A good data science project should have a well defined data source and a clearly understandable deliverable. Below, you can peek at a sample of some of those pieces published across the Internet.
CA ZEV Population Dashboard
Problem Summary:
The State of California needed a way to keep track of all deployed zero-emission (ZE) vehicles.
My Approach:
Collected the data, wrote a Python script to centralize all the data and add new features, then built a Tableau dashboard dynamically plotting the output.
Result:
The Dashboard Shown Below
Click to View the Dashboard Here
First/Last-Mile Emissions Estimation Tool
Problem Summary:
FedEx wants to quantify the emissions reduction impact from deplyoing small zero emission vehicles for last mile delivery
My Approach:
I built a JavaScript calculator app which dynaamically calculates the emissions reduction for any given input.
Result:
Link to the tool is below
Click to View Interactive Tool
Keepa API: Amazon Price Data
Problem Summary:
Amazon sellers need access to real-time analytics
My Approach:
I build a custom tool using the Keepa API to dynamically deliver analytics on a given Amazon product.
Result:
Link to my project writeup is below
Buy the Amazon Price Data - Keepa API
How I Built My Own Fitness Tracker Using Google Fit Data
Problem Summary:
Fitness data is stored in Google Fit but not easily visualized anywhere else
My Approach:
I build a custom tool using Google Sheets to visualize the data
Result:
Link to my my Towards Data Science writeup: "How I Built My Own Fitness Tracker Using Google Fit Data"
Project Using a Data Pipeline in Google Apps Script
Read the Article
Predicting Stock Price Using Natural Language Processing
Problem Summary:
Each quarter CFOs and CEOs of major corporations talk to investors via an earnings call. This text data can be used for predicting stock price.
My Approach:
I used NLP libraries like TextBlob and ELI5 to do sentiment analysis on text data
Result:
A Comprehensive ML experiment that uses sentiment analysis to predict stock price
Link to Medium Article