
AI ML Engineer
4 days ago
Role & responsibilities
- Define and execute the AI/ML roadmap for personalized recommendation features.
- Develop and deploy ML models into production using tools like FastAPI, Docker, MLFlow, and Airflow.
- Build and optimize recommendation systems using collaborative filtering, content-based filtering, and knowledge-based techniques.
- Integrate agentic AI workflows using LLMs (OpenAI APIs, Vertex AI) and Retrieval-Augmented Generation (RAG).
- Work with structured and unstructured data including user behavior, travel logs, and merchant/product metadata.
- Use Perplexity-style LLM architectures to enhance explainability and product/merchant discovery.
- Collaborate across backend, frontend, and data engineering teams for end-to-end system integration.
- Ensure scalable and secure deployment on cloud platforms (AWS, GCP, or Azure).
Preferred candidate profile
- 2 to 5 years of IT industry experience & min 2 years ML/AI model development, roadmap ownership, and production deployment.
- Proven experience deploying ML models with FastAPI, Docker, MLFlow, and Airflow.
- Strong hands-on expertise in Python, Pandas, scikit-learn, and recommendation libraries like LightFM or XGBoost.
- Solid understanding of recommender systems, including hybrid approaches combining collaborative and content-based filtering.
- Familiarity with agentic AI systems and LLM workflows (RAG, prompt engineering, conversational AI).
- Working knowledge of Vertex AI, OpenAI APIs, or Perplexity-style architectures for LLM-enhanced recommendations.
- Exposure to cloud environments (AWS/GCP/Azure) for training and serving ML models.
- Immediate availability is a must.
- Strong problem-solving skills, adaptability, and the ability to work independently in a fast-paced environment.
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