Welcome to my GitHub profile! I'm a passionate Data Science student specializing in Machine Learning
, Deep Learning
, Big Data
, and Python Development
. My journey is all about transforming data into actionable insights and solving complex problems with innovative solutions.
Project | Description | Key Features |
---|---|---|
Facial Recognition System | A real-time facial recognition system using Dlib, SVM classifier, and OpenCV, integrated with a SQL Server database. | Real-time predictions, model optimization, and data preprocessing |
Machine Learning Models | A collection of notebooks designed to deepen understanding of machine learning concepts through practical examples, including linear regression, multiple regression, and classification models. | Data preprocessing, data visualization, data cleaning, modeling, model evaluation, standardization, classification, and prediction |
Deep Learning Projects | Contains various projects focused on implementing different architectures of neural networks. | Topics include convolutional neural networks (CNNs), recurrent neural networks (RNNs), transfer learning, and model optimization techniques |
Sign Language Detection | A sign language detection system developed using CNN and Mediapipe approaches. | CNN with Gaussian blur, data augmentation, histogram equalization, Mediapipe hand landmark extraction, and Random Forest classification |
- π Data Science Projects: Hands-on experience with real-world datasets and machine learning models.
- π¬ Research Experience: Conducted research on improving model accuracy and generalization.
- π Open Source Contributions: Contributed to various open-source projects related to data science and machine learning.
Feel free to explore my repositories and reach out if you have any questions or collaboration ideas!