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[course_title] course focuses on the concepts of machine learning or the area of Artificial Intelligence that deals with computer programs and modifies and improves their performance through experiences. The graduate-level course is divided into two parts of the machine learning: Supervised Learning and Unsupervised Learning.
Supervised Learning makes it possible for your phone to recognise your voice, your email to filter spam, and for computers to learn a bunch of other cool stuff.
On the other hand, Unsupervised Learning guides you to predict which movies will be liked by people in Netflix or which product will be top selling in Amazon.
Finally, the course teaches you the algorithms to design self-learning agents like us.
Assessment
This course does not involve any written exams. Students need to answer 5 assignment questions to complete the course, the answers will be in the form of written work in pdf or word. Students can write the answers in their own time. Each answer needs to be 200 words (1 Page). Once the answers are submitted, the tutor will check and assess the work.
Certification
Edukite courses are free to study. To successfully complete a course you must submit all the assignment of the course as part of the assessment. Upon successful completion of a course, you can choose to make your achievement formal by obtaining your Certificate at a cost of £49.
Having an Official Edukite Certification is a great way to celebrate and share your success. You can:
- Add the certificate to your CV or resume and brighten up your career
- Show it to prove your success
Course Credit: Massachusetts Institute of Technology
Course Curriculum
Machine Learning Module 01 | |||
Supervised Learning – Georgia Tech – Machine Learning | 00:02:00 | ||
Induction and Deduction – Georgia Tech – Machine Learning | 00:03:00 | ||
Unsupervised Learning – Georgia Tech – Machine Learning | 00:02:00 | ||
Reinforcement Learning – Georgia Tech – Machine Learning | 00:02:00 | ||
Comparison of These Parts of ML – Georgia Tech – Machine Learning | 00:05:00 | ||
Difference between Classification and Regression – Georgia Tech – Machine Learning | 00:04:00 | ||
Supervised Learning Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Supervised Learning Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Classification Learning One – Georgia Tech – Machine Learning | 00:04:00 | ||
Classification Learning Two – Georgia Tech – Machine Learning | 00:03:00 | ||
Classification Learning Three – Georgia Tech – Machine Learning | 00:04:00 | ||
Example 1: Dating – Georgia Tech – Machine Learning | 00:05:00 | ||
Representation – Georgia Tech – Machine Learning | 00:06:00 | ||
Representation Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Representation Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Example 2: 20 Questions – Georgia Tech – Machine Learning | 00:06:00 | ||
Decision Trees Learning – Georgia Tech – Machine Learning | 00:03:00 | ||
Best Attribute Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Best Attribute Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Decision Trees Expressiveness AND – Georgia Tech – Machine Learning | 00:04:00 | ||
Decision Trees Expressiveness OR – Georgia Tech – Machine Learning | 00:02:00 | ||
Decision Trees Expressiveness XOR – Georgia Tech – Machine Learning | 00:04:00 | ||
Decision Tree Expressiveness – Georgia Tech – Machine Learning | 00:08:00 | ||
Decision Tree Expressiveness Quiz – Georgia Tech – Machine Learning | 00:04:00 | ||
Decision Tree Expressiveness Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Decision Tree Expressiveness Quiz 2 – Georgia Tech – Machine Learning | 00:01:00 | ||
Decision Tree Expressiveness Quiz 2 Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
ID3 – Georgia Tech – Machine Learning | 00:08:00 | ||
ID3 Bias – Georgia Tech – Machine Learning | 00:04:00 | ||
Decision Trees Continuous Attributes – Georgia Tech – Machine Learning | 00:04:00 | ||
Decision Trees Other Considerations Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Decision Trees Other Considerations Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Decision Trees Other Considerations – Georgia Tech – Machine Learning | 00:05:00 | ||
Decision Trees Other Considerations Regression – Georgia Tech – Machine Learning | 00:03:00 | ||
Decision Trees Wrap up – Georgia Tech – Machine Learning | 00:02:00 | ||
Regression Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Regression Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Regression and Function Approximation | 00:04:00 | ||
Linear Regression | 00:04:00 | ||
Quiz Georgia Tech Find the Best Fit | 00:01:00 | ||
Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Order of Polynomial | 00:04:00 | ||
Pick the Degree Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
intro to charles and michael | 00:03:00 | ||
Pick the Degree Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Polynomial Regression | 00:04:00 | ||
Errors Quiz – Georgia Tech – Machine Learning | 00:04:00 | ||
Errors Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Cross Validation | 00:06:00 | ||
Housing Example Revisited | 00:05:00 | ||
Other Input Spaces | 00:05:00 | ||
Conclusion | 00:03:00 | ||
Neural Networks | 00:04:00 | ||
Artificial Neural Networks Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Artificial Neural Networks Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
How Powerful is a Perceptron Unit | 00:04:00 | ||
How Powerful is a Perceptron Unit Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
How Powerful is a Perceptron Unit Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
How Powerful is a Perceptron Unit OR Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
How Powerful is a Perceptron Unit OR Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
How Powerful is a Perceptron Unit NOT Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
How Powerful is a Perceptron Unit NOT Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
XOR as Perceptron Network Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
XOR as Perceptron Network Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Perceptron Training | 00:10:00 | ||
Gradient Descent | 00:04:00 | ||
Comparison of Learning Rules | 00:01:00 | ||
Comparison of Learning Rules Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Comparison of Learning Rules Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Sigmoid | 00:04:00 | ||
Neural Network Sketch | 00:04:00 | ||
Optimizing Weights | 00:04:00 | ||
Restriction Bias | 00:06:00 | ||
Preference Bias | 00:04:00 | ||
Summary | 00:04:00 | ||
Instance Based Learning Before – Georgia Tech – Machine Learning | 00:02:00 | ||
Instance Based Learning Now – Georgia Tech – Machine Learning | 00:04:00 | ||
Cost of the House – Georgia Tech – Machine Learning | 00:04:00 | ||
Cost of the House Two – Georgia Tech – Machine Learning | 00:05:00 | ||
K NN – Georgia Tech – Machine Learning | 00:07:00 | ||
Wont You Compute My Neighbors Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Wont You Compute My Neighbors Quiz Solution – Georgia Tech – Machine Learning | 00:10:00 | ||
Domain K NNowledge Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Domain K NNowledge Quiz Solution – Georgia Tech – Machine Learning | 00:06:00 | ||
K NN Bias – Georgia Tech – Machine Learning | 00:08:00 | ||
Curse of Dimensionality – Georgia Tech – Machine Learning | 00:03:00 | ||
Curse of Dimensionality Two – Georgia Tech – Machine Learning | 00:07:00 | ||
Some Other Stuff – Georgia Tech – Machine Learning | 00:07:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
Ensemble Learning Boosting – Georgia Tech – Machine Learning | 00:06:00 | ||
Ensemble Learning Simple Rules – Georgia Tech – Machine Learning | 00:02:00 | ||
Ensemble Learning Algorithm – Georgia Tech – Machine Learning | 00:03:00 | ||
Ensemble Learning Outputs Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Ensemble Learning Outputs Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Ensemble Learning An Example – Georgia Tech – Machine Learning | 00:06:00 | ||
Ensemble Boosting – Georgia Tech – Machine Learning | 00:04:00 | ||
Ensemble Boosting Quiz – Georgia Tech – Machine Learning | 00:04:00 | ||
Ensemble Boosting Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Ensemble Boosting Quiz Two – Georgia Tech – Machine Learning | 00:01:00 | ||
Ensemble Boosting Quiz Two Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Weak Learning Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Weak Learning Quiz Solution – Georgia Tech – Machine Learning | 00:05:00 | ||
Boosting In Code – Georgia Tech – Machine Learning | 00:03:00 | ||
The Most Important Parts – Georgia Tech – Machine Learning | 00:05:00 | ||
When D agrees Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
When D agrees Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Final Hypothesis – Georgia Tech – Machine Learning | 00:03:00 | ||
Three Little Boxes – Georgia Tech – Machine Learning | 00:08:00 | ||
Which Hypothesis Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Which Hypothesis Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Good Answers – Georgia Tech – Machine Learning | 00:11:00 | ||
Summary – Georgia Tech – Machine Learning | 00:01:00 | ||
Machine Learning Module 02 | |||
The Best Line Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
The Best Line Quiz Solution – Georgia Tech – Machine Learning | 00:06:00 | ||
