Middle/Senior ML Engineer IRC289012

Description

The Client is one of the leaders in medical science for more than 40 years, who committed to solving the challenges that matter most – united by a deep caring for human life. The mission is to advance science for life and transform lives through innovative medical solutions that improve patient lives, create value for end-users, and support the employees and the communities in which the Client operates.

So, choosing a career with our team isn’t just business, it’s personal. And if you’re a natural problem-solver with the imagination, determination, and spirit to make a meaningful difference to people worldwide, we encourage you to apply and look forward to connecting with you!

Requirements

We are looking for a specialized Machine Learning Engineer to build an end-to-end Automated Document Comparison & Compliance System. In this role, you will develop a pipeline that ingests complex regulatory documents, identifies critical entities, and detects semantic changes between versions. You will bridge the gap between unstructured documents (PDFs, scans) and structured, actionable insights for regulatory teams.

• Core Language: Expert-level proficiency in Python.
• NLP Frameworks: Strong experience with spaCy, Hugging Face Transformers, and NLTK.
• Document Intelligence: Hands-on experience with OCR tools and LayoutLM (or similar document understanding models).
• Computer Vision: Familiarity with OpenCV or similar libraries for image processing and symbol detection.
• Embeddings: Deep understanding of vector databases and semantic search techniques.
• General ML: Proficiency with PyTorch or TensorFlow.
  
  
  

Nice-to-Have

• Experience working with highly regulated documents (Medical, Legal, or Financial).
• Experience extracting data from complex tables within PDFs.
  
  
  

Job responsibilities

• Intelligent Document Processing (OCR & Layout Analysis)
  
  
  

Pipeline Building: Develop pipelines to convert scanned and digital documents into machine-readable formats using OCR tools (e.g., Tesseract, AWS Textract, or Azure Form Recognizer).

Segmentation: Implement logic to segment documents into structural blocks: headers, paragraphs, tables, and images to normalize the structure for comparison.

• NLP & Entity Recognition (NER)
  
  
  

Custom NER Models: Train and fine-tune Named Entity Recognition (NER) models to extract domain-specific entities such as device names, dosages, warnings, and regulatory standards.

Data Structuring: Map extracted entities to predefined categories to enable “focused comparison” of medically/legally relevant content rather than just simple text matching.

• Semantic Analysis & Change Detection
  
  
  

Embeddings & Alignment: Use Semantic Embeddings (e.g., BERT, RoBERTa, Sentence Transformers) to align text blocks across different document versions, even when content has moved.

Granular Diffing: Create algorithms to detect “Modified,” “Added,” or “Removed” content at the sentence/phrase level, ensuring high traceability for audit logs.

• Computer Vision (Image & Symbol Analysis)
  
  
  

Visual Comparison: Build Computer Vision modules to extract and compare non-text elements like figures, diagrams, and regulatory symbols.

Compliance Checks: Automate the detection of changes in pictograms or visual warnings to ensure visual compliance.

• Output Generation
  
  
  

Work with backend teams to convert ML findings into structured comparison tables and narrative summaries for export to Excel/Word/PDF.

What we offer

Culture of caring. At GlobalLogic, we prioritize a culture of caring. Across every region and department, at every level, we consistently put people first. From day one, you’ll experience an inclusive culture of acceptance and belonging, where you’ll have the chance to build meaningful connections with collaborative teammates, supportive managers, and compassionate leaders.

Learning and development. We are committed to your continuous learning and development. You’ll learn and grow daily in an environment with many opportunities to try new things, sharpen your skills, and advance your career at GlobalLogic. With our Career Navigator tool as just one example, GlobalLogic offers a rich array of programs, training curricula, and hands-on opportunities to grow personally and professionally.

Interesting & meaningful work. GlobalLogic is known for engineering impact for and with clients around the world. As part of our team, you’ll have the chance to work on projects that matter. Each is a unique opportunity to engage your curiosity and creative problem-solving skills as you help clients reimagine what’s possible and bring new solutions to market. In the process, you’ll have the privilege of working on some of the most cutting-edge and impactful solutions shaping the world today.

Balance and flexibility. We believe in the importance of balance and flexibility. With many functional career areas, roles, and work arrangements, you can explore ways of achieving the perfect balance between your work and life. Your life extends beyond the office, and we always do our best to help you integrate and balance the best of work and life, having fun along the way!

High-trust organization. We are a high-trust organization where integrity is key. By joining GlobalLogic, you’re placing your trust in a safe, reliable, and ethical global company. Integrity and trust are a cornerstone of our value proposition to our employees and clients. You will find truthfulness, candor, and integrity in everything we do.

About GlobalLogic

GlobalLogic, a Hitachi Group Company, is a trusted digital engineering partner to the world’s largest and most forward-thinking companies. Since 2000, we’ve been at the forefront of the digital revolution – helping create some of the most innovative and widely used digital products and experiences. Today we continue to collaborate with clients in transforming businesses and redefining industries through intelligent products, platforms, and services.