Springboard Data Science Mastery Projects

This is a repository that hosts Data Science related mini projects from Springboard. These projects showcase skill an understanding of core data science disciplines. Capstone projects can be found at:

• Predicting Income Groups Using World Development Indicators
• Amazon Customer Review Insights & Hybrid Product Recommendation System

Table of Contents

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Data Wrangling

JSON Extraction and Manipulation

API and Requests

SQL Databases

Finding Data with SQL Querying

Statistics: Experimental Design, Hypothesis Testing & Normality Testing

Human Temperature EDA

Racial Discrimination EDA

Hospital Readmission Analysis

Supervised Learning

Linear Regression

Logistic Regression

Naive Bayes

Basic NLP & Multilabel Classification

Unupervised Learning

Clustering & PCA

Big Data Tools

Spark Dataframe, SQL & ML with Databricks

MapReduce Using Spark

Data Science Challenges

Relax Challenge - Discovering Adopted Users

Ultimate Challenge - Logistics & Rideshares

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Capstone projects can be found at:

• Predicting Income Groups Using World Development Indicators
• Amazon Customer Review Insights & Hybrid Product Recommendation System