Support Vector Machine – Georgia Tech – Machine Learning | 00:10:00 | ||
Distance Between Planes Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Distance Between Planes Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Still Support Vector Machines – Georgia Tech – Machine Learning | 00:07:00 | ||
Still More Support Vector Machines – Georgia Tech – Machine Learning | 00:03:00 | ||
Optimal Separator Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Optimal Separator Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Linearly Married – Georgia Tech – Machine Learning | 00:07:00 | ||
What is the Output Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
What is the Output Quiz Solution – Georgia Tech – Machine Learning | 00:09:00 | ||
Kernel – Georgia Tech – Machine Learning | 00:07:00 | ||
Summary – Georgia Tech – Machine Learning | 00:01:00 | ||
Back to Boosting – Georgia Tech – Machine Learning | 00:09:00 | ||
Boosting Tends to Overfit Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Boosting Tends to Overfit Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Summary For Real – Georgia Tech – Machine Learning | 00:01:00 | ||
Computational Learning Theory Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Computational Learning Theory Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Learning Theory – Georgia Tech – Machine Learning | 00:02:00 | ||
Resources in Machine Learning Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Resources in Machine Learning Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Defining Inductive Learning – Georgia Tech – Machine Learning | 00:04:00 | ||
Selecting Training Examples – Georgia Tech – Machine Learning | 00:02:00 | ||
Teaching Via 20 Questions Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Teaching Via 20 Questions Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
The Learner Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
The Learner Quiz Solution – Georgia Tech – Machine Learning | 00:05:00 | ||
Teacher With Constrained Queries – Georgia Tech – Machine Learning | 00:03:00 | ||
Reconstructing Hypothesis Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Reconstructing Hypothesis Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Learner With Constrained Queries – Georgia Tech – Machine Learning | 00:08:00 | ||
Learner With Mistake Bounds – Georgia Tech – Machine Learning | 00:07:00 | ||
Definitions – Georgia Tech – Machine Learning | 00:03:00 | ||
Version Spaces – Georgia Tech – Machine Learning | 00:02:00 | ||
Terminology Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Terminology Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Error of h – Georgia Tech – Machine Learning | 00:02:00 | ||
PAC Learning – Georgia Tech – Machine Learning | 00:03:00 | ||
PAC Learning Two – Georgia Tech – Machine Learning | 00:01:00 | ||
PAC Learnable Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
PAC Learnable Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Epsilon Exhausted – Georgia Tech – Machine Learning | 00:02:00 | ||
Epsilon Exhausted Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Epsilon Exhausted Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Haussler Theorem – Georgia Tech – Machine Learning | 00:05:00 | ||
Haussler Theorem Two – Georgia Tech – Machine Learning | 00:03:00 | ||
PAC Learnable Example Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
PAC Learnable Example Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
Infinite Hypothesis Spaces – Georgia Tech – Machine Learning | 00:02:00 | ||
Which Hypothesis Spaces Are Infinite Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Which Hypothesis Spaces Are Infinite Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Maybe It Is Not So Bad – Georgia Tech – Machine Learning | 00:03:00 | ||
Power of a Hypothesis Space – Georgia Tech – Machine Learning | 00:03:00 | ||
What Does VC Stand For – Georgia Tech – Machine Learning | 00:01:00 | ||
Internal Training Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Internal Training Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Linear Separators Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Linear Separators Quiz Solution – Georgia Tech – Machine Learning | 00:09:00 | ||
The Ring – Georgia Tech – Machine Learning | 00:02:00 | ||
Polygons Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Polygons Quiz Solution – Georgia Tech – Machine Learning | 00:06:00 | ||
Sample Complexity – Georgia Tech – Machine Learning | 00:02:00 | ||
VC of Finite H – Georgia Tech – Machine Learning | 00:02:00 | ||
Summary – Georgia Tech – Machine Learning | 00:01:00 | ||
Intro – Georgia Tech – Machine Learning | 00:01:00 | ||
Bayes Rule – Georgia Tech – Machine Learning | 00:07:00 | ||
