Applied Data Science: From Fundamentals to Applications

(4 days)

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Summary

This course offers a comprehensive journey through the foundational concepts and practical applications of data science and machine learning. Designed for aspiring data scientists and professionals looking to deepen their understanding, the course covers the entire data science lifecycle, from data acquisition to advanced machine learning techniques. Through hands-on exercises, participants will learn how to extract valuable insights from data and apply machine learning algorithms to solve real-world problems.

Content

• Analytics Spectrum

• Knowledge Discovery from Data

• Data Science Lifecycle

• Introduction to Machine Learning

• Data Acquisition and Preparation

• Exploratory Data Analysis

• Types of Machine Learning Techniques

• Regression, Classification, Clustering

• Geo Clustering

• Natural Language Processing

• Sentiment Analysis

• Model Evaluation Metrics