Machine Learning Engineer
3 days ago
Machine learning Engineer (Contract)
Location: Remote
Contract Duration: 6 months extendable
Interview Rounds: 2
Experience: 5+ yrs
Relevant Experience: 5+ yrs
IST work timings 10AM - 7PM
Immediate joiners
Key Responsibilities:
- Identify and define machine learning use cases across business domains (e.g., prediction, classification, recommendation, NLP, computer vision).
- Design and implement end-to-end ML workflows, from data ingestion and feature engineering to model training, evaluation, and deployment.
- Develop reusable and scalable ML pipelines using tools such as MLflow, Airflow, Kubeflow, or Vertex AI.
- Write efficient and maintainable Python code leveraging frameworks such as TensorFlow, PyTorch, Scikit-learn, and FastAPI.
- Perform data analysis, preprocessing, and feature extraction using Pandas, NumPy, and SQL.
- Implement model monitoring, versioning, and retraining workflows to ensure continuous model improvement.
- Collaborate with data engineers, product managers, and software developers to integrate ML solutions into production systems.
- Document experiments, code, and workflows to ensure reproducibility and scalability.
Technical Skills Required:
- Programming: Python (mandatory), familiarity with Java or R is a plus.
- Machine Learning: Regression, Classification, Clustering, NLP, Deep Learning, LLM fine-tuning.
- Frameworks & Libraries: TensorFlow, PyTorch, Scikit-learn, Hugging Face Transformers.
- Data Tools: Pandas, NumPy, SQL, Spark (optional).
- MLOps Tools: MLflow, Airflow, Docker, Kubernetes, Git, CI/CD pipelines.
- Cloud Platforms: AWS Sagemaker, GCP Vertex AI, or Azure ML.
- Version Control: GitHub/GitLab.
Workflow & Project Experience:
- Built and deployed end-to-end ML pipelines for predictive analytics, recommendation engines, and NLP applications.
- Experience in model lifecycle management experimentation, validation, deployment, and monitoring.
- Exposure to data versioning, model drift detection, and continuous improvement processes.
- Strong understanding of workflow automation using Airflow/Kubeflow pipelines.
- Hands-on experience integrating ML models with APIs using FastAPI/Flask for real-time inference.
Soft Skills:
- Strong analytical thinking and problem-solving ability.
- Excellent communication and documentation skills.
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