Bayes Rule p2 – Georgia Tech – Machine Learning | 00:04:00 | ||
Bayes Rule Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Bayes Rule Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:09:00 | ||
Bayesian Learning – Georgia Tech – Machine Learning | 00:05:00 | ||
Bayesian Learning in Action – Georgia Tech – Machine Learning | 00:10:00 | ||
Noisy Data Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Noisy Data Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Return to Bayesian Learning – Georgia Tech – Machine Learning | 00:15:00 | ||
Best hypothesis Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Best hypothesis Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Minimum Description Length – Georgia Tech – Machine Learning | 00:04:00 | ||
Which Tree Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Which Tree Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Bayesian Classification Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Bayesian Classification Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Summary – Georgia Tech – Machine Learning | 00:01:00 | ||
Intro – Georgia Tech – Machine Learning | 00:01:00 | ||
Joint Distribution – Georgia Tech – Machine Learning | 00:02:00 | ||
Joint Distribution Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Joint Distribution Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Adding Attributes – Georgia Tech – Machine Learning | 00:02:00 | ||
Conditional Independence – Georgia Tech – Machine Learning | 00:03:00 | ||
Conditional Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Conditional Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Belief Networks Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Belief Networks Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Sampling From The Joint Distribution Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Sampling From The Joint Distribution Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Recovering the Joint Distribution – Georgia Tech – Machine Learning | 00:03:00 | ||
Sampling – Georgia Tech – Machine Learning | 00:06:00 | ||
Inferencing Rules – Georgia Tech – Machine Learning | 00:02:00 | ||
Inferencing Rules Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Inferencing Rules Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Inference By Hand Quiz – Georgia Tech – Machine Learning | 00:04:00 | ||
Inference By Hand Quiz Solution – Georgia Tech – Machine Learning | 00:09:00 | ||
Naive Bayes – Georgia Tech – Machine Learning | 00:08:00 | ||
Why Naive Bayes Is Cool – Georgia Tech – Machine Learning | 00:08:00 | ||
Wrapping up – Georgia Tech – Machine Learning | 00:05:00 | ||
Machine Learning Module 03 | |||
Optimization – Georgia Tech – Machine Learning | 00:06:00 | ||
Optimize Me Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Optimize Me Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Optimization Approaches – Georgia Tech – Machine Learning | 00:04:00 | ||
Hill Climbing – Georgia Tech – Machine Learning | 00:02:00 | ||
Guess My Word Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Guess My Word Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Random Restart Hill Climbing – Georgia Tech – Machine Learning | 00:04:00 | ||
Randomized Hill Climbing Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Randomized Hill Climbing Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:10:00 | ||
Simulated Annealing – Georgia Tech – Machine Learning | 00:04:00 | ||
Annealing Algorithm – Georgia Tech – Machine Learning | 00:05:00 | ||
Properties of Simulated Annealing – Georgia Tech – Machine Learning | 00:04:00 | ||
Genetic Algorithms – Georgia Tech – Machine Learning | 00:05:00 | ||
GA Skeleton – Georgia Tech – Machine Learning | 00:03:00 | ||
Crossover Example – Georgia Tech – Machine Learning | 00:06:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
MIMIC – Georgia Tech – Machine Learning | 00:04:00 | ||
A Probability Model Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
A Probability Model Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Pseudo Code – Georgia Tech – Machine Learning | 00:07:00 | ||
Estimating Distributions – Georgia Tech – Machine Learning | 00:08:00 | ||
Finding Dependency Trees – Georgia Tech – Machine Learning | 00:05:00 | ||
Finding Dependency Trees Two – Georgia Tech – Machine Learning | 00:05:00 | ||
Finding Dependency Trees Three – Georgia Tech – Machine Learning | 00:04:00 | ||
Back to Pseudo Code – Georgia Tech – Machine Learning | 00:03:00 | ||
Probability Distribution Quiz – Georgia Tech – Machine Learning | 00:08:00 | ||
Probability Distribution Quiz Solution – Georgia Tech – Machine Learning | 00:07:00 | ||
Practical Matters – Georgia Tech – Machine Learning | 00:05:00 | ||
