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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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