Description

Key Skills: Gen AI, Api Gateway, Lang chain, Lang graph, Python, Gemini, Machine Learning, GCP, NLP, MLOps

Roles and Responsibilities:

• Explore, clean, and analyse large, complex datasets to uncover patterns, trends, and opportunities that drive actionable insights. 
• Develop, train, and validate machine learning, statistical, and predictive models that solve real business problems and deliver measurable impact. 
• Design and run experiments (A/B tests, hypothesis tests, simulations) to evaluate ideas, quantify outcomes, and guide decision-making. 
• Collaborate with data engineers, analysts, product managers, and domain experts to translate business requirements into well-defined modelling tasks. 
• Build end-to-end ML pipelines--from feature engineering and preprocessing to deployment-ready model outputs. 
• Apply advanced techniques such as NLP, time-series forecasting, anomaly detection, optimisation, or LLM/GenAI methods where relevant. 
• Implement model evaluation frameworks using offline metrics, cross-validation, online experiments, and human-in-the-loop feedback loops. 
• Communicate insights clearly through dashboards, visualisations, written summaries, and presentations tailored to technical and non-technical stakeholders. 
• Ensure models are interpretable and explainable where required, providing transparency into key drivers and assumptions. 
• Work with engineering teams to deploy models into production, monitor performance, and retrain or recalibrate as data and conditions change.

Skills Required:

• Hands-on experience with GenAI,  Gemini or Open source LLMs and develop GenAI applications for Code Translation, Text Extraction,  Summarisation and SDLC Optimization etc.
• Hands-on Experience with AI Agents, Chat bots, RAG (Retrieval-Augmented Generation), and vector databases. ( PG vector / croma DB )
• Hands-on Experience with GenAI Performance Evaluation tools like Pegasus, Ragas, DeepEval
• Create Conversational Interface with React JS or other Frontend components, Develop and deploy AI agents using LangGraph and ADK, A2A, MCP
• Strong programming skills in Python (experience with LangChain/LangGraph / LangSmith frameworks) and TypeScript ( preferable )
• Solid understanding of LLMs, prompt engineering, and graph-based workflows.
• Knowledge and implementation of  Input and Output guardrails in addressing Hallucination, PII filtering, HAP and Bias etc.
• Implemented security best practices, Experience to address spikes and Denial of wallet attacks, DDoS attack and other Spike arrest strategies
• Knowledge of API Gateways and ISTIO , ability to Diagnose and intercept failures in End to End communication
• Hands-on Experience with API Development and Microservices architecture

Desirable skills/knowledge/experience:

• Strong experience applying machine learning, statistical modelling, and predictive analytics to real-world business problems. 
• Collaborate with cross-functional teams to ability to resolve end to end connectivity and Data Integrations
• Experience working with large, complex datasets, including data cleaning, feature engineering, and exploratory data analysis. 
• Familiarity with LLMs, NLP techniques, and GenAI frameworks, including embeddings, prompt engineering, or fine-tuning. 
• Experience building end-to-end ML pipelines, including model validation, optimisation, deployment, and monitoring. 
• Understanding of MLOps practices, including model versioning, model registries, CI/CD for ML, and automated training/inference workflows. 
• Ability to translate business problems into analytical tasks and communicate insights in a clear, concise manner to technical and non-technical audiences. 
• Knowledge of data governance, including data quality, lineage, ethics, privacy considerations, and responsible AI principles. 
• Comfort working with cloud platforms (GCP preferred) for model training, deployment, and scalable compute. 
• A growth-oriented mindset with enthusiasm for exploring new algorithms, tools, and emerging AI/ML techniques

Education:  Bachelor's or Master's degree in Engineering

Key Skills

Education

Any Graduate