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Bosch GroupPosted 1 month ago

Data Scientist

On-siteBengaluru, Karnataka, India

Full TimeMid LevelDoctorate Or Professional DegreeSmall

Job Summary

Design, develop, test, and deploy Machine Learning models using state-of-the-art algorithms with a strong focus on language models, including LLMs, RAG, Agents, and VectorDBs. Mine and analyze data to identify critical product insights regarding customer discovery and experiences, then translate analytic insights into concrete, actionable recommendations for business or product improvement. Interact with the research team and key partners to build end-to-end AI/ML/NLP solutions for conversational AI, document understanding, and QnA, while building and improving reusable tools and modeling pipelines. Drive efforts to enable product and engineering leaders by sharing knowledge through clear communication, education, and data visualization.

Required Qualifications

  • 5 to 8 years of experience as Data Scientist or GenAI specialist
  • 2 to 3 years of experience in Generative AI solution development
  • Proven track record and experience with GenAI technologies
  • Open source LLMs like Llama, Gemma, Mixtral etc
  • Closed source LLMs such as Open AI GPT, Azure Open AI, Claude, Gemini etc
  • Prompt Engineering/Tuning, RAG, RAFT, LLM finetuning such as PEFT(LoRA, QLoRA ..)
  • Understanding of SLMs such as Phi3, BERT and Transformer architecture
  • Vector databases like Pincone, Qdrant etc
  • Good knowledge of advanced statistical methods
  • Experience working with Text Data using transformer-based model
  • Expertise with Python
  • Expertise with R
  • Expertise with Tensorflow
  • Expertise with Keras
  • Expertise with Pytorch
  • OpenNLP
  • CoreNLP
  • WordNet
  • NLTK
  • SpaCy
  • Gensim
  • Large Language Models
  • Knowledge Graphs
  • Good and experience of machine learning algorithms and ability to apply them in supervised and un-supervised NLP tasks
  • Knowledge of NLP algorithms that can handle various NLP tasks such as intent recognition, entity extraction, language modeling, text classification, question answering, text summarization, topic modeling and so on
  • Experience building and fine-tuning Language Models (LMs), such as BERT, ELMo, XLNet etc to solve bespoke NLP tasks
  • Tech savy and willing to work with open-Source Tools
  • Should have independently handled a project technically and provided directions to the other Team Members
  • Able to lead the project independently
  • Experience in turning ideas into actionable designs
  • Able to persuade stakeholders and champion effective techniques through development
  • Strong interpersonal and communication skills: ability to tell a clear, concise, actionable story with data, to folks across various levels of the company
  • Prior experience working on Mobility or Healthcare domain will be a plus
  • Design, develop, test, and deploy Machine Learning models using state-of-the-art algorithms with a strong focus on language models
  • Strong understanding of LLMs, and associated technologies like RAG, Agents, VectorDB and Guardrails
  • Hand-on experience in GenAI frameworks like LlamaIndex, Langchain, Autogen, etc
  • Experience in cloud services like Azure, GCP and AWS
  • Interact with our research team and with key partners in the market to build end-to-end AI/ML/NLP solutions: Conversational AI, document understanding and QnA
  • Mine and analyze data, applying statistical methods as necessary, pertaining to customers' discovery, and viewing experiences to identify critical product insights
  • Proactively develop new metrics and studies to quantify the value of different aspects of product
  • Drive efforts to enable product and engineering leaders to share your knowledge and insights through clear and concise communication, education, and data visualization
  • Translate analytic insights into concrete, actionable recommendations for business or product improvement
  • Build and improve reusable tools & modelling pipelines and support
  • BE,BTech,MCA or PHD
  • 5-8 years

Desired Qualifications

  • Good to have foundational knowledge on Cloud, API frameworks like Flask, Fast API, Swagger/Postman tools

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