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ai-fundamental-bootcamp's Introduction

Artificial Intelligence Fundamental Bootcamp (Extended)

Instructor

Teeradaj Racharak [about]

Course Syllabus

Week Topic Labs Assignments Slides
1
  • Overview of artificial intelligence
    		•
  • Lab 1.1: Basics in Python
    		•  - Overview of artificial intelligence
    2
  • Basics in TensorFlow and TensorBoard
  • What is machine learning?
  • Linear regression with one variable
  • First TensorFlow tutorial
    		•
  • Lab 2.1: Basics in TensorFlow and TensorBoard
    		•  Assignment 1: Basics in TensorBoard
  • TensorFlow 101
  • 1.1 Introduction Machine Learning
  • 1.2 Model and Cost Function
    		•
    3
  • Basics in iterative methods
  • Linear regression with multiple variables
    		•
  • Lab 3.1: Basics in Google Colab
  • Lab 3.2: Linear regression with one variables
    		•  Assignment 2: Linear regression in TensorFlow
  • Iterative Methods
  • Multivariate Linear Regression
    		•
    4 Logistic Regression - Classification
  • Lab 4.1: Logistic regression
    		•

    Resources and Materials

    Organize By

    Thai Programmer Association

    Sponsor By

    Software Park Thailand

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