Ai/ml Developer

16 hours ago

Singapore COMBO TECHNOLOGY PTE. LTD. Full time

Job Description: AI/ML Developer

Position Overview

Core Technical Requirements:
1. AI/ML & Data Processing Skills
- Strong experience with document processing pipelines (OCR, text extraction, data normalization)
- Proficiency in natural language processing (NLP) for entity recognition and relationship extraction
- Experience with computer vision techniques for document layout analysis
- Knowledge of machine learning for tabular data extraction (invoice/bill parsing)
- Familiarity with large language models (LLMs) for document understanding
- Ability to implement custom rule engines for domain-specific logic

2. Programming & Backend Development
- Expert in Python with experience in:

- Data science stack (Pandas, NumPy, Scikit-learn)
- NLP libraries (SpaCy, NLTK, Hugging Face Transformers)
- Deep learning frameworks (PyTorch, TensorFlow)
- Experience with API development (FastAPI, Flask, Django)
- Knowledge of distributed processing for large document volumes
- Understanding of data security and compliance in financial data processing

3. Data Infrastructure & Cloud
- Experience with document storage and retrieval systems
- Knowledge of vector databases for semantic search
- Familiarity with cloud AI services (AWS Textract, Azure Form Recognizer, GCP Document AI)
- Experience with data pipeline orchestration (Airflow, Luigi)
- Understanding of scalable system architecture

4. Additional Valuable Skills
- Experience with financial document schemas (invoices, receipts, statements)
- Knowledge of pricing analysis and discount calculation methodologies
- Familiarity with multi-language document processing
- Experience with active learning systems for continuous model improvement
- Understanding of human-in-the-loop validation systems

**Qualifications**:

- 3+ years of professional experience in AI/ML development
- Strong background in applied machine learning (not just theoretical)
- Proven track record of production-grade document processing systems
- Degree in Computer Science, Data Science, or related technical field (or equivalent experience)

Project Expectations
- Design and implement end-to-end document processing systems
- Develop custom models for domain-specific extraction tasks
- Build scalable data pipelines for batch and real-time processing
- Implement quality control mechanisms for data extraction
- Optimize performance and accuracy of AI components

Application Requirements

Please provide:
1. Current resume/CV highlighting relevant experience

2. Code samples or GitHub profile demonstrating:

- Document processing implementations
- Data extraction pipelines
- Relevant ML/NLP projects

3. Brief description of your approach to:

- Handling varied document formats
- Ensuring extraction accuracy
- Scaling document processing systems

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