| Week 1-3: Advanced Machine Learning Techniques |
| January 6, 2025 |
Introduction to Data Analytics: Course Overview, Installing Prerequisites, and Basics of Machine Learning Terminology |
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| January 8, 2025 |
Machine Learning Basics: Data Engineering and Modeling |
Formation of groups for final project; Assignment 1 Released |
| January 13, 2025 |
Supervised Modeling: Regression Techniques |
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| January 15, 2025 |
Supervised Methods: Classification Techniques |
Quiz 1 |
| January 20, 2025 |
Introduction to Unsupervised Modeling and Clustering |
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| January 22, 2025 |
Unsupervised Modeling: PCA and t-SNE |
Assignment 1 Deadline (Jan 25, 2025) |
| January 27, 2025 |
Final Review of Machine Learning Models (Introduction to Imaging Datasets) |
Quiz 2; Final Project Released |
| Week 3-5: Advanced SQL for Data Analytics |
| January 29, 2025 |
SQL Basics: Queries, Joins, and Functions |
Assignment 2 Released |
| February 3, 2025 |
Advanced SQL: Window Functions and Recursive Queries |
Quiz 3 |
| February 5, 2025 |
SQL for Time-Series Data and Optimization Techniques |
Assignment 2 Deadline |
| Week 5-6: Data Access and Cloud Processing |
| February 10, 2025 |
Data Wrangling in Python: ETL Pipelines |
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| February 12, 2025 |
Cloud Platforms: Big Data Handling and Serverless Architecture |
Final Project Submission |