Pune · Staff/Principal
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Classical (Traditional) AI/ML Roles – Requirement Details
3.1 Mandatory Skills
Candidates must have strong expertise in:
• Statistical inference
• Exploratory Data Analysis (EDA)
• Feature engineering & feature selection
• Data transformation, scaling, and outlier detection
• Python (PySPark)
3.2 ML Techniques & Algorithms
• Model selection and model building
• Ensembling techniques
• Evaluation metrics
• Algorithms:
o Linear regression
o Logistic regression
o Random forest
o Decision trees
o Gradient boosting methods
3.3 Deployment / Platform Skills
• Model deployment and monitoring (drift detection) (MLOPs/LLMOPs)
• Hands-on experience with:
o Databricks
o AWS
3.4 Experience Requirement
• Minimum 7 years in AIML domain
3.5 Key Clarification
• Deep learning / Gen AI skills not mandatory
• Strong focus on production-grade ML solutions
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