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Zimmer Biomet is hiring for an FRESHER entry level Data Scientist role in India




Position:

Data Scientist

Company:

Zimmer Biomet

Location:

Bangalore, Karnataka, India

Job Type:

Full Time

Job Mode:

Hybrid (3 Days in Office)

Job Requisition ID:

10046

Years of Experience:

0 to 3 Years (Estimated based on role requirements)

Company Description

  • Zimmer Biomet is a globally recognized medical technology organization with a legacy spanning nearly a century.

  • The company is dedicated to improving patient mobility and enhancing quality of life through innovative healthcare solutions.

  • Its products and technologies are widely used across hospitals, healthcare institutions, and medical facilities around the world.

  • The organization has established itself as a trusted leader in orthopedic and musculoskeletal healthcare technologies.

  • Every few seconds, a patient somewhere in the world benefits from a Zimmer Biomet product or technological solution, demonstrating the company's large global impact.

  • Innovation remains one of the central pillars of the organization’s long term strategy.

  • The company invests heavily in technology, research, analytics, digital transformation, and artificial intelligence to improve healthcare outcomes.

  • Zimmer Biomet promotes a culture that values collaboration, accountability, inclusion, and continuous improvement.

  • Employees are encouraged to contribute ideas that help solve meaningful healthcare challenges.

  • The company supports professional growth through learning opportunities, development programs, mentorship initiatives, and exposure to global projects.

  • Team members benefit from employee resource groups that help foster diversity and inclusion.

  • Zimmer Biomet places significant emphasis on employee wellbeing and offers various wellness related initiatives.

  • Recognition programs are designed to reward performance, innovation, teamwork, and contributions to organizational goals.

  • The organization encourages employees to bring their authentic selves to work and promotes a workplace built on respect and equal opportunity.

  • Flexible working arrangements are offered where possible to support work life balance.

  • The company continues to invest in advanced technologies including data science, machine learning, automation, and artificial intelligence.

  • Digital transformation initiatives play an important role in supporting business functions across procurement, sourcing, operations, supply chain, and healthcare innovation.

  • Employees gain exposure to global stakeholders and cross functional teams.

  • The company maintains a strong commitment to ethical business practices and responsible innovation.

  • By joining Zimmer Biomet, professionals become part of a mission driven organization focused on improving lives through technology and healthcare innovation.

Profile Overview

  • Zimmer Biomet is seeking a Data Scientist who possesses strong expertise in Natural Language Processing and Large Language Models.

  • The position is focused on leveraging artificial intelligence to transform procurement and strategic sourcing operations.

  • The successful candidate will work with both commercial SaaS based language models and self hosted open source language models.

  • The role requires active involvement in building practical AI driven solutions rather than purely theoretical research.

  • A major focus will be placed on extracting value from large volumes of unstructured business data.

  • Examples of such data include supplier communications, procurement documents, contracts, market intelligence reports, specifications, and sourcing related content.

  • The individual will develop systems capable of converting raw information into meaningful insights that can support business decision making.

  • Responsibilities include creating intelligent applications that help improve sourcing effectiveness and procurement efficiency.

  • The role combines elements of machine learning, data science, NLP engineering, prompt engineering, and AI solution development.

  • The candidate will participate in designing, testing, evaluating, and deploying advanced NLP solutions.

  • Significant collaboration with sourcing and procurement teams will be required.

  • Business requirements must be translated into practical AI solutions capable of generating measurable value.

  • The position involves experimentation with emerging AI technologies and modern language model architectures.

  • The professional will contribute to internal AI innovation efforts and support adoption of best practices across teams.

  • Strong communication skills are essential because the role requires explaining technical concepts to business stakeholders.

  • The position offers opportunities to work on cutting edge AI use cases involving retrieval augmented generation and domain specific language models.

  • Exposure to large scale enterprise data environments will be a key component of daily responsibilities.

  • The individual will help establish scalable frameworks that can be expanded across multiple procurement functions.

  • This role provides an opportunity to work at the intersection of healthcare technology, procurement transformation, and artificial intelligence.

  • It is an excellent position for professionals interested in applying modern AI techniques to solve real world business challenges.

Qualifications

  • Candidates should possess a strong educational and practical background in Data Science, Machine Learning, Artificial Intelligence, Computer Science, Analytics, or related disciplines.

  • Demonstrated understanding of Natural Language Processing methodologies is highly important.

  • Applicants should be comfortable working with tokenization techniques and text preprocessing workflows.

  • Experience with vector embeddings and semantic search approaches is desirable.

  • Knowledge of transformer architectures and modern language model frameworks is expected.

  • Familiarity with sequence modeling techniques and deep learning concepts will be beneficial.

  • Exposure to parameter efficient fine tuning approaches such as LoRA and QLoRA is preferred.

  • Hands on experience working with Large Language Models is an important requirement.

  • Candidates should understand prompt design strategies and methods for improving model responses.

  • Experience evaluating model performance using appropriate metrics and testing frameworks is valuable.

  • Strong Python programming skills are required.

  • Applicants should have experience using machine learning and NLP libraries.

