My Work & Projects
Here are some of the projects I've worked on. Each one represents a challenge I was excited to solve.Featured Projects
Data Engineering
YouTube Trending Videos Data Engineering Pipeline
- Built an end-to-end data engineering pipeline analyzing YouTube trending videos across 10 global regions
- Processed 400MB+ of structured data using AWS cloud services (S3, Glue, Lambda, Athena)
- Created interactive dashboards revealing video performance patterns and audience engagement trends
- Implemented Hive-style partitioning for efficient data querying and cost optimization
AWS S3
AWS Glue
AWS Lambda
Amazon Athena
Amazon QuickSight
Python
SQL
Apache Hive
Data Partitioning
Computer Vision
Moving Vehicle Number Plate Detection System
- Developed a real-time number plate detection system using YOLOv7 and deep learning for Smart India Hackathon 2022
- Built a Flask web application with image and video processing capabilities
- Integrated multiple OCR methods (EasyOCR and Plate Recognizer API) for robust text extraction
- Achieved Grand Finalist status competing against 50+ teams at the national level
YOLOv7
OpenCV
EasyOCR
Flask
Python
Deep Learning
Computer Vision
ONNX Runtime
Plate Recognizer API
Deep Learning
Sentiment Analysis with Deep Learning using BERT
- Built a sentiment analysis model using BERT (Bidirectional Encoder Representations from Transformers)
- Trained on SMILE dataset with 6 emotion categories using fine-tuning approach
- Achieved high accuracy in emotion classification with weighted F1-score evaluation
- Implemented complete ML pipeline from data preprocessing to model deployment
BERT
PyTorch
Transformers
scikit-learn
Python
Deep Learning
NLP
Fine-tuning
Emotion Classification
Other Projects
Data Analysis
World Layoff Data Analysis & Visualization
- Conducted comprehensive analysis of global layoff data from 3,282 companies across multiple industries
- Created interactive visualizations revealing layoff trends, industry patterns, and geographic distributions
- Applied advanced statistical analysis including outlier detection and correlation analysis
- Generated actionable insights for understanding workforce dynamics and economic trends
Python
Pandas
NumPy
Seaborn
Matplotlib
Plotly
Jupyter Notebook
Data Visualization
Statistical Analysis
Data Analysis
World's Biggest Data Breaches Analysis & Visualization
- Analyzed comprehensive dataset of major data breaches worldwide using Tableau and Python
- Created interactive visualizations revealing breach patterns, affected industries, and geographic distributions
- Identified trends in data breach frequency, severity, and impact across different sectors
- Generated insights for cybersecurity awareness and risk assessment
Tableau
Python
Pandas
Jupyter Notebook
Data Visualization
Cybersecurity Analysis
Statistical Analysis
Machine Learning
Uplifting Happiness Index - Mood Recognition System
- Developed a comprehensive mood recognition system combining facial and speech emotion analysis
- Built dual-mode detection system using computer vision and audio processing techniques
- Created user-friendly interface for real-time mood assessment and tracking
- Implemented machine learning models for accurate emotion classification
Computer Vision
Audio Processing
Machine Learning
Python
OpenCV
TensorFlow
Speech Recognition
Emotion Detection
Data Analysis
Exploratory Data Analysis - Iris Dataset
- Conducted comprehensive exploratory data analysis on the classic Iris dataset using Python
- Created detailed visualizations including pairplots, histograms, and correlation analysis
- Applied statistical analysis to understand feature distributions and relationships
- Demonstrated fundamental data science techniques and visualization skills
Python
Pandas
NumPy
Matplotlib
Seaborn
Jupyter Notebook
Statistical Analysis
Data Visualization