Nội dung khóa học
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2
Week 1. Introduction to ACV
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Slide 1.1. Introduction to AI and Computer Vision
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Slide 1.2. Python - Numpy - Pytorch Review
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Code 1.2. Python - Numpy - Pytorch
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Video record 1.1. Introduction to AI and Computer Vision
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Video record 1.2. Python - Numpy - Pytorch Review
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Slide 2.1. Data Preprocessing
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Code 2.1. Chest X-Ray and Brain MRI Image Dataset
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Video record 2.1. Data Preprocessing
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3
Week 2. Image classification
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Video record. Image classification (1)
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Slide. Image classification (1)
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Code. Image classification (1)
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Quiz. Image classification (1)
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Video record. Vision Transformer
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Slide. Vision Transformer
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Code. Vision Transformer
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Quiz. Vision Transformer
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4
Week 3. Object Detection and Image Segmentation
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Video record 3.1. Object Detection
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Slide 3.1. Object Detection
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Slide 3.2. Image Segmentation 1
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Code 3.2. Image Segmentation 1
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Video record 3.2. Image Segmentation
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5
Week 4. Text-Vision Modality
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Video record 4.1. Text-Vision Modality (1)
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Slide 4.1. Text-Vision Modality (1)
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Quiz 4.1. Text-Vision Modality (1)
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Assignment 1 - Retinal Disease Classification
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Video 4.2. Text-Vision Modality (2)
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Slide 4.2. Text-Vision Modality (2)
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6
Week 5. Image Generation
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VIdeo record 5.1. Deep Generative Models (1)
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Slide 5.1. Deep Generative Models (1)
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Video record 5.2. Deep Generative Model (2)
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Tutorial. Image generation
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Slide 5.2. Deep Generative Model (2)
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Quiz. Deep Generative Models (1)
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7
Week 6. Image Generation (Cont) - Information about Final Project
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Video record 6.1. Information about Final Project - Exercise 1
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Potential Project List for ACV03
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Video record 6.2. Deep Generative Model (3)
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Code 6.2. AE-VAE Tutorial Solution
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8
Week 7. Guest Lecture - Final Project
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Video record 7.1. Guest Lecture - Intelligent Traffic Systems
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9
Demo day
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Demo presentation
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