Course Curriculum
What is Donkey car and Auto-driving?
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Introduction of Supervised Learning
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- Three major Machine learning types (5:34)
- What is supervised learning
- Activity - Image classifier
- Reflection on image classifier
- What is neural network
- Introduction to CNN
- Why to use CNN
- Activity - donkey car supervised learning
- Reflection on autopilot
- Training set, test set, validation set (6:35)
- Model loss
Overfitting and Data Preparation
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Data Augmentation
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Data Cleansing
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Advanced Data Augmentation Techniques
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Advanced CNN Investigation
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Categorical vs Linear neural network
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Advanced Model Type - IMU, RNN, 3D CNN
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Dropout Layers in Neural Network
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Transfer Learning and Curriculum Learning
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Ethics, Legal, and Social impact
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