Data Science

The core module lets students explore the field of Data Science by giving them a deeper understanding of the key concepts while enabling them to develop a data-driven mindset. With developing foundational data science & machine learning skills, the students will also be familiarized with various tools & technologies like Python, MySQL, Power BI, used by data scientists.

It will also teach you about important concepts of statistics like predictive modeling, time series forecasting, and other methodologies involved in tackling Data science problems. All the sessions, throughout the course, will be conducted by expert faculty and mentors from BIA.

Students will be assigned customized case studies, suiting their domain interests, aiding them to apply their newly acquired skills and knowledge hands-on. For their capstone projects, students will be supervised by the expert faculty and mentors from BIA.

Modules Covered:

• Overview of Data Science & Analytics
• Fundamentals of Python/R Programming
• Structured Databases
• Python/R for Data Science
• Applications of Analytical Libraries like Pandas, NumPy, SciPy, NLTK, etc.
• Exploratory Data Analysis
• Statistical & Mathematical Foundations for Data Science
• Introduction to Modeling, Algorithm Development & Machine Learning
• Extensive Study of Statistical Concepts
• Introduction to Predictive Modeling
• Time Series Analysis & Forecasting
• Data Visualization: BI Dashboarding & Reporting Tools
• Case Studies & Industry Projects