Essential Functions:
Proficient in exploratory data analysis (EDA) using Pythons scientific libraries including NumPy, Pandas, Matplotlib, Seaborn, and scikit-learn.
Solid development experience in Python.
Hands-on experience building, training, testing, validating, and productizing machine learning models for high-performance use cases.
Solid understanding of core machine learning concepts, including feature engineering, model evaluation, and optimization.
Experience implementing MLOps best practices, including model versioning, monitoring, and CI/CD pipelines for ML models.
Hands-on experience with AWS SageMaker for building, training, tuning, and deploying ML models.
Hands-on experience with to AWS services for machine learning workloads, such as S3, EC2, ECR, EKS, Lambda, CloudWatch.
Robust understanding of model explainability frameworks such as SHAP, and the ability to interpret and explain model behavior.
Experience debugging and analyzing false positive and false negative cases, including supporting client or production issues.




Hands-on experience and solid understanding of deep learning models, with exposure to frameworks such as TensorFlow, PyTorch, or Keras.
Solid problem-solving skills with the ability to move beyond tasks and propose improved or alternative solutions.
Experience with ML lifecycle management and experimentation frameworks such as MLflow

Qualifications
8+ yrs
work experience with a Bachelors Degree or 6+ years of work experience with a Master's or Advanced Degree in an analytical field such as computer science, statistics, finance, economics or relevant area
Additional Skills (Plus)Exposure to model serving and inference engines such as TensorFlow Serving, Triton Inference Server, or similar technologies
Experience building and maintaining Spark-based data and feature pipelines to support ML training and inference workflows
Familiarity with big data platforms and storage systems such as Hadoop, EMR, and NoSQL databases

📌 Staff Ml Scientist Pfi Karnataka
🏢 VISA CONSOLIDATED SUPPORT SERVICES (INDIA
📍 Karnataka