Linear Algebra for Data Science Trainer

Job Title: Visiting Faculty Linear Algebra and Calculus

Location: Pune (On-campus Garware College)

Position Type: Visiting / Part-Time

Target Audience: B.Sc. Data Science Students (First Year)

Course Duration: 60 Hours (Delivered Across a Semester)

Course Overview

This course introduces students to the mathematical foundations essential for data science, focusing on Linear Algebra and Calculus concepts used in analytics, machine learning, and computational modeling.

The course will build strong conceptual understanding while connecting mathematical principles to real-world applications in data analysis, optimization, and machine learning.

The teaching approach should emphasize clear conceptual explanation, structured problem solving, and practical applications relevant to data science. Students should complete the course with the ability to understand and apply key mathematical tools used in modern data science workflows.

Teaching Approach

Strong emphasis will be placed on:

• Conceptual clarity and intuitive understanding
• Structured problem-solving techniques
• Real-world applications in data science and analytics
• Practical examples connecting mathematics with machine learning concepts
• Regular exercises and problem-based learning

Key Topics to Be Taught

Foundations and Mathematical Basics

Linear Algebra Fundamentals

Calculus Fundamentals

Optimization Concepts

Applications in Data Science

Ideal Candidate Profile

• Postgraduate degree in Mathematics, Statistics, Data Science, Engineering, or related field
• Strong conceptual expertise in Linear Algebra and Calculus
• Ability to connect mathematical concepts with data science applications
• Prior teaching experience at undergraduate level preferred
• Ability to explain mathematical concepts clearly and intuitively to beginner-level students
• Strong focus on problem-solving and conceptual clarity

Commitment & Delivery Format

• Total Duration: 60 hours per semester
• Weekly Teaching Load: Approximately 46 hours
• Mode: On-campus teaching in Pune (Garware College)
• Faculty will be expected to:
• Conduct interactive lectures and problem-solving sessions
• Design assignments and practice exercises
• Support internal assessments and evaluations

What We Value Most

• Strong conceptual teaching approach
• Clear and structured explanation of mathematical ideas
• Ability to connect mathematics with data science applications
• Student engagement and mentorship
• Focus on building strong analytical thinking foundations

How to Apply

Interested candidates may send their resume to [Confidential Information] or apply directly through the platform where this position is listed.