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Principal AI/ML Engineer

1 month ago

Bengaluru, Karnataka, India ScaleneWorks Full time
Job Description

This role is part of an AI/ML team that is already working on projects involving Generative AI, Information Retrieval, NLP/NER/RE, document classification, and data science. The team has won awards and recognition for its work and is looking for a versatile individual who can quickly understand domain data and requirements and translate them into solutions.

Key Responsibilities
  • Design and develop RAG-based applications
  • LLM fine-tuning, including preparation of training sets from internal data
  • Evaluating use-case specific LLMs
  • NLP: Named Entity Recognition across a variety of unstructured data
  • Evaluating and training BERT-like models such as GLiNER, NuNER for NER tasks
  • Analysing trade-offs between these models and LLMs for NLP tasks
  • Relationship Extraction: Evaluating different models for use-case specific RE, such as ATG
  • Document and text Classification
  • Data Science: Data clustering algorithms, feature engineering
  • Evaluate and integrate new technologies and models
  • Cross-team collaboration, identifying innovations and architecting solutions
  • Provide leadership and technical direction to various business units and partners
Requirements
  • Bachelor's degree in computer science
  • 5+ years of experience working in AI/ML
  • Generative AI: Demonstratable experience of RAG, including chunking strategies, vectorising and indexing data, retrieval strategies and reranking, prompting strategies, function calling
  • AI/ML: Hands on experience with training and evaluating BERT-like models in real-world applications, especially in NLP or classification problems
  • Hands on experience with ML tools like TensorFlow, PyTorch etc.
  • Some experience with MLOps would be very beneficial
  • Experience with data science libraries such as NLTK, Scikit-learn, SciPy, (Sci)SpaCy etc.
  • Experience with building search applications using Azure Search, Sinequa, Elastic or anything Lucene-based would come in handy but is not necessary
  • Familiarity with Azure cloud (AKS, Azure AI, ADF, Document Intelligence etc.), though you'll work with experts to gain this skill as well
  • Excellent problem-solving and programming skills in Python
  • Excellent communication skills
What We Offer

As a member of our AI/ML team, you will have the opportunity to work on a mixture of the following:

  • Generative AI
  • AI/ML

You will interact with architects, software and data engineers, modelers, data scientists, other AI/ML engineers, product owners as well as other team members in Clinical Solutions and R&D. You will actively participate in creating technical solutions, designs, implementations and participate in the relentless improvement of R&D Tech systems in alignment with agile and DevOps principles.

We are looking for demonstrable expertise across a selection of the following key competencies: Generative AI, model building, training and evaluation, natural language processing, classification problems and software development. You should also be versed in agile ways of working, source control and the Azure cloud.

We are an equal opportunities employer and welcome applications from all qualified candidates. Please submit your application, including your resume and a cover letter, to [insert contact information].