Overview
Course Outline
What is Data Science
Data science is the field of study that combines domain expertise, programming skills, and knowledge of mathematics and statistics to extract meaningful insights from data.
Tools for Data Science
Python
R
Tableau
Data Science Methodology
This includes problem definition, collecting and analyzing data, building relevant models and understanding model deployment results.
Python for Data Science
Learn Scientific libraries in Python – NumPy, sklearn, Matplotlib and Pandas. Effective Data Visualization
Databases and SQL for Data Science
To introduce relational database concepts and help you learn and apply foundational knowledge of the SQL language.
Data Visualization with Python
Data visualization is the discipline of trying to understand data by placing it in a visual context so that patterns, trends, and correlations that might not otherwise be detected can be exposed.
Data Analysis with Python
Data Analysis is the technique to collect, transform, and organize data to make future predictions, and make informed data-driven decisions.
Machine Learning with Python
Machine learning is a subfield of artificial intelligence, which is broadly defined as the capability of a machine to imitate intelligent human behaviour
Applied Data Science Capstone
Assignments for assessment
Internship
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