AI / ML Senior Developer
ITC Infotech · Pune
Collected role description
Role overview
AI / ML Senior Developer at ITC Infotech
Responsibilities
- Build and maintain end-to-end ML pipelines: data preprocessing, feature engineering, training, evaluation, and serving.
Employment details
- Location: PUNE
Additional role details
- Model Development Deployment Design, develop, and deploy MLDL models classification, regression, forecasting, recommendation, anomaly detection using Python and frameworks like scikit-learn, TensorFlow, PyTorch.
- Generative AI LLM Integration Develop GenAI applications using LLMs, RAG pipelines, vector databases, and frameworks like LangChain, LlamaIndex, or LangGraph.
- Fine-tune open-source LLMs e.g., Llama, Mistral for domain-specific tasks; implement human-in-the-loop workflows for quality and bias control.
- MLOps Productionization Containerize models Docker and orchestrate deployments Kubernetes; implement CICD for ML workflows.
- Set up monitoring for model drift, data quality, latency, and business impact; use tools like MLflow for experiment tracking.
- Collaboration Communication Work with cross-functional teams data engineers, domain experts, product owners to translate business requirements into AI solutions.
- Document architectures, training procedures, and performance benchmarks; present findings to technical and non-technical stakeholders.
Collected experience requirement
5-7 years