I'm a Data Scientist, AI Enthusiast and Pythonista with a mission to drive innovation through intelligent solutions and contribute meaningfully to AI research.
💡 What drives me: Turning complex data challenges into elegant solutions that make a real-world impact.
- Language:
- Python
- SQL
- Spark
- Core ML Expertise:
- 🎯 Supervised Learning: Classification, Regression with advanced ensemble methods
- 🔍 Unsupervised Learning: Clustering, Anomaly Detection
- ⏱️ Time Series: Forecasting with Prophet, ARIMA & SARIMA
- 🎬 Recommender Systems: Collaborative & Content-based filtering
- 🏗️ Feature Engineering: Advanced preprocessing and feature extraction
- 📊 Model Evaluation: Cross-validation, hyperparameter tuning (Optuna, GridSearch)
- 🔬 Explainable AI: SHAP, LIME, Facets for model interpretability
- Advanced Libraries:
XGBoost•CatBoost•LightGBM•PyCaret•Prophet
- Architectures: ANN, CNN, RNN, LSTM
- Framework: PyTorch for production-ready models
- Libraries: SpaCy, NLTK, Transformers
- Tools: OpenCV, SAM, YOLO for object detection and image processing
- Production Pipeline:
- 🔄 Version Control: DVC for data versioning. Git/GitHub for collaborative development
- 📈 Experiment Tracking: MLFlow for model management
- 🐳 Containerization: Docker for scalable deployments
- 🌐 API Development: FastAPI, BentoML for REST APIs
- 📱 Web Apps: Flask, Streamlit, Gradio for interactive dashboards
- 🐳 Containerization: Docker for scalable model deployment
- 🔄 CI/CD: GitHub Actions for automated ML pipelines
- Power BI
- DAX
- Tableau
- Superset
- Data Pipeline & Orchestration:
- 🏔️ Data Warehouse: Snowflake for scalable cloud data warehousing
- 🔄 ELT/ETL: Meltano, Airbyte for data integration and extraction
- 🛠️ Data Transformation: dbt for analytics engineering and data modeling
- 📅 Workflow Orchestration: Dagster, Apache Airflow for pipeline management
- Cloud Infrastructure:
- Amazon Web Services (AWS): EC2, S3, Lambda, SageMaker, RDS
- Google Cloud Platform (GCP): Compute Engine, BigQuery, Cloud ML Engine
I'm always excited to collaborate on innovative projects and discuss the latest in AI/ML! :
"Data is the new oil, but insights are the refined fuel that powers innovation."
💫 Always learning, always building, always innovating! 💫