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2 Days ago

Ekloud - Lead Data Scientist - Generative AI

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Kolkata, West Bengal, India
Information Technology
Full-Time
Ekloud, Inc.

Overview

About The Role

We are seeking an accomplished and hands-on Lead Data Scientist to drive advanced AI initiatives, specifically within the realm of Agentic AI, Large Language Models (LLMs), and Generative AI (GenAI). This is a critical leadership position for a client-facing role that requires deep technical expertise, architectural foresight, and the ability to guide teams of LLM experts, GenAI engineers, and applied ML/DL practitioners.

The ideal candidate will not only possess a robust foundation in machine learning and deep learning, but also demonstrate strong proficiency in modern LLM ecosystems, prompt engineering, agentic workflows, cloud-native deployments, and production-grade MLOps practices.

Key Responsibilities

  • Lead design, development, and deployment of LLM-augmented AI solutions and agentic frameworks for enterprise-grade applications.
  • Architect fine-tuning, retrieval-augmented generation (RAG) pipelines, and multi-modal LLM integrations using embedding techniques and context-aware mechanisms.
  • Define and drive end-to-end ML lifecycle, from data exploration and feature engineering to model development, validation, deployment, and monitoring.
  • Conduct advanced exploratory data analysis (EDA), hypothesis testing, and statistical modeling to support data-driven decision making.
  • Collaborate with cross-functional teams across engineering, DevOps, cloud architecture, and product to ensure scalable and efficient AI solutions.
  • Lead code quality, maintainability, and modularity through clean architecture principles (Hexagonal Architecture, DDD, TDD).
  • Guide the team in using AI-assisted development tools for enhanced productivity and intelligent automation.
  • Present findings, insights, and progress updates to internal stakeholders and external clients with clarity and confidence.

Mandatory Technical Skills : & Frameworks :

Python (5+ years) : Strong command of Python for data science, including use of :

  • Pandas, numpy, matplotlib, seaborn
  • Code formatting and static analysis tools : pylint, black, flake8, mypy

Machine Learning & Deep Learning

Practical experience with :

  • Supervised & Unsupervised Learning
  • Scikit-learn, XGBoost, CatBoost, LightGBM
  • Regression, Classification, Clustering, Dimensionality Reduction
  • Model interpretability techniques (SHAP, LIME)

LLMs & Generative AI

Expertise in :

  • Fine-tuning LLMs (e.g., GPT, LLaMA, Falcon, Mistral)
  • RAG Pipelines, Embeddings, Multi-modal LLM architectures
  • Prompt Engineering, Token Optimization, Context Window Management
  • Understanding of Transformers, Attention Mechanisms, LoRA/PEFT

AI Developer Tools

Hands-on with :

  • AI-assisted coding via VSCode integrations
  • Advanced usage of Codium AI, Cursor, GitHub Copilot
  • Integration of custom Copilot-like agents into dev pipelines

Cloud & DevOps

Experience deploying ML models on :

  • AWS (SageMaker, EC2, Lambda)
  • Google Cloud (Vertex AI)
  • Azure ML Services

Containerization & Deployment

  • Docker, Kubernetes, Terraform
  • Serving models via REST APIs, gRPC, or FastAPI

Software Engineering Best Practices

Experience in :

  • Hexagonal Architecture
  • Domain-Driven Design (DDD)
  • Test-Driven Development (TDD)
  • CICD pipelines, GitOps practices

Version Control

Proficient with :

  • Git, Bitbucket, Pull/Merge request workflows

Preferred Qualifications

  • Prior experience with LangChain, Haystack, LlamaIndex, OpenAI APIs
  • Exposure to multi-agent orchestration frameworks like Autogen, CrewAI, LangGraph
  • Familiarity with VectorDBs (Pinecone, Weaviate, FAISS, Chroma)
  • Understanding of MLOps tooling : MLflow, Weights & Biases, BentoML

(ref:hirist.tech)
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