Analysis Projects

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[Python] Capstone Project on Home Entertainment Dataset

• Capstone project for Python Data Products for Predictive Analytics Specialization
• Focused on Data Processing, Classification, Regression, and Recommender Systems
• Extracted basic statistics
• Computed Model accuracy and Balanced Error Rate
• Applied word processing methods such as stemming on User Reviews
• Computed baseline MSE value and optimizing this value

[Python] Similarity-based Game Recommender System

• Simple recommender system based on item similarities
• Utilized Jaccard Similarity Measure

[Python] Exploratory Data Analysis on Loan Prediction Training Dataset

• Focused on data exploration
• Performed univariate and bivariate analysis
• Applied missing value treatment and outlier treatment

[Python] Model Evaluation on Loan Prediction Dataset

• Focused on model evaluation, Logistic Regression Model in particular
• Splits training dataset at 60/20/20 ratio
• Validates and fine-tune the model to avoid overfitting
• Performed appropriate model diagnotics

[Python] Big Mart Sales Prediction

• Practice project on making sales prediction using Linear Regression model

[R] Using R to Visualize COVID-19

• Explore different ways to visualize one of the COVID-19 dataset
• R packages used in this report includes Tidyverse, scales, reactable, htmltools, gganimate, ggthemes, and coronavirus
• the coronavirus dataset used in this project is current as of July 12, 2020

[Python] Simple Visualization on Goodreads-books

• A small project for Python course Basic Data Processing and Visualization
• Utilized Jupyter Notebook and basic Python libraries such as Pandas and Matplotlib for importing and visualizaing the Goodreads-book dataset