Advanced Statistics & Statistical Inference
• Concept of statistics
• Probability concepts
• Distributions
• Hypothesis and testing
• Regression and allied concepts
Machine Learning
• Concepts in machine learning
• Linear Regression
• Classification problems
• Decision trees
• Supervised, Unsupervised learning
Python Programming
• Basics of Python Programming
• Analytics and Data Science in Python
• Backend for Data Science
• Front end for Data Science
Course Projects Portfolio
• Regression problem and optimization using ML algorithms
• Classification problem and optimization using ML algorithms
• Clustering problem
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