Data Cleaning & Preprocessing
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Projects
Sentiment Analysis with SetFit on SST‑5
In this project, I leveraged SetFit, Hugging Face’s prompt‑free few‑shot classification framework, to tackle the challenging SST‑5 task—fine-grained sentiment analysis…
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Projects
Time Series Forecasting for Book Sales: My Journey with Nielsen BookScan Data
In this project, I dive into the practical world of time series analysis to forecast sales and demand—a crucial skill…
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Projects
Analysis of PureGym Reviews: Data Cleaning, Sentiment Analysis, and Topic Modeling
With over 2 million members and 600 gyms across the UK, Denmark, and Switzerland, PureGym has established itself as one…
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Regression
Applying supervised learning to predict student dropout
Student retention is critical for educational institutions, impacting financial sustainability andacademic success. High dropout rates can lead to revenue losses…
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Projects
Customer segmentation with clustering
Customer segmentation enables a business to group customers based on demographics (e.g., age, gender, education, occupation, marital status, and family…
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Projects
Ship Engine Anomaly Detection Model
A poorly maintained ship engine in the supply chain industry can lead to inefficiencies, increased fuel consumption, higher risks of…
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Projects
Credit Risk Analysis and Model Prediction for Personal Loan Applications
In this project, I performed a comprehensive analysis of a loan application dataset to create a model predicting the probability…
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Regression
Vehicle Price Prediction Portfolio
In this project, The aim is to build a predictive model to estimate used vehicle prices based on various attributes…
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