Senior Machine Learning Engineer, Synthetic Data & Document Understanding
ABBYYBangalore, India · Posted 3 months agoDescription
Join ABBYY and be part of a team that celebrates your unique work style. With flexible work options, a supportive team, and rewards that reflect your value, you can focus on what matters most – driving your growth, while fueling ours.
Our commitment to respect, transparency, and simplicity means you can trust us to always choose to do the right thing.
As a trusted partner for purpose-built AI and intelligent automation, we solve highly complex problems for our enterprise customers and put their information to work to transform the way they do business. Over 10,000 customers trust ABBYY, including many Fortune 500 ones. You will work on further developing a portfolio already containing client names such as DHL, Johnson & Johnson, FDA, DMV, PwC, KeyBank, Spotify, and H&R BLOCK.
About the Role
We are seeking a Senior Machine Learning Engineer – Synthetic Data & Document Understanding to own the synthetic data generation track within ABBYY’s Document AI Data team.
This role focuses on building generative pipelines that produce high-quality, diverse, and realistic synthetic training data at scale. You will ensure synthetic data meaningfully improves downstream model performance by maintaining strong alignment with real-world document structures, formats, and statistical properties.
This is an ideal role for engineers who combine deep generative modeling expertise with rigorous data quality evaluation and production engineering skills.
Key Responsibilities
Technical Development & Innovation
- Design and implement pipelines that analyze real documents to inform high-fidelity synthetic data generation
- Build generative systems capable of producing documents across diverse formats, layouts, and domains
- Develop evaluation frameworks to ensure synthetic data maintains distributional fidelity and diversity
- Research and apply generative modeling techniques suited for document AI training
- Identify and mitigate quality issues to ensure synthetic data is effective for downstream model training
- Partner with Modeling teams to measure the impact of synthetic data on model performance
Project Ownership & Leadership
- Own the synthetic data generation track end-to-end, from architecture to quality validation
- Drive architectural decisions balancing quality, diversity, scale, and cost efficiency
- Define and maintain data quality metrics and generation dashboards
- Collaborate closely with annotation teams to ensure compatibility with downstream pipelines
- Contribute to roadmap planning alongside Principal-level leadership
Infrastructure & Scale
- Build scalable pipelines capable of generating millions of synthetic training examples
- Implement post-processing, filtering, and validation mechanisms to remove low-quality outputs
- Design cost-efficient workflows balancing compute, quality, and throughput
- Develop monitoring systems to detect distribution shifts or quality degradation over time
- Collaborate with Platform teams on compute orchestration, storage, and scheduling
Qualifications
Education & Experience
- MS or PhD in Computer Science, Engineering, Mathematics, or related field
- 5+ years of experience in Machine Learning / AI, with focus on:
- Generative models
- Vision-Language Models (VLMs)
- Synthetic data systems
- Proven experience building and evaluating synthetic data pipelines for ML training
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