Event  Date  Inclass lecture  Online modules to complete  Materials and Assignments 

Neural Networks and Deep Learning (Course 1)  
Lecture 1  04/02 
Topics:

No online modules. If you are enrolled in CS230, you will receive an email on 04/01 to join Course 1 ("Neural Networks and Deep Learning") on Coursera with your Stanford email.  No assignments. 
Lecture 2  04/09  Topics: Fullcycle of a deep learning project  Completed modules: 
Quizzes (due 04/09 at 8:30am):

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization (Course 2)  
Lecture 3  04/16 
Topics: Deep Learning Intuition

Completed modules: 
Quizzes (due at 8:30am):

Project Proposal Due  04/16 Tuesday 11:59PM 
Instructions  
Lecture 4  04/23 
Topics:

Completed modules:
Optional Video

Quizzes (due at 8:30am):

Structuring Machine Learning Projects (Course 3)  
Lecture 5  04/30  Topics: Deep Learning Project strategy  Case studies  Completed modules: 
Quizzes (due at 8:30am):

Lecture 6  05/07 
Topics:

Completed modules: 
Quizzes (due at 8:30am):

Midterm Review  05/08  Past midterms:



Convolutional Neural Networks (Course 4)  
Midterm  05/09 
Midterm

Alternate Midterm (Only for students with valid, approved reason)


Lecture 7  05/14 
Topics: 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 8:30am):

Project Milestone Due  Tuesday 05/14 at 11:59PM  Instructions  
Sequence Models (Course 5)  
Lecture 8  05/21 
Topics:

Completed modules:

Quizzes (due at 8:30am):

Lecture 9  05/28 
Topics:
Optional Reading: 
Completed modules: 
Quizzes (due at 8:30am):

Lecture 10  06/04 
Topics:


Final Poster and Project Report Due  06/09 11:59pm 
Instructions for Poster and Project Report  Note: Late days cannot be applied to the final poster and report.  
Poster Session  06/10 Monday 
Poster Session
