AI and Meta-Heuristics (Combinatorial Optimization) Python
Language: English | Size:5.13 GB
Genre:eLearning

Files Included :

1  Introduction.mp4 (21.24 MB)
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1  Simulated annealing implementation I.mp4 (20.23 MB)
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2  Simulated annealing implementation II.mp4 (51.3 MB)
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3  Simulated annealing implementation III.mp4 (44.52 MB)
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1  What is the travelling salesman problem (TSP).mp4 (26.05 MB)
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2  Travelling salesman problem implementation I.mp4 (39.12 MB)
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3  Travelling salesman problem implementation II.mp4 (42.28 MB)
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4  Travelling salesman problem implementation III.mp4 (61.16 MB)
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5  Travelling salesman problem implementation IV.mp4 (25.79 MB)
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1  What is the Sudoku problem.mp4 (27.01 MB)
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2  Sudoku problem implementation I.mp4 (64.96 MB)
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3  Sudoku problem implementation II.mp4 (92.24 MB)
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4  Sudoku problem implementation III.mp4 (52.33 MB)
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5  Sudoku problem implementation IV.mp4 (30.55 MB)
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1  Genetic algorithms introduction - basics.mp4 (25.43 MB)
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2  Genetic algorithms introduction - chromosomes.mp4 (18.93 MB)
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3  Genetic algorithms introduction - crossover.mp4 (23.72 MB)
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4  Genetic algorithms introduction - mutation.mp4 (20.74 MB)
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5  Genetic algorithms introduction - selection.mp4 (17.08 MB)
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6  Genetic algorithms introduction - the algorithm.mp4 (11.75 MB)
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7  What is elitism.mp4 (12.32 MB)
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8  Advantages and limitations of genetic algorithms.mp4 (23.33 MB)
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1  Genetic algorithm implementation I.mp4 (34.67 MB)
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2  Genetic algorithm implementation II.mp4 (22.46 MB)
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3  Genetic algorithm implementation III.mp4 (87.28 MB)
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4  Genetic algorithm implementation IV.mp4 (42.83 MB)
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5  Genetic algorithm implementation V - elitism.mp4 (54.37 MB)
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1  What is the N-queens problem.mp4 (29.07 MB)
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2  N queens problem implementation I.mp4 (22.76 MB)
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3  N queens problem implementation II.mp4 (59.58 MB)
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2  What is the knapsack problem.mp4 (21.3 MB)
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3  Knapsack problem implementation.mp4 (96.74 MB)
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1  What is swarm intelligence.mp4 (49.04 MB)
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2  Particle swarm optimization introduction - basics.mp4 (40.15 MB)
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3  Particle swarm optimization introduction - the algorithm.mp4 (52.07 MB)
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4  Exploration and exploitation trade-off.mp4 (24.27 MB)
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1  Particle swarm optimization implementation I.mp4 (55.43 MB)
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2  Particle swarm optimization implementation II.mp4 (106.14 MB)
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3  Particle swarm optimization implementation III.mp4 (34.84 MB)
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1  Game trees introduction.mp4 (39.17 MB)
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1  Why to consider graph algorithms.mp4 (15.4 MB)
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1  Minimax algorithm introduction - basics.mp4 (37.62 MB)
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2  Minimax algorithm introduction - the algorithm.mp4 (18.99 MB)
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3  Minimax algorithm introduction - relation to tic-tac-toe.mp4 (19.25 MB)
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4  Alpha-beta pruning introduction.mp4 (35 MB)
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5  Alpha-beta pruning example.mp4 (86.84 MB)
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6  Chess problem.mp4 (29.18 MB)
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1  Tic tac toe implementation I.mp4 (28.02 MB)
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2  Tic tac toe implementation II.mp4 (25.39 MB)
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3  Tic tac toe implementation III.mp4 (49.4 MB)
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4  Tic tac toe implementation IV.mp4 (40.12 MB)
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5  Tic tac toe implementation V.mp4 (37.33 MB)
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6  Tic tac toe implementation VI.mp4 (32.84 MB)
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7  Minimax stack memory visualization.mp4 (47.48 MB)
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8  Tic tac toe implementation VII - pruning.mp4 (23.13 MB)
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2  Applications of reinforcement learning.mp4 (23.28 MB)
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1  Markov decision processes basics I.mp4 (30.77 MB)
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2  Markov decision processes basics II.mp4 (33.1 MB)
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3  Markov decision processes - equations.mp4 (65.54 MB)
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4  Markov decision processes - illustration.mp4 (36.39 MB)
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5  Bellman-equation.mp4 (25.49 MB)
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6  How to solve MDP problems.mp4 (13.91 MB)
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7  What is value iteration.mp4 (31.72 MB)
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8  What is policy iteration.mp4 (14.23 MB)
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1  Exploration vs exploitation problem.mp4 (17.47 MB)
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2  N-armed bandit problem introduction.mp4 (46.05 MB)
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3  N-armed bandit problem implementation.mp4 (61.85 MB)
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4  Applications AB testing in marketing.mp4 (25.84 MB)
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1  What is Q learning.mp4 (26.5 MB)
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2  Q learning introduction - the algorithm.mp4 (34.58 MB)
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3  Q learning illustration.mp4 (45.87 MB)
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1  Tic tac toe with Q learning implementation I.mp4 (19.54 MB)
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2  Tic tac toe with Q learning implementation II.mp4 (39.32 MB)
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3  Tic tac toe with Q learning implementation III.mp4 (50.14 MB)
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4  Tic tac toe with Q learning implementation IV.mp4 (62.13 MB)
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5  Tic tac toe with Q learning implementation V.mp4 (39.41 MB)
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6  Tic tac toe with Q learning implementation VI.mp4 (108.12 MB)
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7  Tic tac toe with Q learning implementation VII.mp4 (53.93 MB)
