
Data Scientist - ML, Python
About the role
Job Summary
3. 🟢 Classical (Traditional) AI/ML Roles – Requirement Details3.1 Mandatory Skills
Candidates must have strong expertise in:
-
Statistical inference
-
Exploratory Data Analysis (EDA)
-
Feature engineering & feature selection
-
Data transformation, scaling, and outlier detection
3.2 ML Techniques & Algorithms
-
Model selection and model building
-
Ensembling techniques
-
Evaluation metrics
-
Algorithms:
-
Linear regression
-
Logistic regression
-
Random forest
-
Decision trees
-
Gradient boosting methods
3.3 Deployment / Platform Skills
-
Model deployment and monitoring (drift detection)
-
Hands-on experience with:
-
Databricks
-
AWS3.4 Experience Requirement
-
Minimum 7 years in AIML domain3.5 Key Clarification
-
Deep learning / Gen AI skills not mandatory
Strong focus on production-grade ML solutions
Key Responsibilities
null
Skill Requirements
null
Other Requirements
3. 🟢 Classical (Traditional) AI/ML Roles – Requirement Details3.1 Mandatory Skills
Candidates must have strong expertise in:
-
Statistical inference
-
Exploratory Data Analysis (EDA)
-
Feature engineering & feature selection
-
Data transformation, scaling, and outlier detection
3.2 ML Techniques & Algorithms
-
Model selection and model building
-
Ensembling techniques
-
Evaluation metrics
-
Algorithms:
-
Linear regression
-
Logistic regression
-
Random forest
-
Decision trees
-
Gradient boosting methods
3.3 Deployment / Platform Skills
-
Model deployment and monitoring (drift detection)
-
Hands-on experience with:
-
Databricks
-
AWS3.4 Experience Requirement
-
Minimum 7 years in AIML domain3.5 Key Clarification
-
Deep learning / Gen AI skills not mandatory
Strong focus on production-grade ML solutions
Required skills
Machine learning
Statistics
EDA
Feature engineering
Model evaluation
Databricks
AWS
Model monitoring
About HCL Technologies
Pune
Headquarters