Key Responsibilities Model Development & Optimization
- Independently design and train robust, reusable AI/ML models using frameworks like Kubeflow, PyTorch, TensorFlow, or HuggingFace.
- Apply advanced techniques in deep learning, NLP, computer vision, and classical ML, ensuring models are explainable and scalable.
- Optimize models for accuracy, speed, and resource efficiency, and collaborate with Data Engineers on deployment readiness. AI/ML System Design
- Translate business use cases into scalable AI model architectures, including design of pre-processing strategies and feature engineering approaches.
- Ensure alignment between data characteristics, model architecture, and expected system behavior in production.
- Collaborate on integration patterns with Data Engineers to embed AI models in downstream workflows. Documentation & Standards
- Write transparent documentation on model assumptions, architecture choices, evaluation criteria, and recommended usage.




- Contribute to the standardization of model development guidelines within the AI team to ensure reproducibility and traceability.

Stakeholder Collaboration & Delivery
- Support scoping and delivery of AI features and enhancements within broader data product initiatives.
- Partner with domain experts, business stakeholders, and functional analysts to iterate on model design and results interpretation.
- Adapt solutions based on feedback and performance monitoring, ensuring business value is realized.

Innovation & Capability Building
- Stay up to date on emerging AI/ML methods, tools, and frameworks, and explore how these can improve our modeling practices.
- Share findings and contribute to team learning sessions, playbooks, or prototyping initiatives. Security & Compliance in AI
- Design models with appropriate data privacy, access control, and bias mitigation considerations.
- Ensure models meet compliance, governance, and interpretability standards relevant to the business context.

Mentoring & Community
- Me

📌 AI engineer-5 (Pune Division)
🏢 TVH
📍 Pune Division