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Wednesday, March 20, 2024

Data Structures, Algorithms and Machine Learning Optimization (training)

Colleagues, in the Data Structures, Algorithms, and Machine Learning Optimization program you will learn to use "big O" notation to characterize the time efficiency and space efficiency of a given algorithm, enabling you to select or devise the most sensible approach for tackling a particular machine learning problem with the hardware resources available to you, get acquainted with the entire range of the most widely-used Python data structures, including list-, dictionary-, tree- and graph-based structures, develop a working understanding of all of the essential algorithms for working with data, including those for searching, sorting, hashing, and traversing, discover how the statistical and machine learning approaches to optimization differ, and why you would select one or the other for a given problem you're solving, understand exactly how the extremely versatile (stochastic) gradient descent optimization algorithm works and how to apply it and learn "fancy" optimizers that are available for advanced machine learning approaches (e.g., deep learning) and when you should consider using them. Training modules include: 1) Data Structures and Algorithms, 2) "Big O" Notation, 3) List-Based Data Structures, 4) Searching and Sorting, 5) Sets and Hashing, 6) Trees, 7) Graphs, 8) Machine Learning Optimization, and 9) Fancy Deep Learning Optimizers.

Enroll today (teams & execs welcome): https://tinyurl.com/46ax2cpz 


Download your free Data Science and AI-ML-DL - Career Transformation Guides.


Data-Driven Organizations book series for your listening-reading pleasure: 


1 - Data-Driven Decision-Making  (Audible) (Kindle)


2 - Implementing Data Science Methodology: From Data Wrangling to Data Viz (Audible) (Kindle)


Much career success, Lawrence E. Wilson - AI Academy (share with your team)


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