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Mid-level ML role, Hyderabad metro and generalist requirements drive high competition.
Core ML engineering skills are broadly transferable across industries despite healthcare context.
Explicit 3–4 years ML experience plus required ML libraries and SQL increases shortlisting strictness.
Support deployment and maintenance of machine learning models under senior engineers' guidance.
Assist in data preprocessing, feature engineering, model training, evaluation, and documentation.
Collaborate with team members to meet project milestones and contribute to code quality through reviews.
Bachelor's degree in Computer Science, Engineering, Mathematics, or related field.
3 to 4 years of machine learning engineering experience.
Experience with machine learning libraries (scikit-learn, TensorFlow, Keras) and data manipulation (NumPy, Pandas).
Experience with SQL for querying.
Familiarity with machine learning algorithms and data structures with hands-on coding experience.
Experience working in collaborative team environments following technical guidance.
Exposure to cloud platforms (AWS or Azure), version control (Git), and data visualization tools is a plus but not mandatory.