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8  Tic tac toe with Q learning implementation VIII.mp4 (49.51 MB)
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1  First steps in Python.mp4 (13.68 MB)
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12  Logical operators.mp4 (17.6 MB)
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13  Loops - for loop.mp4 (18.96 MB)
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14  Loops  - while loop.mp4 (14.41 MB)
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17  What are nested loops.mp4 (13.16 MB)
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18  Enumerate.mp4 (15.13 MB)
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19  Break and continue.mp4 (20.43 MB)
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2  What are the basic data types.mp4 (15.71 MB)
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20  Calculating Fibonacci-numbers.mp4 (8.39 MB)
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3  Booleans.mp4 (6.78 MB)
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4  Strings.mp4 (28.16 MB)
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5  String slicing.mp4 (25.08 MB)
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6  Type casting.mp4 (16.74 MB)
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7  Operators.mp4 (20.63 MB)
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8  Conditional statements.mp4 (17.81 MB)
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9  How to use multiple conditions.mp4 (31.41 MB)
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1  What are functions.mp4 (17.29 MB)
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10  What are the most relevant built-in functions.mp4 (15.38 MB)
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11  What is recursion.mp4 (35.28 MB)
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14  Local vs global variables.mp4 (15.01 MB)
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15  The   main   function.mp4 (14.81 MB)
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2  Defining functions.mp4 (18.85 MB)
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3  Positional arguments and keyword arguments.mp4 (46.11 MB)
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4  Returning values.mp4 (8.14 MB)
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5  Returning multiple values.mp4 (12.18 MB)
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8  Yield operator.mp4 (18.29 MB)
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9  Local and global variables.mp4 (8.91 MB)
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1  What is breadth-first search.mp4 (26.9 MB)
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2  Breadth-first search implementation.mp4 (62.5 MB)
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3  Applications of breadth-first search.mp4 (8.12 MB)
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1  How to measure the running time of algorithms.mp4 (37.3 MB)
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12  What are tuples.mp4 (14.73 MB)
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13  Mutability and immutability.mp4 (18.5 MB)
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14  What are linked list data structures.mp4 (34.49 MB)
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15  Doubly linked list implementation in Python.mp4 (24.46 MB)
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16  Hashing and O(1) running time complexity.mp4 (30.98 MB)
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17  Dictionaries in Python.mp4 (38.51 MB)
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18  Sets in Python.mp4 (47.15 MB)
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2  Data structures introduction.mp4 (13.84 MB)
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21  Sorting.mp4 (50.57 MB)
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3  What are array data structures I.mp4 (24.99 MB)
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4  What are array data structures II.mp4 (24.96 MB)
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5  Lists in Python.mp4 (21.74 MB)
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6  Lists in Python - advanced operations.mp4 (39.33 MB)
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7  Lists in Python - list comprehension.mp4 (22.88 MB)
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1  What is object oriented programming (OOP).mp4 (12.51 MB)
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10  Function (method) override.mp4 (18.18 MB)
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11  What is polymorphism.mp4 (21.17 MB)
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12  Polymorphism and abstraction example.mp4 (33.27 MB)
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15  Modules.mp4 (21.79 MB)
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16  The   str   function.mp4 (15.66 MB)
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17  Comparing objects - overriding functions.mp4 (40.17 MB)
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2  Class and objects basics.mp4 (10.49 MB)
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3  Using the constructor.mp4 (33.59 MB)
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4  Class variables and instance variables.mp4 (30.99 MB)
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7  Private variables and name mangling.mp4 (19.13 MB)
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8  What is inheritance in OOP.mp4 (18.03 MB)
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9  The super keyword.mp4 (21.25 MB)
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1  What is the key advantage of NumPy.mp4 (17.17 MB)
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10  Filter.mp4 (15.24 MB)
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2  Creating and updating arrays.mp4 (33.76 MB)
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3  Dimension of arrays.mp4 (36.26 MB)
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4  Indexes and slicing.mp4 (31.5 MB)
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5  Types.mp4 (19.29 MB)
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6  Reshape.mp4 (33.84 MB)
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9  Stacking and merging arrays.mp4 (27.7 MB)
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2  What are WebCrawlers (core of search engines).mp4 (41.42 MB)
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3  WebCrawler basic implementation.mp4 (70.69 MB)
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1  What is depth-first search.mp4 (32.48 MB)
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2  Depth-first search implementation.mp4 (29.52 MB)
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3  Depth-first search implementation with recursion.mp4 (16.88 MB)
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4  Depth-first search and stack memory visualization.mp4 (19.81 MB)
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5  Memory comparison of graph traversal algorithms.mp4 (15.27 MB)
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6  Applications of depth-first search.mp4 (11.36 MB)
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2  Maze problem introduction.mp4 (14.91 MB)
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3  Maze problem implementation.mp4 (72.31 MB)
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4  Maze problem stack memory visualization.mp4 (20.72 MB)
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1  What is the A search algorithm.mp4 (37.08 MB)
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2  A search illustration.mp4 (29.28 MB)
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3  A search implementation I.mp4 (31.4 MB)
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4  A search implementation II.mp4 (48.87 MB)
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5  A search implementation III.mp4 (17.92 MB)
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6  Path finding algorithms comparison.mp4 (17.74 MB)
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1  What are meta-heuristic approaches.mp4 (33.58 MB)
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1  What is simulated annealing.mp4 (39.69 MB)
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