  • Familiarity with frameworks such as PyTorch, Hugging Face, and spaCy is advantageous.

  • Ability to work with large scale unstructured text datasets is expected.

  • Candidates should understand challenges associated with data quality and preprocessing.

  • Knowledge of model limitations, fairness considerations, and bias related issues is important.

  • Familiarity with retrieval augmented generation workflows is considered a strong advantage.

  • Understanding vector databases and embedding search technologies can help candidates succeed in this position.

  • Experience deploying machine learning models in enterprise environments is beneficial.

  • Knowledge of APIs and production deployment workflows will be valuable.

  • Exposure to MLOps concepts such as model monitoring and lifecycle management is preferred.

  • Understanding reproducible machine learning pipelines is important.

  • Candidates should possess strong analytical thinking and problem solving capabilities.

  • Communication skills should be strong enough to interact with both technical and non technical audiences.

  • The ability to understand business requirements and translate them into technical solutions is highly desirable.

  • Teamwork and collaboration skills are essential because the role involves extensive cross functional interaction.

  • Curiosity about emerging AI technologies and willingness to continuously learn new tools will contribute to success.

  • Experience with procurement, sourcing, contract analysis, or supply chain related datasets would be beneficial.

  • Candidates should be capable of working independently while also contributing effectively within collaborative environments.

  • Strong organizational skills and attention to detail will help ensure successful project execution.

Key Responsibilities

NLP and Large Language Model Development

  • Design NLP pipelines capable of processing large amounts of unstructured textual information.

  • Build classification systems that automatically categorize documents and business content.

  • Develop information extraction frameworks for identifying relevant details from contracts and procurement records.

  • Create text summarization solutions that improve accessibility of lengthy business documents.

  • Implement entity recognition systems to identify suppliers, products, contractual terms, and business entities.

  • Build similarity search capabilities for efficient information retrieval.

  • Design and optimize prompt engineering strategies.

  • Develop retrieval augmented generation architectures to improve model accuracy.

  • Evaluate model performance using structured testing approaches.

  • Improve model efficiency in terms of speed, memory consumption, and operational costs.

  • Fine tune open source language models for domain specific applications.

  • Support deployment and maintenance of enterprise AI solutions.

Strategic Sourcing and Procurement Applications

  • Build AI solutions that enhance supplier analysis and benchmarking activities.

  • Create systems that assist in supplier comparison and evaluation.

  • Support contract review and clause analysis initiatives.

  • Develop tools capable of extracting metadata from contractual documents.

  • Enhance spend categorization and procurement data enrichment efforts.

  • Improve RFQ and RFP generation processes using AI.

  • Assist stakeholders in evaluating procurement responses.

  • Develop solutions that provide supplier intelligence insights.

  • Support market intelligence gathering and analysis activities.

  • Transform sourcing challenges into AI driven business solutions.

Data Engineering and MLOps

  • Work with structured and unstructured datasets from various sources.

  • Design data processing workflows for enterprise scale environments.

  • Develop reproducible model training pipelines.

  • Support model evaluation and validation processes.

  • Collaborate on deployment mechanisms including APIs and internal tools.

  • Improve maintainability of AI solutions.

  • Ensure traceability and governance standards are maintained.

  • Contribute to scalable machine learning infrastructure initiatives.

Stakeholder Collaboration

  • Partner closely with sourcing professionals and procurement teams.

  • Collaborate with analytics specialists and domain experts.

  • Understand operational challenges and business objectives.

  • Present findings and recommendations to stakeholders.

  • Explain model outputs and limitations clearly.

  • Support organizational AI adoption initiatives.

  • Contribute to AI governance and best practice development.

  • Participate in cross functional innovation projects.

Additional Information

  • The role is based in Bangalore, India.

  • Employees are expected to work in a hybrid model with office attendance three days per week.

  • The position sits within the Supply Chain function.

  • The opportunity offers exposure to advanced artificial intelligence initiatives.

  • Professionals will gain experience with both commercial and open source language models.

  • The role provides practical experience in enterprise NLP implementation.

  • Employees will contribute to strategic procurement transformation programs.

  • Exposure to real world AI deployment environments will be significant.

  • The position offers opportunities to collaborate with international teams and stakeholders.

  • Candidates will work on impactful projects that influence sourcing and procurement decisions.

  • The organization encourages innovation and experimentation with emerging technologies.

  • Team members will gain experience working with large scale enterprise data environments.

  • Continuous learning and professional growth are strongly supported.

  • Exposure to modern AI architectures and enterprise deployment frameworks will help strengthen technical expertise.

  • The role combines business understanding with technical execution.

  • Professionals will contribute to improving operational efficiency through intelligent automation.

  • Experience gained in this position can support long term career growth in Data Science, AI Engineering, NLP Engineering, and Machine Learning.

  • The organization values diversity, inclusion, collaboration, and employee wellbeing.

  • Employees have opportunities to contribute ideas that shape future AI initiatives.

  • This position represents a strong opportunity for professionals seeking meaningful work at the intersection of healthcare technology, procurement transformation, and artificial intelligence.


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