6 Months
- What is Data Science
- Tools for Data Science
- Data Science Methodology
- Python for Data Science
- Databases and SQL for Data Science
- Data Visualization with Python
- Data Analysis with Python
- Machine Learning with Python
- Applied Data Science Capstone
- Assignments for assessment
- Internship
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