    2.2 Data Management for Business
    2.3 Feature Engineering and Data Correlation

Module 3: Traditional Machine Learning

    3.1 Introduction to Modeling Techniques
    3.2 Training Models
    3.3 Model Evaluation
    3.4 Introduction to AutoML

Module 4: The Deep Learning Revolution
    4.1 What is Deep Learning?
    4.2 Application in the Real World
    4.3 Business Benefits of Deep Learning
    4.4 How to train Deep Learning models

Module 5: Put AI into Production
    5.1 What is Model Deployment
    5.2 How to put AI in Production
    5.3 What is MLOps

Module 6: Generative AI
    6.1 Definition of Generative AI
    6.2 How Generative AI works
    6.3 LLMs available
    6.4 Generative AI Applications
    6.5 Introduction to prompting and tuning
    6.6 The Generative AI Stack

Module 7: Ethical and Trustworthy AI
    7.1 Risks of Irresponsible AI
    7.2 Principles of Ethical AI
    7.3 Building Trustworthy AI

Module 8: AI Tools
    8.1 Coding Tools
    8.2 No-code AI Tools
    8.3 Key Considerations for Adopting AI Tools

Module 9: Implement AI for Business
    9.1 Enabling an AI-ready culture
    9.2 Skills for AI
    9.3 Methodology & Project Management
    9.4 Providing feedback to AI projects

Module 10: A Sneak Peek into the Future
    10.1 Where do we come from
    10.2 Synthetic Data
    10.3 Multi-modality
    10.4 Reinforcement Learning
    10.5 Giving Tools to AI
    10.6 Beyond Chats
10.7 AI Technology Roadmap


Exercises :

▪️ Lab 1: Brainstorm AI Use Cases for Business
▪️ Lab 2: Data Transformation and Automation
▪️ Lab 3: Chat and Explore Your Data
▪️ Lab 4: Train your First ML Model
▪️ Lab 5: Image Classification
▪️ Lab 6: Text Classification
▪️ Lab 7: Put your first model into production
▪️ Lab 8: Getting Started with LLM Playground
▪️ Lab 9: Create your first chatbot
▪️ Lab 10: Chat with your data and documents
▪️ Lab 11: Fine-tune your first LLM with your data
▪️ Lab 12: Generate Images with AI
▪️ Lab 13: Build a Trustworthy AI system
▪️ Lab 14: Create your first AI Agent
▪️ Lab 15: Create your AI avatar


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