AI / ML Senior Developer
ITC Infotech · Pune
Source and collection record
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Employer requisition: PCIIL_0000264396_1
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Collected role description
Model Development Deployment Design, develop, and deploy MLDL models classification, regression, forecasting, recommendation, anomaly detection using Python and frameworks like scikit-learn, TensorFlow, PyTorch. Build and maintain end-to-end ML pipelines: data preprocessing, feature engineering, training, evaluation, and serving. 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