Nội dung khóa học

  • 2

    Week 1. Introduction to ACV

    • Slide 1.1. Introduction to AI and Computer Vision

    • Slide 1.2. Python - Numpy - Pytorch Review

    • Code 1.2. Python - Numpy - Pytorch

    • Video record 1.1. Introduction to AI and Computer Vision

    • Video record 1.2. Python - Numpy - Pytorch Review

    • Slide 2.1. Data Preprocessing

    • Code 2.1. Chest X-Ray and Brain MRI Image Dataset

    • Video record 2.1. Data Preprocessing

  • 3

    Week 2. Image classification

    • Video record. Image classification (1)

    • Slide. Image classification (1)

    • Code. Image classification (1)

    • Quiz. Image classification (1)

    • Video record. Vision Transformer

    • Slide. Vision Transformer

    • Code. Vision Transformer

    • Quiz. Vision Transformer

  • 4

    Week 3. Object Detection and Image Segmentation

    • Video record 3.1. Object Detection

    • Slide 3.1. Object Detection

    • Slide 3.2. Image Segmentation 1

    • Code 3.2. Image Segmentation 1

    • Video record 3.2. Image Segmentation

  • 5

    Week 4. Text-Vision Modality

    • Video record 4.1. Text-Vision Modality (1)

    • Slide 4.1. Text-Vision Modality (1)

    • Quiz 4.1. Text-Vision Modality (1)

    • Assignment 1 - Retinal Disease Classification

    • Video 4.2. Text-Vision Modality (2)

    • Slide 4.2. Text-Vision Modality (2)

  • 6

    Week 5. Image Generation

    • VIdeo record 5.1. Deep Generative Models (1)

    • Slide 5.1. Deep Generative Models (1)

    • Video record 5.2. Deep Generative Model (2)

    • Tutorial. Image generation

    • Slide 5.2. Deep Generative Model (2)

    • Quiz. Deep Generative Models (1)

  • 7

    Week 6. Image Generation (Cont) - Information about Final Project

    • Video record 6.1. Information about Final Project - Exercise 1

    • Potential Project List for ACV03

    • Video record 6.2. Deep Generative Model (3)

    • Code 6.2. AE-VAE Tutorial Solution

  • 8

    Week 7. Guest Lecture - Final Project

    • Video record 7.1. Guest Lecture - Intelligent Traffic Systems

  • 9

    Demo day

    • Demo presentation