Job highlights
- Recent graduate with advanced Python skills and expertise in tree-based models (CatBoost, XGBoost, LightGBM) and neural networks, plus strong knowledge of SQL and NoSQL databases
- Develop, train, and optimize machine learning models for forecasting and decision support, manage large-scale data pipelines, and conduct rigorous model evaluation and experimentation
Role & responsibilities
- Model Development &
- Iteration:
Develop, train, and rigorously iterate on machine learning models tailored for forecasting and decision-support use cases.
- Modeling Expertise: Architect and optimize robust models utilizing strong expertise in tree-based models (CatBoost, XGBoost, LightGBM) alongside deep learning frameworks (PyTorch/TensorFlow).
- Data Engineering &
- Storage:
Extract, transform, and manage large-scale datasets leveraging both SQL and NoSQL databases to build high-throughput feature engineering pipelines.
- Optimization &
- Deployment:
Apply hyperparameter tuning, model compression, and optimization techniques to maximize inference efficiency.
- Evaluation &
- Experimentation:
Design rigorous validation strategies, analyze error distributions, and track experiments using tools like MLflow or Weights &
- Biases.
Preferred candidate profile
- Education: Recent Graduate (holding a B.Tech, M.Tech, MS) in Computer Science, Statistics, Mathematics, Electrical Engineering, or a closely related quantitative field.
- Programming Proficiency (Required): Advanced, production-level Python programming experience is strictly required, accompanied by deep familiarity with NumPy, Pandas, and writing efficient, vectorized code.
- Modeling Expertise: Strong, hands-on understanding and implementation experience with tree-based models (CatBoost, XGBoost, LightGBM) as well as neural networks.
- Data Systems: Solid working knowledge of querying and managing data across both SQL and NoSQL databases.
- Core Math Foundation: Robust grasp of linear algebra, multivariable calculus, probability, and optimization theory.
📌 ML Intern (Delhi)
🏢 Sowiz
📍 Delhi