1. Friday, August 7
   Class Recording


2. Wednesday, August 5
   Class Recording
   Assignment Problems:
   • Logistic Regression by Hand
   • Breadth-First Search in a Graph
   • CombatPlayer Testing - Iteration 3


3. Monday, August 3
   Class Recording
   Assignment Problems:
   • Conditional Probability in Coin Tosses
   • Depth-First Search in a Graph
   • CombatPlayer Testing - Iteration 2


4. Friday, July 31
   Class Recording
   Assignment Problems:
   • Measuring How Well Coin Flip Simulations Approximate True Randomness
   • Node and Graph Classes
   • CombatPlayer Scenario Mapping (Continuing After First Combat)


5. Wednesday, July 29
   Class Recording
   Assignment Problems:
   • Dummy Variables (One-Hot Encoding)
   • Inspecting Distributions to Detect Bias
   • CombatPlayer Tests


6. Monday, July 27
   Class Recording
   Assignment Problems:
   • Interaction Terms
   • Kullback-Leibler Divergence (Relative Entropy)
   • CombatPlayer Scenario Mapping


7. Friday, July 24
   Class Recording
   Assignment Problems:
   • Multiple Linear Regression
   • Combat Engine


8. Wednesday, July 22
   Class Recording
   Assignment Problems:
   • Probability Distributions
   • Application of Breadth-First Search
   • space-empires / machine-learning Refactoring


9. Monday, July 20
   Class Recording
   Assignment Problems:
   • Monte Carlo Simulation
   • space-empires / machine-learning Refactoring


10. Friday, July 17
    Class Recording
    Assignment Problems:
    • Overfitting
    • Refactoring machine-learning and space-empires


11. Wednesday, July 15
    Class Recording
    Assignment Problems:
    • Matrix Tests
    • MergeSort
    • DumbPlayer Tests


12. Monday, July 13
    Class Recording
    Assignment Problems:
    • PolynomialRegressor Tests
    • Merging Two Sorted Arrays
    • Space Empires - RandomPlayer and DumbPlayer
    • AlphaStar Video


13. Friday, July 10
    Class Recording
    Assignment Problems:
    • Library Structure and Naming Conventions
    • Cartesian Product
    • GradientDescent Tests Output Format; Generalizing Grid Search to Any Number of Parameters
    • Space Empires - Board Class


14. Wednesday, July 8
    Class Recording
    Assignment Problems:
    • Assert Statements and GradientDescent Tests
    • Space Empires - 3-Round Movement


15. Monday, July 6
    Class Recording
    Assignment Problems:
    • Structure for machine-learning and space-empires Libraries
    • Generalizing GradientDescent to Functions with Any Number of Arguments
    • Space Empires - 3-Phase Turns


16. Friday, July 3
    Class Recording
    Assignment Problems:
    • GradientDescent and PolynomialRegressor Classes
    • Heapsort
    • Space Empires - Final Features in Version 1


17. Wednesday, July 1
    Class Recording
    Assignment Problems:
    • Quadratic Regression
    • Heapifying an Array
    • Space Empires - Ship Yards


18. Monday, June 29
    Class Recording
    Assignment Problems:
    • Grid Searching for the Best Linear Regression Coefficients via Gradient Descent
    • Breadth-First Search in a Binary Tree
    • Space Empires - Colonies & Planets


19. Friday, June 26
    Class Recording
    Assignment Problems:
    • Depth-First Search in a Binary Tree
    • Linear Regression via Gradient Descent
    • Space Empires - Maintenance Costs & Group Combat


20. Wednesday, June 24
    Class Recording
    Assignment Problems:
    • Building a Binary Tree from an Edge List (redo)
    • Linear Regression via the Pseudoinverse
    • Space Empires - Speed Technology & Unit Building


21. Monday, June 22
    Class Recording
    Assignment Problems:
    • Building a Binary Tree from an Edge List
    • Normalization and Distance Metrics
    • Space Empires - Armor / Movement


22. Friday, June 19
    Class Recording
    Assignment Problems:
    • Huffman Compression
    • Building a Binary Tree by Repeatedly Appending
    • Space Empires - Attack/Defense Technology
    • Single-Variable Gradient Descent


23. Wednesday, June 17
    Class Recording
    Assignment Problems:
    • Timing Code
    • Shell Sort
    • Rendering the Game Board
    • Inverse by Minors


24. Monday, June 15
    Class Recording
    Assignment Problems:
    • Doubly Linked List
    • Histogram (Counting) Sort and Insertion Sort
    • Class Architecture for Space Empires
    • Recursive Determinant


25. Friday, June 12
    Class Recording
    Assignment Problems:
    • Selection Sort and Bubble Sort
    • Singly Linked List Methods
    • Game on a Grid
    • Determinant via Reduced Row Echelon Form


26. Wednesday, June 10
    Class Recording
    Assignment Problems:
    • Median, Covariance, and Correlation
    • Untangling a Nested List Comprehension
    • Counting Iterations of a Recursive Function
    • Singly Linked List
    • Inverse of a Matrix Using Gaussian Elimination


27. Monday, June 8
    Assignment Problems:
    • Logic Within List Comprehensions
    • Factorial and Unlisting, Iteratively and Recursively
    • Implementing a Class Hierarchy Given Is-a / Has-a Relationships
    • Reduced Row Echelon Form for Matrices that Do Not Reduce to the Identity Matrix


28. Friday, June 5
    Assignment Problems:
    • Mean, Variance, and Standard Deviation
    • Identifying Is-a / Has-a Relationships Given a Class Hierarchy
    • Finding Roots via Newton-Raphson Search
    • Reduced Row Echelon Form for Matrices that Reduce to the Identity Matrix


29. Wednesday, June 3
    Class Recording
    Assignment Problems:
    • Plotting Line Segments
    • Inheritance with Shape Classes
    • Finding Roots via Bisection Search
    • Row Reduction Helper Methods


30. Monday, June 1
    Assignment Problems:
    • List and Dictionary Comprehensions
    • Big-O Notation
    • Recursive Sequences
    • Refactoring and Overloading Operators in the Matrix Class


31. Friday, May 29
    Assignment Problems:
    • Stacks and Queues
    • Converting Between Flat and Nested Dictionaries
    • Generalizing the Matrix Class to M x N Matrices
    • Brute-Force Decryption


32. Wednesday, May 27
    Assignment Problems:
    • Intersection and Union
    • Counting Characters in a String
    • Matrix Arithmetic


33. Monday, May 25
    Assignment Problems:
    • Converting Between Letters and Numbers
    • Checking a String for Symmetry
    • Converting Between Decimal and Binary
    • Checking if a Number is Prime