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Advanced Pandas FunctionsFocuses on advanced pandas functions for data manipulation, exploration, and visualization with Python, emphasizing the importance of understanding and preparing data.
Introduction to Data ScienceIntroduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.
Advanced Spark OptimizationDelves into advanced Spark optimization techniques, emphasizing data partitioning, shuffle operations, and memory management.
Rhythmic Generation TechniquesCovers rhythm generation techniques, including Markov models and hierarchical rhythm generation, with a focus on Nancarrow's Study 14.
Robot Walking AlgorithmsIntroduces a project where students teach robots to walk using reinforcement learning algorithms.