CST 349 - Week 5 Learning Journal

Part One: Support and Comment on Teammates' Goals

https://rrh-cst349.blogspot.com/2025/09/week-4.html?sc=1759766413145#c3682610505999987379

https://annies-cs-journey.blogspot.com/2025/09/week-4-my-csumb-journey.html?sc=1759766670451#c6148798155532794758


Part 2: Possible Capstone Ideas

Idea 1: Data Pipeline for Real-Time Analytics on Public Data

Description: Build an end-to-end engineering pipeline that ingests, cleans and processes real-time data (ex: stock market, or sports stats). Store the data in a structured format, then build an API for real-time analytics. 

Idea 2: Machine Learning-Data Cleaning Assistant

Description: Create a tool that detects and corrects anomalies, duplicates or missing values in datasets using both statistical rules and machine learning models. (Ex: applying clusters to detect outliers to fill missing values). Package the tool into a library or web interface. 

Idea 3: Graph Analytics Platform for Network Data

Description: Build a platform to analyze and visualize relationships in network data (ex: social network). Focus on graph algorithms and provide insights through visualizations and reports. 


Part 3: 

As this weeks' module wraps up, we have spent a week in the preparation for the future. As a team we have come up with ideas on a final project of what we want to enhance our learning on. As individuals we have thought about ideas on how we can grown our learning/ see what topics interest us for our capstone. Also have spent some time researching for internships/graduate programs. Personally I have always want to go to graduate school, therefore I spent more time looking into what graduate programs I would want to start applying to next year.  


Comments

  1. Tim ShakerOctober 13, 2025 at 1:45 PM

    Hi Chanroop, these are great capstone project ideas. There is so much that can be done with data, so it would help to have a specific problem to solve, perhaps from a partner organization. The competitions on Kaggle provide some helpful examples of data science projects: https://www.kaggle.com/competitions

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