Stats: AB Testing with Python
Evaluating landing page performance versus previous version using statistical methods. A rigorous test essential for serious business.
Portfolio
ML: AlexNet Implementation from Scratch
Implement AlexNet, a deep learning architecture, to classify sport images into 5 sports categories.
NLP: Amazon Reviews Sentiment Analysis
Sentiment analysis of Amazon reviews using VADER and RoBERTa models, with evaluation via regression metrics and error analysis.
ML: Asteroid Danger Prediction
Predicting asteroid danger using stacked ensemble models based on size, speed, and distance data from space agencies.
ML: Covid-19 Detection
Using a CNN algorithm to analyze lung scans and detect signs of Covid-19 quickly and accurately.
Viz: Covid Map Visualization
An interactive Tableau map showing Covid-19 cases across different regions.
Analysis: Customer Cohort
Conduct a customer cohort analysis to gain insights into evolving customer behavior over time.
CompVis: Exercise Rep Tracker
A computer vision-based system that tracks bicep curl repetitions by analyzing joint angles in real time.
CompVis: Face Recognition
A real-time face recognition system that stores a database of faces and identifies them in video streams. Widely used for employee attendance systems.
ML: Fashion Item Classification
A simple convolutional neural network trained to classify fashion items.
ML: Gender Classification with SHAP
A machine learning project exploring SHAP for feature interpretability in gender classification. Visualizes feature contributions for transparent model predictions.
NLP: Hate Speech and Offensive Language Detection
Using LSTM to detect offensive language and hate speech in tweets. The model learns patterns of harmful content through diverse datasets.
Viz: Kaggle Survey 2022 EDA
Analysis and visualization of the Kaggle 2022 Data Science Survey, revealing patterns and trends.
ML: Movie Recommendation System
A movie recommendation system combining content and collaborative filtering to suggest movies tailored to your preferences and broaden your cinematic horizons.
CompVis: Parking Spot Detection
A weekend project using computer vision to detect if parking spots are empty.
Viz: Interactive Sales Dashboard by Tableau
An interactive sales dashboard presenting key metrics and insights visually for stakeholders.
NLP: Suicide Ideation Detection Using Tweets
A model to identify potential suicide ideation in tweets using sentiment analysis and a pre-trained DistilBERT model. Includes interpretation with SHAP.
ML: Supermarket Customer Segmentation
Using k-means clustering to group customers by behavior for targeted marketing.
ML: Temperature Forecasting with Python
Using Meta’s Prophet algorithm for time series forecasting—a data crystal ball analyzing past patterns to predict future trends.