Skip to main content
DSC 821 : Machine Learning
0%
Previous
Course data
Course Home Page
Announcements
Class Questions Forum
Watch the "Meet Your Lecturer" video
Announcements
Course Resources
Module 1: Introduction to Machine Learning & Applications
Watch and Discover
Module Notes
Test Your Knowledge
Apply What You've Learned
Join the Conversation
End of Module Quiz
Reflect on Your Journey
Module 2: Linear Regression
Join the Conversation
Test Your Knowledge
Apply What You've Learned
Linear Regression Summary
Module 3: Support Vector Machines
Watch and Discover
Support vector machines notes
Support vector machine example
Join the Conversation
Test Your Knowledge
Reflect on Your Journey
Module 4: Decision Trees, Random Forest and Boosting
Watch and Discover
Milestone 1: Analyze Context and Situation
Interactive Learning Adventures
Join the Conversation
Reflect on Your Journey
Test Your Knowledge
Apply What You've Learned
Module 5: Neural Networks
Interactive Learning Adventures
Practical considerations when choosing neural network
Summary of Neural Networks
Single Layer Perceptron (SLP)
Deep Learning
Apply What You've Learned
Module 6: Convolutional Neural Networks (CNNs)
Watch and Discover
Convolutional Operations in CNNs notes
Convolutional Operations in CNNs notes continued
Convolution layer in a CNN Quiz
Apply What You've Learned
Join the Conversation
End of Module Quiz
Convolutional Neural Network (CNN) notebook
Reflect on Your Journey
Neural Networks and Deep Learning
Module 7: Recurrent Neural Networks (Rnns) and Lstms
RNNs and LSTMs
Test Your Knowledge
Apply What You've Learned
Join the Conversation
Module 8: Principal Component Analysis (PCA)
Watch and Discover
Principal component analysis
PCA Implementation example
Integrating Dimensionality Reduction with Machine Learning Models
Join the Conversation
Test Your Knowledge
Apply What You've Learned
Reflect on Your Journey
MODULE 9: Reinforcement Learning
Watch and Discover
Milestone 1: Analyze Context and Situation
Interactive Learning Adventures
Join the Conversation
Reflect on Your Journey
Test Your Knowledge
Apply What You've Learned
Module 10: Optimization in machine learning: Stochastic gradient descent
Watch and Discover
Interactive Learning Adventures
Join the Conversation
Reflect on Your Journey
Test Your Knowledge
Apply What You've Learned
FINAL EXAMINATIONS
Next
Side panel
Home
All courses
Course search
Log in
Home
All courses
Collapse
Expand
Course search
Course info
DSC 821 : Machine Learning
Lecturer:
Group A
Course Duration in Hours
:
45
Skill Level
:
Beginner
Course rating
:
Course Objectives
:
