Mô Tả Công Việc
FinOS Technology is a fintech company with the mission to provide simple, affordable and tech-enable financial products & service thought all digital ecosytem.Model Development & OptimizationMaintain and enhance existing AI models for OCR on Vietnamese ID cards (CCCD) and extend to other document types (passports, driver licenses, bank documents).Fine-tune and adapt state-of-the-art OCR/document models (Donut) for production use.Optimize training and inference pipelines for performance, scalability, and cost efficiency.Data Pipeline & Quality ManagementManage large datasets combining synthetic and real-world document images.Build preprocessing and augmentation pipelines: image quality checks, blur/rotation detection, Vietnamese text normalization, PII masking.Ensure data quality and evaluation consistency across multiple document types.Accuracy & Performance EvaluationDefine 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.Implement image/document quality control to prevent poor inputs from degrading OCR accuracy.Production & MonitoringDeploy, monitor, and maintain OCR models serving production workloads (100k+ documents/month).Investigate and resolve production failures, manage rollbacks, and improve system robustness.Collaborate with backend engineers to integrate OCR APIs with downstream systems.Collaboration & LeadershipMentor junior engineers in computer vision and OCR best practices.Contribute to the long-term roadmap for Document AI, beyond ID cards, to support broader fintech/eKYC and document processing needs.Document experiments, model updates, and operational practices.
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Yêu Cầu Công Việc
Must-have3+ years of AI/ML engineering experience with Python and PyTorch.Practical experience in OCR or Computer Vision (e.g., image preprocessing, OpenCV).Experience with Vietnamese text processing (accents, tokenization, normalization).Familiarity with deep learning model training and fine-tuning, preferably with HuggingFace Transformers or OCR frameworks (PaddleOCR, Tesseract).Experience deploying ML models into production environments.Experience scaling machine learning services for high traffic.Knowledge of Linux, Docker, and Git.Nice-to-haveKnowledge of MLOps tools (Weights & Biases, MLflow, DVC).Model optimization skills: quantization, distillation, ONNX/TensorRT.Background in fintech/eKYC or handling sensitive/PII data.🌟 Soft SkillsStrong ownership mindset: accountable for the full lifecycle of OCR models.Problem-solving ability: capable of debugging training and inference issues.Communication skills: explain ML concepts and findings to technical and non-technical stakeholders.Collaborative attitude: work closely with backend, product, and QA teams.⚙️ Tech StackPython, PyTorch, HuggingFace Transformers, PaddleOCROpenCV, PILDocker, LinuxGit, DVC (optional)MLflow / Weights & Biases (nice-to-have)
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Hình thức
Full-time
Quyền Lợi
Competitive salary package (Base salary and performance bonuses).Probation period salary is 100% of the official salary.Comprehensive health and accident insurance.15 days of annual leave, 3 days work from home/month.Provision of work equipment (Macbook/ Laptop, mouse, monitor, etc.).A creative and modern working environment.
Mức lương
Thỏa thuận
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