Practical Matters Two – Georgia Tech – Machine Learning | 00:04:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
Unsupervised Learning – Georgia Tech – Machine Learning | 00:02:00 | ||
Basic Clustering Problem – Georgia Tech – Machine Learning | 00:03:00 | ||
Single Linkage Clustering Quiz – Georgia Tech – Machine Learning | 00:05:00 | ||
Single Linkage Clustering Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Single Linkage Clustering Two – Georgia Tech – Machine Learning | 00:05:00 | ||
Running Time of SLC Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Running Time of SLC Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Issues With SLC Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Issues With SLC Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
K Means Clustering – Georgia Tech – Machine Learning | 00:04:00 | ||
K Means in Euclidean Space Part 1 – Georgia Tech – Machine Learning | 00:08:00 | ||
K Means as Optimization – Georgia Tech – Machine Learning | 00:03:00 | ||
K Means as Optimization Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
K Means as Optimization Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
K Means in Euclidean Space Part 2 – Georgia Tech – Machine Learning | 00:05:00 | ||
Properties of K Means Clustering Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Properties of K Means Clustering Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Soft Clustering Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Soft Clustering Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Soft Clustering – Georgia Tech – Machine Learning | 00:03:00 | ||
Maximum Likelihood Gaussian – Georgia Tech – Machine Learning | 00:02:00 | ||
Expectation Maximization – Georgia Tech – Machine Learning | 00:04:00 | ||
EM Examples – Georgia Tech – Machine Learning | 00:05:00 | ||
Properties of EM – Georgia Tech – Machine Learning | 00:04:00 | ||
Clustering Properties – Georgia Tech – Machine Learning | 00:04:00 | ||
Clustering Properties Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Clustering Properties Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Impossibility Theorem – Georgia Tech – Machine Learning | 00:03:00 | ||
What Have We Learned? – Georgia Tech – Machine Learning | 00:02:00 | ||
Introduction – Georgia Tech – Machine Learning | 00:06:00 | ||
Feature Selection – Georgia Tech – Machine Learning | 00:03:00 | ||
Algorithms Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Algorithms Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Filtering and Wrapping – Georgia Tech – Machine Learning | 00:03:00 | ||
Speed – Georgia Tech – Machine Learning | 00:07:00 | ||
Wrapping – Georgia Tech – Machine Learning | 00:06:00 | ||
Searching – Georgia Tech – Machine Learning | 00:04:00 | ||
Zero Training Error Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Zero Training Error Quiz Solution – Georgia Tech – Machine Learning | 00:06:00 | ||
Relevance – Georgia Tech – Machine Learning | 00:05:00 | ||
Relevance vs Usefulness – Georgia Tech – Machine Learning | 00:05:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
Introduction – Georgia Tech – Machine Learning | 00:02:00 | ||
Feature Transformation – Georgia Tech – Machine Learning | 00:03:00 | ||
What Are Our Features – Georgia Tech – Machine Learning | 00:07:00 | ||
Words Like Tesla – Georgia Tech – Machine Learning | 00:02:00 | ||
Principal Components Analysis – Georgia Tech – Machine Learning | 00:04:00 | ||
Principal Components Analysis Two – Georgia Tech – Machine Learning | 00:06:00 | ||
Principal Components Analysis Three – Georgia Tech – Machine Learning | 00:05:00 | ||
Independent Components Analysis – Georgia Tech – Machine Learning | 00:02:00 | ||
Independent Components Analysis Two – Georgia Tech – Machine Learning | 00:04:00 | ||
Cocktail Party Problem – Georgia Tech – Machine Learning | 00:03:00 | ||
Matrix – Georgia Tech – Machine Learning | 00:05:00 | ||
PCA vs ICA Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
PCA vs ICA Quiz Solution – Georgia Tech – Machine Learning | 00:10:00 | ||
PCA vs ICA Continued – Georgia Tech – Machine Learning | 00:07:00 | ||
Alternatives – Georgia Tech – Machine Learning | 00:04:00 | ||
Alternatives Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Alternatives Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Alternatives Two – Georgia Tech – Machine Learning | 00:03:00 | ||
Wrap Up – Georgia Tech – Machine Learning | 00:06:00 | ||
Introduction – Georgia Tech – Computability, Complexity, Theory: Computability L5 | 00:01:00 | ||
History – Georgia Tech – Machine Learning | 00:02:00 | ||
