portfolio

📌 Featured Projects

Here are some of my top projects showcasing my expertise across various domains:

🔹 London Weather Forecasting with Prophet

🌍 Description: Built a time series model to forecast London weather using the Prophet library and Open-Meteo API.
🛠 Tech Stack: Python, Prophet, Requests, Pandas, Matplotlib
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🔹 Maven Music Cancellation Predictor

🎵 Description: Predicted customer churn for a music streaming service using listening behavior and subscription history. Deployed as an interactive Streamlit app.
🛠 Tech Stack: Python, Pandas, Scikit-learn, Streamlit, Seaborn
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🔹 A/B Testing Campaign Analysis

📈 Description: Conducted a comprehensive A/B test comparing two digital ad campaigns (Control vs. Test) using conversion funnels, ROAS, statistical testing, and clustering.
🛠 Tech Stack: Python, Pandas, Seaborn, Scikit-learn, Matplotlib
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🔹 Indicators of Heavy Traffic on I-94

🚦 Description: Analyzed traffic patterns on I-94 to identify congestion indicators.
🛠 Tech Stack: Python, Pandas, Matplotlib, Seaborn
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🔹 EUR Exchange Rate Trends & Volatility Analysis (1999-2021)

💱 Description: Conducted time series analysis on historical EUR exchange rates to identify trends and volatility.
🛠 Tech Stack: Python, Pandas, Matplotlib, Seaborn
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🔹 Rotten Tomatoes Movie Ratings Explorer

🍅 Description: Interactive app and analysis exploring critic and audience ratings of popular movies (2010–Present) using Rotten Tomatoes data.
🛠 Tech Stack: Python, Pandas, Matplotlib, Seaborn, Streamlit
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📂 All Projects

📊 Data Science & Machine Learning

• Diabetes Prediction ML Project - PySpark model for predicting diabetes.
• NLP Challenge: IMDB Sentiment Analysis - Analyzed IMDB reviews using NLP.
• Recommendation System: Collaborative Filtering - Built a collaborative filtering-based recommender.
• Amazon Customer Reviews Sentiment Analysis - Performed sentiment analysis on Amazon reviews.
• Image Classifier using TensorFlow & Keras - Developed an image classification model.

📊 A/B Testing, Statistical Analysis

• Marketing A/B Campaign Scorer - Streamlit app to segment users by ad exposure and predict conversion likelihood for optimized campaign targeting.
• A/B Test Analysis – E-Commerce Landing Page – End-to-end A/B test analysis of an e-commerce landing page experiment.

📈 Business Intelligence & Dashboards

• CRM Sales Dashboard - Interactive sales report.
• Restaurant Order Analysis - Data-driven insights on restaurant orders.
• AirBnB Listing Analysis - Exploratory data analysis on AirBnB dataset.
• Toy Store KPI Report - Retail analytics dashboard.

📊 Time Series & Forecasting

• London Weather Forecasting with Prophet - Weather trend forecasting.
• Kaggle Store Sales - Time Series Forecasting - Sales prediction using time series models.
• EUR Exchange Rate Trends & Volatility Analysis - Analyzing currency fluctuations over 22 years.

🏗 Data Engineering & Pipelines

• Data Transformation Pipeline with Cloud Dataprep - Data engineering using Alteryx.
• Auto Exploratory Data Analysis - Automated EDA using D-Tale and SweetViz.
• Create a Web Server and an Amazon RDS DB Instance - Setting up cloud-based databases.

🔍 Data Cleaning & Exploratory Data Analysis

• Exploratory Data Analysis on Diamonds Dataset - Understanding trends in the diamond industry.
• Data Cleaning on Movies Dataset - Data preprocessing and wrangling.
• Short-Term Rental Analytics on AirBnB Bristol - Analyzing rental trends and pricing models.