thomisus Posted July 26, 2021 Share Posted July 26, 2021 Table of contents Introduction Data Structures, Algorithms, and Machine Learning Optimization: Introduction Lesson 1: Orientation to Data Structures and Algorithms Topics 1.1 Orientation to the Machine Learning Foundations Series 1.2 A Brief History of Data 1.3 A Brief History of Algorithms 1.4 Applications to Machine Learning Lesson 2: “Big O” Notation Topics 2.1 Introduction 2.2 Constant Time 2.3 Linear Time 2.4 Polynomial Time 2.5 Common Runtimes 2.6 Best versus Worst Case Lesson 3: List-Based Data Structures Topics 3.1 Lists 3.2 Arrays 3.3 Linked Lists 3.4 Doubly-Linked Lists 3.5 Stacks 3.6 Queues 3.7 Deques Lesson 4: Searching and Sorting Topics 4.1 Binary Search 4.2 Bubble Sort 4.3 Merge Sort 4.4 Quick Sort Lesson 5: Sets and Hashing Topics 5.1 Maps and Dictionaries 5.2 Sets 5.3 Hash Functions 5.4 Collisions 5.5 Load Factor 5.6 Hash Maps 5.7 String Keys 5.8 Hashing in ML Lesson 6: Trees Topics 6.1 Introduction 6.2 Decision Trees 6.3 Random Forests 6.4 XGBoost: Gradient-Boosted Trees 6.5 Additional Concepts Lesson 7: Graphs Topics 7.1 Introduction 7.2 Directed versus Undirected Graphs 7.3 DAGs: Directed Acyclic Graphs 7.4 Additional Concepts 7.5 Bonus: Pandas DataFrames 7.6 Resources for Further Study of DSA Lesson 8: Machine Learning Optimization Topics 8.1 Statistics versus Machine Learning 8.2 Objective Functions 8.3 Mean Absolute Error 8.4 Mean Squared Error 8.5 Minimizing Cost with Gradient Descent 8.6 Gradient Descent from Scratch with PyTorch 8.7 Critical Points 8.8 Stochastic Gradient Descent 8.9 Learning Rate Scheduling 8.10 Maximizing Reward with Gradient Ascent Lesson 9: Fancy Deep Learning Optimizers Topics 9.1 Jacobian Matrices 9.2 Second-Order Optimization and Hessians 9.3 Momentum 9.4 Adaptive Optimizers 9.5 Congratulations and Next Steps Summary Data Structures, Algorithms, and Machine Learning Optimization: Summary This is the hidden content, please Sign In or Sign Up 33 11 Link to comment Share on other sites More sharing options...
Ziko15 Posted January 7 Share Posted January 7 Hello, Do you have Mega links? the links above are dead. Thank you in advance. Link to comment Share on other sites More sharing options...
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