Sending A Message Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Sending A Message Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Sending A New Message Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Sending A New Message Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Expected size of the message Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Expected size of the message Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Information between two variables – Georgia Tech – Machine Learning | 00:01:00 | ||
Mutual Information – Georgia Tech – Machine Learning | 00:01:00 | ||
Two Independant Coins Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Two Independant Coins Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Two Dependant Coins Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Two Dependant Coins Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Kullback Leibler Divergence – Georgia Tech – Machine Learning | 00:02:00 | ||
Summary – Georgia Tech – Machine Learning | 00:01:00 | ||
Machine Learning Module 04 | |||
Reinforcement Learning Introduction – Georgia Tech – Machine Learning | 00:01:00 | ||
Decision Making and Reinforcement Learning – Georgia Tech – Machine Learning | 00:03:00 | ||
The World Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
The World Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
The World II Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
The World II Quiz Solution – Georgia Tech – Machine Learning | 00:05:00 | ||
Markov Decision Processes – Georgia Tech – Machine Learning | 00:02:00 | ||
Markov Decision Processes Two – Georgia Tech – Machine Learning | 00:04:00 | ||
Markov Decision Processes Three – Georgia Tech – Machine Learning | 00:05:00 | ||
Markov Decision Processes Four – Georgia Tech – Machine Learning | 00:07:00 | ||
More About Rewards – Georgia Tech – Machine Learning | 00:05:00 | ||
More About Rewards Two – Georgia Tech – Machine Learning | 00:06:00 | ||
Rewards Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Rewards Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:09:00 | ||
Sequences of Rewards One – Georgia Tech – Machine Learning | 00:10:00 | ||
Sequences of Rewards Two – Georgia Tech – Machine Learning | 00:02:00 | ||
Sequences of Rewards Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Sequences of Rewards Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Sequences of Rewards – Georgia Tech – Machine Learning | 00:09:00 | ||
Assumptions – Georgia Tech – Machine Learning | 00:03:00 | ||
Policies – Georgia Tech – Machine Learning | 00:05:00 | ||
Policies Two – Georgia Tech – Machine Learning | 00:06:00 | ||
Finding Policies – Georgia Tech – Machine Learning | 00:04:00 | ||
Finding Policies Two – Georgia Tech – Machine Learning | 00:05:00 | ||
Iterations Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Iterations Quiz Solution – Georgia Tech – Machine Learning | 00:08:00 | ||
Finding Policies Three – Georgia Tech – Machine Learning | 00:06:00 | ||
Wrapping Up – Georgia Tech – Machine Learning | 00:04:00 | ||
Reinforcement Learning – Georgia Tech – Machine Learning | 00:04:00 | ||
Rat Dinosaurs – Georgia Tech – Machine Learning | 00:03:00 | ||
API – Georgia Tech – Machine Learning | 00:01:00 | ||
API Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
API Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:05:00 | ||
Three Approaches to RL – Georgia Tech – Machine Learning | 00:05:00 | ||
A New Kind of Value Function – Georgia Tech – Machine Learning | 00:03:00 | ||
Value Function Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Value Function Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Q Learning Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Q Learning Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Estimating Q From Transitions – Georgia Tech – Machine Learning | 00:04:00 | ||
Learning Incrementally Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Learning Incrementally Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Estimating Q From Transitions Two – Georgia Tech – Machine Learning | 00:02:00 | ||
Q Learning Convergence – Georgia Tech – Machine Learning | 00:02:00 | ||
Choosing Actions – Georgia Tech – Machine Learning | 00:06:00 | ||
Choosing Actions Two – Georgia Tech – Machine Learning | 00:04:00 | ||
Greedy Exploration – Georgia Tech – Machine Learning | 00:05:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
Game Theory – Georgia Tech – Machine Learning | 00:01:00 | ||
What is Game Theory – Georgia Tech – Machine Learning | 00:04:00 | ||
A Simple Game – Georgia Tech – Machine Learning | 00:06:00 | ||
A Simple Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
A Simple Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Another Simple Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Another Simple Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:06:00 | ||
