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NAIMCPROGRAM Video Lectures Video Lectures MIT - Computer Programming

Video Lectures MIT - Computer Programming

1: Introduction and Goals; Data Types, Operators, and Variables

1: Introduction and Goals; ...

2: Branching, Conditionals, and Iteration

2: Branching, Conditionals,...

3: Common Code Patterns: Iterative Programs

3: Common Code Patterns: It...

4: Abstraction through Functions; Introduction to Recursion

4: Abstraction through Func...

5: Floating Point Numbers, Successive Refinement, Finding Roots

5: Floating Point Numbers, ...

6: Bisection Methods, Newton/Raphson, Introduction to Lists

6: Bisection Methods, Newto...

7: Lists and Mutability, Dictionaries, Introduction to Efficiency

7: Lists and Mutability, Di...

8: Complexity: Log, Linear, Quadratic, Exponential Algorithms

8: Complexity: Log, Linear,...

9: Binary Search, Bubble and Selection Sorts

9: Binary Search, Bubble an...

10: Divide and Conquer Methods, Merge Sort, Exceptions

10: Divide and Conquer Meth...

11: Testing and Debugging

11: Testing and Debugging

12: Debugging, Knapsack Problem, Introduction to Dynamic Programming

12: Debugging, Knapsack Pro...

13: Dynamic Programming: Overlapping Subproblems, Optimal Substructure

13: Dynamic Programming: Ov...

14: Introduction to Object-oriented Programming

14: Introduction to Object-...

15: Abstract Data Types, Classes and Methods

15: Abstract Data Types, Cl...

16: Encapsulation, Inheritance, Shadowing

16: Encapsulation, Inherita...

17: Computational Models: Random Walk Simulation

17: Computational Models: R...

18: Presenting Simulation Results, Pylab, Plotting

18: Presenting Simulation R...

19: Biased Random Walks, Distributions

19: Biased Random Walks, Di...

20: Monte Carlo Simulations, Estimating pi

20: Monte Carlo Simulations...

21: Validating Simulation Results, Curve Fitting, Linear Regression

21: Validating Simulation R...

22: Normal, Uniform, and Exponential Distributions

22: Normal, Uniform, and Ex...

23: Stock Market Simulation

23: Stock Market Simulation

24: Course Overview; What Do Computer Scientists Do?

24: Course Overview; What D...

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