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Deep Learning

Deep Learning is a subset of Artificial Intelligence (AI) and Machine Learning (ML) that enables computers to learn from large amounts of data using artificial neural networks. It powers real-world systems in computer vision, natural language processing, speech recognition, autonomous systems, and healthcare.

✦ Course Units

Module Unit 1 Module Unit 2 Module Unit 3 Module Unit 4 Module Unit 5

✦ Assignments & Problem Sets

Assignment Set 1 Neural Network Basics & Perceptron Problems

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Assignment Set 2 CNN Architectures & Backpropagation

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Recommended Textbooks & References

Text Book 1 Text Book 2 Text Book 3 Text Book 4

✦ Key Curriculum Topics

• Artificial Neural Networks
• Perceptron Learning
• Backpropagation Algorithm
• Convolutional Neural Networks
• Recurrent Neural Networks
• LSTM Networks
• Transfer Learning
• Deep Learning Applications