Assignments

GitHub Classroom assignments and projects

2025

Data Science and Advanced Programming

DSAP • HEC Lausanne • Submit via GitHub Classroom

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Important Notice

These assignments are preliminary drafts and will be updated throughout the course. Content, difficulty levels, and due dates are subject to change. Please check back regularly for updates.

Assignment 1: Git & Version Control Basics

Closed
Beginner 3-4 hours
Due: February 15, 2025 at 11:59 PM

Overview

Topics: Git fundamentals Repository management Branching and merging Collaboration workflow
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Problem Set Week 3: Python Control Flow & Functions

Open
Due: October 06, 2025 at 11:59 PM

Problem Set 3: Python Control Flow & Functions

Topics: Control flow Functions Lists and dictionaries String manipulation
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Problem Set Week 3: Python Basics

Open
Beginner 4-5 hours
Due: October 06, 2025 at 11:59 PM

Problem Set 3: Python Fundamentals

Topics: Variables and data types Control flow String manipulation Problem solving
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Problem Set Week 4: Functions & Data Structures

Open
Intermediate 5-6 hours
Due: October 13, 2025 at 11:59 PM

Problem Set 4: Functions and Data Structures

Topics: Functions Lists and dictionaries Algorithms Recursion
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Problem Set Week 5: AI & Intelligent Agents

Open
Intermediate 5-6 hours
Due: October 20, 2025 at 11:59 PM

Problem Set 5: AI and Intelligent Agents

Topics: Large Language Models Prompt Engineering API Integration Autonomous Agents
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Problem Set Week 6: OOP & Debugging

Open
Intermediate-Advanced 6-7 hours
Due: October 27, 2025 at 11:59 PM

Problem Set 6: OOP and Debugging

Topics: Object-Oriented Programming Inheritance Debugging Testing
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Problem Set Week 7: Introduction to Linear Regression

Open
Due: November 03, 2025 at 11:59 PM

Problem Set 7: Introduction to Linear Regression

Topics: Linear regression with sklearn Data preprocessing Model evaluation Simple gradient descent
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Final Project: Research Software Development

Closed
Advanced 15-20 hours 1-3 students
Due: April 20, 2025 at 11:59 PM

Overview

Topics: Software architecture Research reproducibility Data analysis Documentation Deployment
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Assignment Guidelines

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🤝 Collaboration

Check each assignment for collaboration policies. Some allow pair programming, others require individual work.

📝 Submission

Submit by pushing your final code to your GitHub repository. No additional submission steps required.