Certificate in Algorithmic Learning: Foundations
-- ViewingNowThe Certificate in Algorithmic Learning: Foundations is a comprehensive course that equips learners with essential skills in algorithmic thinking, a crucial aspect of modern data science and machine learning. This program covers the fundamentals of algorithms, data structures, and discrete mathematics, providing a solid foundation for further studies in advanced AI and machine learning topics.
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โข Unit 1: Introduction to Algorithmic Learning
โข Unit 2: Basics of Mathematics for Algorithmic Learning
โข Unit 3: Data Structures: Foundational Concepts
โข Unit 4: Fundamentals of Algorithms and Time Complexity
โข Unit 5: Search Algorithms: Linear Search, Binary Search
โข Unit 6: Sort Algorithms: Bubble Sort, Selection Sort, Insertion Sort, Quick Sort, Merge Sort
โข Unit 7: Graph Algorithms: Depth-First Search, Breadth-First Search, Dijkstra's Algorithm, Minimum Spanning Tree
โข Unit 8: Dynamic Programming: Basics and Applications
โข Unit 9: Greedy Algorithms: Fractional Knapsack, Activity Selection
โข Unit 10: Advanced Topics: NP-Complete Problems, NP-Hard Problems, Approximation Algorithms
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