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Deep-Learning---Coursera

Deep Learning Specification Courses Project on Coursera. Certification gained.

Course 1. Neural Networks and Deep Learning

  • Week1 - Introduction to deep learning
  • Week2 - Neural Networks Basics
  • Week3 - Shallow Neural Networks
  • Week4 - Deep Neural Networks

Course 2. Improving Deep Neural Networks Hyperparameter tuning, Regularization and Optimization

  • Week1 - Practical aspects of Deep Learning
  • Week2 - Optimization algorithms
  • Week3 - Hyperparameter tuning, Batch Normalization and Programming Frameworks

Course 3. Structuring Machine Learning Projects

  • Week1 - ML Strategy (1) - Setting up your goal - Comparing to human-level performance
  • Week2 - ML Strategy (2) - Error Analysis - Mismatched training and dev/test set - Learning from multiple tasks - End-to-end deep learning

Course 4. Convolutional Neural Networks

  • Week1 - Foundations of Convolutional Neural Networks
  • Week2 - Deep convolutional models: case studies
  • Week3 - Object detection - Papers for read: You Only Look Once: Unified, Real-Time Object Detection, YOLO
  • Week4 - Special applications: Face recognition & Neural style transfer - Papers for read: DeepFace, FaceNet

Course 5. Sequence Models

  • Week1 - Recurrent Neural Networks
  • Week2 - Natural Language Processing & Word Embeddings
  • Week3 - Sequence models & Attention mechanism

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