The listed learning units belong to the course Applied Edge AI: Deep Learning Outside of the Cloud. Do you want to access all course content?
Week 1 - Basics and History of Neural Networks
Welcome to Week 1
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Course Start Survey
Survey
Course Introduction
Video
A Concise History of Neural Networks (1/4)
Video
A Concise History of Neural Networks (1/4)
Self-test
A Concise History of Neural Networks (2/4)
Video
A Concise History of Neural Networks (2/4)
Self-test
A Concise History of Neural Networks (3/4)
Video
A Concise History of Neural Networks (3/4)
Self-test
A Concise History of Neural Networks (4/4)
Video
A Concise History of Neural Networks (4/4)
Self-test
Stochastic Gradient Descent
Video
Stochastic Gradient Descent
Self-test
Computational Graph
Video
Computational Graph
Self-test
Convolutional Neural Networks
Video
Convolutional Neural Networks
Self-test
Learning Material
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Weekly Assignment
Graded Test
Practical Exercise Week 1 - LENGTH
Practical Exercise Quiz
Graded Test
Practical Exercise (Bonus)
Bonus Test
Practical Exercise Week 1 - Solution
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Week 2 - CNN Architectures
Welcome to Week 2
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CNN Architectures (1/6)
Video
CNN Architectures (1/6)
Self-test
CNN Architectures (2/6)
Video
CNN Architectures (2/6)
Self-test
CNN Architectures (3/6)
Video
CNN Architectures (3/6)
Self-test
CNN Architectures (4/6)
Video
CNN Architectures (4/6)
Self-test
CNN Architectures (5/6)
Video
CNN Architectures (5/6)
Self-test
CNN Architectures (6/6)
Video
CNN Architectures (6/6)
Self-test
Transformer
Video
Transformer
Self-test
Learning Material
Text
Weekly Assignment
Graded Test
Practical Exercise Week 2 - CIFAR 100
Practical Exercise Quiz
Graded Test
Practical Exercise Week 2 - Solution
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Week 3 - Compact Network Design and Knowledge Distillation
Welcome to Week 3
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Neural Network Compression
Video
Neural Network Compression
Self-test
Compact Network Design (1/3)
Video
Compact Network Design 1
Self-test
Compact Network Design (2/3)
Video
Compact Network Design 2
Self-test
Compact Network Design (3/3)
Video
Compact Network Design 3
Self-test
Knowledge Distillation (1/2)
Video
Knowledge Distillation 1
Self-test
Knowledge Distillation (2/2)
Video
Knowledge Distillation 2
Self-test
Learning Material
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Weekly Assignment
Graded Test
Practical Exercise Week 3 - Knowledge Distillation
Practical Exercise Quiz
Graded Test
Practical Exercise Week 3 - Solution
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Week 4 - Advanced Deep Compression Methods
Welcome to Week 4
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Network Pruning
Video
Pruning
Self-test
Dynamic Network
Video
Dynamic Network
Self-test
Supernet-Subnets Architecture Search
Video
Supernet-subnets Architecture Search
Self-test
Neural Network Quantization
Video
Neural Network Quantization
Self-test
Binary Neural Networks (1/2)
Video
Binary Neural Networks 1
Self-test
Binary Neural Networks (2/2)
Video
Binary Neural Networks 2
Self-test
Learning Material
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Weekly Assignment
Graded Test
Practical Exercise Week 4 - Binary Neural Networks
Practical Exercise Quiz
Graded Test
Practical Exercise Week 4 - Solution
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Week 5 - Edge AI Introduction and Federated Learning
Welcome to Week 5
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Introduction of Edge AI
Video
Introduction of Edge AI
Self-test
Training and Inference
Video
Training and Inference
Self-test
Federated Learning (1/3)
Video
Federated Learning 1
Self-test
Federated Learning (2/3)
Video
Federated Learning 2
Self-test
Federated Learning (3/3)
Video
Federated Learning 3
Self-test
Learning Material
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Weekly Assignment
Graded Test
Practical Exercise Week 5 - Federated Learning
Practical Exercise Quiz
Graded Test
Practical Exercise Week 5 - Solution
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Week 6 - Edge AI Concepts
Welcome to Week 6
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Edge AI Computing Model
Video
Edge AI Computing Model
Self-test
Advanced ML Methods for Edge AI (1/2)
Video
Advanced ML Methods for Edge AI 1
Self-test
Advanced ML Methods for Edge AI (2/2)
Video
Advanced ML Methods for Edge AI 2
Self-test
Edge AI Hardware
Video
Edge AI Hardware
Self-test
Edge AI Application Scenarios
Video
Application Scenarios
Self-test
Learning Material
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Weekly Assignment
Graded Test
Practical Exercise Week 6 - Collaborative Inference
Practical Exercise Quiz
Graded Test
Practical Exercise Week 6 - Solution
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