Deep Learning Specialization Coursera

Deep Learning Specialization is a foundational program for gaining speciality on deep learning in order to develop cutting-edge AI technologies. Course is offered by DeepLearning.AI on Coursera.

Instructor: Andrew Ng

Course 1: Neural Networks and Deep Learning

Content

Coursework

• Deep Learning
• Artificial Neural Network
• Backpropagation
• Python Programming
• Neural Network Architecture

Lectures

• Week 1-Introduction to Deep Learning
• Week 2-Neural Networks Basics
• Week 3-Shallow Neural Networks
• Week 4-Deep Neural Networks

Assignment

• Week 2-Programming Assignment Python Basics with numpy
• Week 2-Programming Assignment Logistic Regression with a Neural Network mindset
• Week 3-Programming Assignment Planar data classification
• Week 4-Programming Assignment Building your deep neural network Step by Step
• Week 4-Programming Assignment Deep Neural Network Application

Quizes

• Week 1-Introduction to deep learning
• Week 2-Neural Network Basics
• Week 3-Shallow Neural Networks
• Week 4-Key concepts on Deep Neural Networks

Grades

Certificate

Course 2: Improving Deep Neural Networks

Content

Coursework

• Tensorflow
• Deep Learning
• Mathematical Optimization
• Hyperparameter tuning

Lectures

• Week 1-Practical Aspects of Deep Learning
• Week 2-Optimization Algorithms
• Week 3-Hyperparameter Tuning, Batch Normalization and Programming Frameworks

Assignment

• Week 1-Programming Assignment Initialization
• Week 1-Programming Assignment Gradient Checking
• Week 1-Programming Assignment Regularization
• Week 2-Programming Assignment Optimization Methods
• Week 3-Programming Assignment TensorFlow Introduction

Quizes

• Week 1-Practical aspects of Deep Learning
• Week 2-Optimization Algorithms
• Week 3-Hyperparameter tuning

Grades

Certificate

Course 3: Structuring Machine Learning Projects

Content

Coursework

• Deep Learning
• Inductive Transfer
• Machine Learning
• Multi-Task Learning
• Decision-Making

Lectures

• Week 1-ML Strategy
• Week 2-ML Strategy

Quizes

• Week 1-Bird Recognition in the City of Peacetopia (Case Study)
• Week 2-Autonomous Driving (Case Study)

Grades

Certificate

Course 4: Convolutional Neural Networks

Content

Coursework

• Deep Learning
• Facial Recognition System
• Convolutional Neural Network
• Tensorflow
• Object Detection and Segmentation

Lectures

• Week 1-Foundations of Convolutional Neural Networks
• Week 2-Deep Convolutional Models: Case Studies
• Week 3-Object Detection
• Week 4-Special Applications: Face recognition & Neural Style Transfer

Assignment

• Week 1-Programming Assignment Convolutional Model-Step by Step
• Week 1-Programming Assignment Convolution Model Application
• Week 2-Programming Assignment Transfer Learning with MobileNet
• Week 2-Programming Assignment Residual Networks
• Week 3-Programming Assignment Car detection with YOLO
• Week 3-Programming Assignment Image Segmentation with U-Net
• Week 4-Programming Assignment Face Recognition
• Week 4-Programming Assignment Art Generation with Neural Style Transfer

Quizes

• Week 1-The Basics of ConvNets
• Week 2-Deep Convolutional Models
• Week 3-Detection Algorithms
• Week 4-Special Applications Face Recognition & Neural Style Transfer

Grades

Certificate