Machine Learning Engineer

Entry Level (1–5 years)

Mandatory Skills:

• Python
• TensorFlow/PyTorch basics
• Understanding of ML algorithms

Preferred Skills:

• Exposure to data preprocessing tools (Pandas, NumPy)
• Basic cloud AI services

Mid Level (5–12 years)

Mandatory Skills:

• Model development & deployment
• REST API integration for ML models

Preferred Skills:

• Experience with NLP, deep learning
• Cloud ML platforms (AWS SageMaker, Azure AI)

Expert (12+ years)

Mandatory Skills:

• Designing scalable ML systems
• Advanced statistical modeling

Preferred Skills:

• Leadership in AI strategy
• Cutting-edge frameworks (Transformers, LLMs)