Data Scientist

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Koantek

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Job Summary


Job Type
-

Seniority

Years of Experience
Information not provided

Tech Stacks
Python SQL Flask Azure Databricks CI Docker AWS

Job Description

About the Role:


We are looking for a Data Scientist with 3-9 years of experience in developing Natural Language Processing (NLP) and Generative AI (GenAI) solutions. The ideal candidate is hands-on with a proven track record of designing and developing agentic AI solutions within customer-facing roles. You will be responsible for researching and building state-of-the-art AI solutions that can perform multi-step reasoning to solve complex business challenges. Experience with Databricks (especially MLOps Stacks) is highly desirable.


Key Responsibilities:


  • Translate business challenges into solvable NLP and GenAI use cases, such as document understanding, web search, automated Q&A, summarisation, and workflow automation.
  • Stay updated with the latest GenAI/LLM advancements and evaluate them for feasibility and potential use.
  • Design, build, and deploy LLM-powered retrieval-augmented generation (RAG) pipelines and agentic AI solutions, including multi-step reasoning systems, tool-using agents, and associated pipelines.
  • Build basic UI frontends (e.g., using Streamlit, Flask) for internal demos or client-facing pilot GenAI applications.
  • Apply MLOps best practices including MLflow-based tracking, Docker containerization, and CI/CD for GenAI pipelines.
  • Develop customer demos and prototypes using Databricks MosaicAI suite.
  • Contribute to both internal R&D efforts and customer implementations, including rapid POCs and scalable production deployments.


Required Qualifications:


  • 3–9 years of implementation experience in machine learning, with a strong focus on NLP and GenAI applications in a customer-facing role.
  • Must have productionized machine learning or deep learning models.
  • Familiarity with SQL and working with large, complex datasets.
  • Proficiency in Python and NLP/LLM libraries/tools such as HuggingFace Transformers, LangChain, LangGraph, LlamaIndex, etc.
  • Practical experience with prompt engineering, chunking, vector embeddings, semantic search, RAG pipelines, and LLM fine-tuning.
  • Understanding of GenAI-specific challenges - hallucination, prompt security, rate limits, cost optimisation, etc.


Strong foundation in statistics, including:

  • Model assumptions and diagnostics.
  • Evaluation metrics and error analysis.
  • Probabilistic modelling, hypothesis testing, and uncertainty quantification.
  • Feature importance and interpretability techniques.


Experience in MLOps tools and processes, including:

  • Model versioning and experiment tracking (e.g., MLflow)
  • Containerization (Docker)
  • CI/CD for ML workflows (e.g., GitHub Actions, Azure DevOps, or similar)
  • Model monitoring and retraining workflows
  • Desirable: Hands-on experience with Databricks for model development and deployment.
  • Desirable: Familiarity with cloud environments and the native AI/ML-relate tools/services (Azure, AWS, or GCP).
  • Strong analytical and communication skills, with a demonstrated ability to convert business requirements into NLP/GenAI solutions.


Educational Background:

  • Bachelor’s or Master’s degree in Computer Science, Data Science, Mathematics, Statistics, Operational Research, or a related quantitative discipline.
  • Relevant certifications (e.g., Databricks certifications, AWS/Azure/GCP AI/ML certifications) are a plus.
  • Workplace Flexibility.
  • This is a hybrid role with remote flexibility.
  • On-site presence at customer locations will be required based on the project and business needs. Candidates should be willing and able to travel for short or medium-term assignments when necessary.


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