| Overview |
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Intro to the course |
FREE |
Unlimited |
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How to navigate the course |
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Unlimited |
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Suggested Readings |
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Unlimited |
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Foundations Hw |
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Unlimited |
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Foundation HW Submission |
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1 week, 3 days |
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Python Tutorial |
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Unlimited |
| Refresher |
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Linear algebra |
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Unlimited |
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Vector calculus |
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Unlimited |
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Probability 1 |
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Probability 2 |
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Unlimited |
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Complexity |
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Recurrence |
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Unlimited |
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Optimization |
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HW 1 |
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Unlimited |
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HW 1 Submission |
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1 week, 3 days |
| Machine learning |
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Intro |
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Unlimited |
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Regression |
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Classification |
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Stochastic Gradient Descent |
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Sentiment HW |
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Unlimited |
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Sentiment HW Submission |
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1 week, 3 days |
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Non linear Predictor |
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Unlimited |
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Generalization |
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Unlimited |
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Best Practice |
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Unlimited |
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K learning |
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HW 2 |
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Unlimited |
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HW2 Submission |
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1 week, 3 days |
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Project Brief |
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Unlimited |
| Search |
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The Search & dynamic Programming |
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Unlimited |
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Reconstruct HW |
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Unlimited |
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Reconstruct HW Submission |
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1 week, 3 days |
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Uniform Cost Search |
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Unlimited |
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A star |
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HW 3 |
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Unlimited |
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HW 3 Submission |
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1 week, 3 days |
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Project proposal Form |
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| Markov Decision Process |
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MDP |
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Unlimited |
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From MDP to RL |
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Unlimited |
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Black Jack HW |
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Unlimited |
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Black jack HW Submission |
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1 week, 3 days |
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Model Based |
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Model Free Monte Carlo |
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Unlimited |
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SARSA |
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Unlimited |
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Q learning |
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Unlimited |
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Epsilon Greedy |
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Function Approximation |
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HW 4 |
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Unlimited |
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HW4 Submission |
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1 week, 3 days |
| Games |
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Overview |
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Unlimited |
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Pacman HW |
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Unlimited |
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Pacman HW Submission |
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1 week, 3 days |
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Evaluation Functions |
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Alpha Beta Pruning |
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Unlimited |
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Recap |
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HW5 |
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HW 5 Submission |
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1 week, 3 days |
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Project Progress report |
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| Factor Graphics |
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Scheduling HW |
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Unlimited |
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Scheduling HW Submission |
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1 week, 3 days |
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FG & Backtracking search |
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Approximate search |
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Unlimited |
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Markov networks and sampling |
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Unlimited |
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HW 6 |
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Unlimited |
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HW6 Submission |
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1 week, 3 days |
| Bayesian Networks |
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Bayes Net definition |
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Unlimited |
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Car HW |
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Unlimited |
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Car HW Submission |
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1 week, 3 days |
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HW7 |
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Unlimited |
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HW7 Submission |
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1 week, 3 days |
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Project Progress Brief |
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Unlimited |
| Logic |
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Overview |
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Unlimited |
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Logic HW |
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Unlimited |
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Logic HW Submission |
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1 week, 3 days |
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Propositional logic syntax |
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Propositional logic semantics |
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Unlimited |
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Inference rules |
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Unlimited |
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First Order logic |
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Unlimited |
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HW8 |
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Unlimited |
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HW8 Submission |
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1 week, 3 days |
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Project Final Report |
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Unlimited |
