├── README.md ├── bayesian_inference ├── .ipynb_checkpoints │ └── bayes_rule_applied-checkpoint.ipynb ├── bayes_rule_applied.ipynb └── images │ ├── bayes_rule.jpeg │ ├── light_phone_sleep_prob.png │ ├── light_sleep_prob.png │ └── prior_sleep.png ├── bayesian_lm ├── .ipynb_checkpoints │ └── Bayesian Linear Regression-checkpoint.ipynb ├── Bayesian Linear Regression.ipynb ├── data │ ├── student-mat.csv │ ├── student-por.csv │ └── student.txt └── images │ ├── diagnostics.PNG │ ├── features_corr.png │ ├── final_features.PNG │ ├── grade_histogram.png │ ├── mape.png │ ├── ols_equation.PNG │ └── rmse.png ├── markov_chain_monte_carlo ├── .ipynb_checkpoints │ └── markov_chain_monte_carlo-checkpoint.ipynb ├── data │ ├── .ipynb_checkpoints │ │ └── sleep_wake-checkpoint.csv │ ├── data_format.ipynb │ ├── sleep_data.csv │ ├── sleep_wake.csv │ └── wake_data.csv ├── images │ ├── autocorr_plot.png │ ├── duration_data.png │ ├── duration_model.png │ ├── falling_asleep.png │ ├── garmin_data.png │ ├── logistic.png │ ├── normal.png │ ├── param_distributions.png │ ├── parameter_space.png │ ├── posteriors_bayes.png │ ├── sleep_data.PNG │ ├── sleep_data_graph.PNG │ ├── sleep_prob.png │ ├── sleep_prob_1030pm.png │ ├── sleep_prob_10pm.png │ ├── template.jpg │ ├── trace.png │ ├── trace_plots.png │ ├── wake_prob.png │ ├── waking_up.png │ └── watch.jpg └── markov_chain_monte_carlo.ipynb ├── search ├── .ipynb_checkpoints │ ├── Eight_Puzzle-checkpoint.ipynb │ └── Solving the Eight Puzzle with Search Algorithms-checkpoint.ipynb ├── __pycache__ │ └── eight_puzzle.cpython-36.pyc ├── ai_search_results.tgn ├── deprecated │ ├── 391-F17-P1.pdf │ ├── Eight_Puzzle.ipynb │ ├── project_1.xlsx │ └── report.html ├── eight_puzzle.py ├── eight_puzzle.pyc ├── images │ ├── effective_branching.png │ └── nodes_generated.png ├── play_puzzle.py ├── readme.md ├── report.ipynb ├── report.pdf └── tests │ ├── move_display.txt │ ├── randomize_solve_astar.txt │ ├── set_state.txt │ ├── set_state_solve_astar.txt │ └── 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