Minimax – Georgia Tech – Machine Learning | 00:03:00 | ||
Fundamental Result – Georgia Tech – Machine Learning | 00:05:00 | ||
Game Tree – Georgia Tech – Machine Learning | 00:03:00 | ||
Game Tree Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Game Tree Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Von Neumann – Georgia Tech – Machine Learning | 00:02:00 | ||
Minipoker – Georgia Tech – Machine Learning | 00:05:00 | ||
Minipoker Tree Quiz – Georgia Tech – Machine Learning | 00:04:00 | ||
Minipoker Tree Quiz Solution – Georgia Tech – Machine Learning | 00:06:00 | ||
Mixed Strategy Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Mixed Strategy Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Lines Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Lines Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Center Game – Georgia Tech – Machine Learning | 00:08:00 | ||
Snitch – Georgia Tech – Machine Learning | 00:05:00 | ||
Snitch Two – Georgia Tech – Machine Learning | 00:07:00 | ||
Snitch Three – Georgia Tech – Machine Learning | 00:03:00 | ||
A Beautiful Equilibrium – Georgia Tech – Machine Learning | 00:04:00 | ||
A Beautiful Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
A Beautiful Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
A Beautiful Equilibrium Two – Georgia Tech – Machine Learning | 00:03:00 | ||
The Two Step – Georgia Tech – Machine Learning | 00:04:00 | ||
2Step2Furious – Georgia Tech – Machine Learning | 00:06:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
The Sequencing – Georgia Tech – Machine Learning | 00:01:00 | ||
Iterated Prisoners Dilemma – Georgia Tech – Machine Learning | 00:02:00 | ||
Uncertain End – Georgia Tech – Machine Learning | 00:03:00 | ||
Tit for Tat – Georgia Tech – Machine Learning | 00:02:00 | ||
Tit for Tat Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Tit for Tat Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:02:00 | ||
Facing TfT Quiz – Georgia Tech – Machine Learning | 00:03:00 | ||
Facing TfT Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Finite State Strategy – Georgia Tech – Machine Learning | 00:05:00 | ||
Best Responses in IPD Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Best Responses in IPD Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Folk Theorem – Georgia Tech – Machine Learning | 00:04:00 | ||
Repeated Games and the Folk Theorem – Georgia Tech – Machine Learning | 00:02:00 | ||
Repeated Games Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Repeated Games Quiz Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Minmax Profile Quiz – Georgia Tech – Machine Learning | 00:04:00 | ||
Minmax Profile Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Security Level Profile – Georgia Tech – Machine Learning | 00:02:00 | ||
Folksy Theorem – Georgia Tech – Machine Learning | 00:02:00 | ||
Grim Trigger – Georgia Tech – Machine Learning | 00:02:00 | ||
Implausible Threats – Georgia Tech – Machine Learning | 00:05:00 | ||
TfT vs TfT Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
TfT vs TfT Quiz Solution – Georgia Tech – Machine Learning | 00:04:00 | ||
Pavlov – Georgia Tech – Machine Learning | 00:02:00 | ||
Pavlov v Pavlov Nash Quiz – Georgia Tech – Machine Learning | 00:01:00 | ||
Pavlov v Pavlov Nash Quiz Solution – Georgia Tech – Machine Learning | 00:01:00 | ||
Pavlov is Subgame Perfect – Georgia Tech – Machine Learning | 00:04:00 | ||
Computational Folk Theorem – Georgia Tech – Machine Learning | 00:03:00 | ||
Stochastic Games and Multiagent RL – Georgia Tech – Machine Learning | 00:07:00 | ||
Stochastic Games – Georgia Tech – Machine Learning | 00:02:00 | ||
Models and Stochastic Games Quiz – Georgia Tech – Machine Learning | 00:02:00 | ||
Models and Stochastic Games Quiz Solution – Georgia Tech – Machine Learning | 00:03:00 | ||
Zero Sum Stochastic Games – Georgia Tech – Machine Learning | 00:05:00 | ||
Zero Sum Stochastic Games Two – Georgia Tech – Machine Learning | 00:03:00 | ||
General Sum Games – Georgia Tech – Machine Learning | 00:04:00 | ||
Lots of Ideas – Georgia Tech – Machine Learning | 00:03:00 | ||
What Have We Learned – Georgia Tech – Machine Learning | 00:03:00 | ||
Reinforcement Learning Outro Part 1 – Georgia Tech – Machine Learning | 00:06:00 | ||
Reinforcement Learning Outro Part 2 – Georgia Tech – Machine Learning | 00:04:00 | ||
Outro Part 3 – Georgia Tech – Machine LearningReinforcement Learning | 00:05:00 | ||
Reinforcement Learning Outro Part 4 – Georgia Tech – Machine Learning | 00:05:00 | ||
Reinforcement Learning Outro Part 5 – Georgia Tech – Machine Learning | 00:07:00 | ||
Assessment | |||
Submit Your Assignment | 00:00:00 | ||
Certification | 00:00:00 |
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