Senior AI/ML Engineer

Model Development & Optimization
· Optimize training and inference pipelines for performance, scalability, and cost efficiency.
· Fine- tune and adapt state- of- the- art OCR/document models (Donut) for production use.
· Maintain and enhance existing AI models for OCR on Vietnamese ID cards (CCCD) and extend to other document types (passports, driver licenses, bank documents).
Data Pipeline & Quality Management
· Build preprocessing and augmentation pipelines: image quality checks, blur/rotation detection, Vietnamese text normalization, PII masking.
· Manage large datasets combining synthetic and real- world document images.
· Ensure data quality and evaluation consistency across multiple document types.
Accuracy & Performance Evaluation
· Implement image/document quality control to prevent poor inputs from degrading OCR accuracy.
· Define and monitor evaluation metrics: character/word accuracy, exact match rate, edit distance, latency.
· Analyze failed predictions (e.g., accents, truncated fields, misrecognized entities) and integrate findings into retraining cycles.
Production & Monitoring
· Collaborate with backend engineers to integrate OCR APIs with downstream systems.
· Investigate and resolve production failures, manage rollbacks, and improve system robustness.
· Deploy, monitor, and maintain OCR models serving production workloads (100k+ documents/month).
Collaboration & Leadership
· Contribute to the long- term roadmap for Document AI, beyond ID cards, to support broader fintech/eKYC and document processing needs.
· Mentor junior engineers in computer vision and OCR best practices.
· Document experiments, model updates, and operational practices.

Must- have
· Experience with Vietnamese text processing (accents, tokenization, normalization).
· Experience deploying ML models into production environments.
· Familiarity with deep learning model training and fine- tuning, preferably with HuggingFace Transformers or OCR frameworks (PaddleOCR, Tesseract).
· Experience scaling machine learning services for high traffic.
· Practical experience in OCR or Computer Vision (e.g., image preprocessing, OpenCV).
· Knowledge of Linux, Docker, and Git.
· 3+ years of AI/ML engineering experience with Python and PyTorch.
Nice- to- have
· Background in fintech/eKYC or handling sensitive/PII data.
· Knowledge of MLOps tools (Weights & Biases, MLflow, DVC).
· Model optimization skills: quantization, distillation, ONNX/TensorRT.
Soft Skills
· Collaborative attitude: work closely with backend, product, and QA teams.
· Problem- solving ability: capable of debugging training and inference issues.
· Strong ownership mindset: accountable for the full lifecycle of OCR models.
· Communication skills: explain ML concepts and findings to technical and non- technical stakeholders.
Tech Stack
· Docker, Linux
· OpenCV, PIL
· Git, DVC (optional)
· MLflow / Weights & Biases (nice- to- have)
· Python, PyTorch, HuggingFace Transformers, PaddleOCR

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Cập nhật gần nhất lúc: 2025-11-06 18:45:03