Event  Date  Inclass lecture  Online modules to complete  Materials and Assignments 

Neural Networks and Deep Learning (Course 1)  
Lecture 1  01/08 
Topic:

No online modules. If you are enrolled in CS230, you will receive an email on 01/07 to join Course 1 ("Neural Networks and Deep Learning") on Coursera with your Stanford email.  No assignments. 
Lecture 2  01/15  Topic: Fullcycle of a deep learning project  Completed modules: 
Quizzes (due 01/15 at 10am):

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization (Course 2)  
Lecture 3  01/22 
Topic: Deep Learning Intuition (slides)

Completed modules: 
Quizzes (due at 10am):

Project Proposal Due  01/22 Tuesday 11:59PM 
Instructions  
Lecture 4  01/29 
Topics:

Completed modules:
Optional Video

Quizzes (due at 10am):

Structuring Machine Learning Projects (Course 3)  
Lecture 5  02/05 
Topics:

Completed modules: 
Quizzes (due at 10am):

Midterm Review  02/08  Past midterms:

Midterm Review Slides, Optimization and Initialization Slides, Adversarial Examples Notes, Adversarial Examples Jupyter Notebook  
Convolutional Neural Networks (Course 4)  
Lecture 6  02/12  Topic: Deep Learning Project strategy  Case studies  Completed modules: 
Quizzes (due at 10am):

Midterm  02/13 
Midterm

Alternate Midterm


Lecture 7  02/19 
Topic: Interpretability of Neural Network (slides)
Optional Reading: A guide to convolution arithmetic for deep learning, Is the deconvolution layer the same as a convolutional layer?, Visualizing and Understanding Convolutional Networks, Deep Inside Convolutional Networks: Visualizing Image Classification Models and Saliency Maps, Understanding Neural Networks Through Deep Visualization, Learning Deep Features for Discriminative Localization 
Completed modules: 
Quizzes (due at 10am):

Project Milestone Due  02/19 at 11:59pm  Instructions  
Sequence Models (Course 5)  
Lecture 8  02/26 
Topic:

Completed modules:

Quizzes (due at 10am):

Lecture 9  03/05 
Topic: Deep Reinforcement Learning (slides)
Optional Reading: 
Completed modules: 
Quizzes (due at 10am):

Lecture 10  03/12 
Topics:


Final Poster and Project Report Due  03/19 Tuesday, 11:59pm 
Instructions for Poster and Project Report  
Poster Session  03/20 Wednesday 
Poster Session
