Ai Ml Engineer

3 weeks ago


Bengaluru, India Quest Global Full time

Job Requirements

Position: Lead AI/ML Developer

Experience: 6+ years (with at least 3+ years in AI/ML/NLP projects)

We are seeking a highly skilled Lead AI/ML Developer to design and implement next-generation AI-powered knowledge management systems. The ideal candidate will have expertise in document understanding, LLMs, multimodal AI, and agentic AI systems.

You will lead the development of a co-pilot-style solution capable of ingesting, processing, and reasoning over large volumes of documents (PDFs, scanned images, engineering drawings, invoices, P&IDs, SOPs, etc.), and delivering accurate, context-aware answers to user queries.

This role requires deep expertise in both cloud-native (Azure) and open-source AI ecosystems, with the ability to design autonomous, agent-driven workflows that integrate multiple tools, APIs, and data sources.

Work Experience

Key Responsibilities

AI/ML Solution Design & Development

  • Architect and implement document understanding pipelines (structured + unstructured data).
  • Build retrieval-augmented generation (RAG) systems and LLM-based copilots for enterprise knowledge management.
  • Develop agentic AI workflows (using LangChain Agents, Semantic Kernel, AutoGen, etc.) for multi-step reasoning and automation.
  • Integrate OCR, computer vision, and NLP models to process scanned PDFs, engineering drawings, invoices, and P&ID diagrams.
  • Fine-tune and optimize LLMs (OpenAI, Azure OpenAI, Hugging Face, LLaMA, etc.) for enterprise use.

Cloud & Data Engineering

  • Build scalable AI solutions on Azure tech stack (Azure AI Search, Cognitive Services, Azure OpenAI, Azure Functions, Blob Storage, AKS).
  • Implement vector databases (e.g., Pinecone, Weaviate, Azure AI Search, FAISS) for semantic and multimodal search.
  • Design and manage efficient data pipelines using Python, SQL, and distributed processing frameworks.

Full-Stack Collaboration

  • Work with front-end developers (React) to integrate AI services into user-friendly applications.
  • Ensure smooth API design and deployment of AI services.

Performance & Governance

  • Ensure system scalability, low latency, and cost efficiency.
  • Apply best practices for responsible AI (bias mitigation, data security, compliance).

Required Skills & Qualifications

Core AI/ML Expertise

  • Strong hands-on experience in NLP, LLMs, RAG, and multimodal AI.
  • Proven experience building agentic AI workflows (LangChain Agents, Microsoft Semantic Kernel, AutoGen, CrewAI, Haystack agents).
  • Proficiency with document AI, OCR, computer vision, and structured document parsing.
  • Expertise in transformer-based models (BERT, GPT, LLaMA, etc.), fine-tuning, and prompt engineering.
  • Knowledge of knowledge graphs, embeddings, and semantic search.
  • Programming & Tools
  • Strong skills in Python (PyTorch, TensorFlow, Hugging Face, LangChain, LlamaIndex, OpenAI SDKs).
  • Experience with data processing & ETL pipelines (Pandas, Spark, Dask).
  • Familiarity with React, REST APIs, FastAPI/Flask/Django for service integration.
  • Strong in SQL (MS SQL), data modeling, and optimization.

Cloud & Infrastructure

  • Experience with Azure AI stack: Azure Cognitive Services, Azure OpenAI, Azure AI Search, Blob Storage, Azure Functions, AKS.
  • Hands-on with MLOps pipelines (Azure ML, MLflow, CI/CD, Kubeflow).
  • Knowledge of containerization & orchestration (Docker, Kubernetes).

Other Preferred Skills

  • Experience with vector databases (Pinecone, Weaviate, Milvus, FAISS, Azure AI Search).
  • Exposure to scanned document/image processing (Azure Form Recognizer, LayoutLM, Detectron, Tesseract OCR).
  • Familiarity with engineering/industrial documents (P&ID, CAD drawings, invoices).
  • Understanding of data privacy, security, and compliance in enterprise AI.

Education & Experience

  • Bachelors or Master's in Computer Science, Data Science, AI/ML, or related field.
  • 6+ years of overall development experience, with at least 3+ years in AI/ML-focused projects.
  • Proven track record of delivering enterprise-grade AI/ML and agentic systems.
  • Experience in mentoring junior developers and working in agile product teams.

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