AI/ML/Computer Vision Engineer

Key Responsibilities

1. Document Processing & OCR Systems

• Develop and maintain advanced OCR (Optical Character Recognition) pipelines using multiple engines (Tesseract, PaddleOCR, EasyOCR, DocLLM, Donut, Pix2Struct)

• Implement document analysis systems for PDF processing, table extraction, and layout detection

• Build extraction and analysis systems

• Develop BOM (Build of Materials) extraction and numbering detection systems

• Create document type classification and routing systems

2. Computer Vision & Image Processing

• Develop computer vision models for asset detection and recognition

• Implement image preprocessing and enhancement techniques using OpenCV

• Build object detection systems using YOLO and custom trained models

• Create image classification systems for various document types

• Develop various detection and verification systems

3. Machine Learning & Deep Learning

• Design and implement machine learning models for predictive analytics

• Develop systems using ML algorithms

• Build recommendation systems and matching algorithms

• Implement model training, validation, and deployment pipelines

• Create automated model retraining and fine-tuning systems

4. Natural Language Processing

• Develop NLP systems for analysis and extraction

• Implement text processing and information extraction pipelines

• Build document summarization and key information extraction systems

• Create variable extraction and placeholder mapping systems

5. Full Stack Development

• Develop RESTful APIs using FastAPI and Python

• Implement database systems using MongoDB and Azure Cosmos DB

• Create microservices architecture and API integrations

• Develop automated testing and CI/CD pipelines

Required Skills & Experience

Programming Languages & Frameworks

• **Python** (Advanced proficiency required)

• **FastAPI** for building high-performance APIs

• **TensorFlow** and **PyTorch** for deep learning

• **OpenCV** for computer vision applications

• **Pandas, NumPy, Scikit-learn** for data manipulation and ML

AI/ML Technologies

• **OCR Engines**: Tesseract, PaddleOCR, EasyOCR, DocLLM, Donut, Pix2Struct

• **Computer Vision**: YOLO, OpenCV, image processing libraries

• **NLP**: Transformers, LayoutLMv3, sentence transformers, LLama 3, Gpt4o and other opensource LLMs

• **ML Frameworks**: TensorFlow, PyTorch, scikit-learn

• **Model Deployment**: TensorFlow Lite, ONNX, model serving

Document Processing

• **PDF Processing**: PyMuPDF, pdfplumber, camelot-py

• **Document Analysis**: Layout detection, table extraction, text extraction

• **File Formats**: PDF, DOCX, image formats (PNG, JPG, etc.)

Databases & Cloud

• **MongoDB** and **Azure Cosmos DB**

• **Azure Blob Storage** for file management

• **Cloud Platforms**: Azure (preferred), AWS, or GCP

• **Database Design**: Schema design, indexing, query optimization

DevOps & Tools

• **Docker** for containerization

• **Azure DevOps** for CI/CD pipelines

• **Git** for version control

• **Linux/Unix** command line proficiency

• **Monitoring & Logging**: Application performance monitoring

Technical Competencies

AI/ML Development

• Deep understanding of machine learning algorithms and neural networks

• Experience with model training, validation, and deployment

• Knowledge of computer vision techniques and image processing

• Understanding of NLP techniques and transformer models

• Experience with model optimization and TensorFlow Lite

Software Engineering

• Strong software design principles and patterns

• Experience with API design and RESTful services

• Knowledge of database design and optimization

• Understanding of security best practices

• Experience with testing frameworks and methodologies

System Architecture

• Understanding of microservices architecture

• Experience with distributed systems

• Knowledge of cloud-native development

• Understanding of scalability and performance optimization

• Experience with monitoring and observability

Soft Skills

• Strong problem-solving and analytical thinking

• Excellent communication and collaboration skills

• Ability to work in a fast-paced, agile environment

• Strong attention to detail and quality

• Ability to mentor junior developers

• Continuous learning mindset

About: Agelix Consulting Private Limited.

Agelix Consulting LLC (Agelix) is a consulting and technology firm. We define success as achieving exceptional results that have a lasting impact on businesses of our clients. Our client chooses us because we partner with our client to share their risk and headache on a day to day operation. Our solutions are practical and customized based on client requirement and environment.

Business & Technology Solutions

We provides both On-site and Off-site Project work across business verticals (Telecommunications, Wireless, Information Technology, Legal Surveillance, Energy, Manufacturing and Educational markets). Agelix is the premier provider of outsourcing services, offering a "single solution" for clients that need to create high-value and large-scale content. This approach empowers our clients to become market leaders by focusing on their core business and revenue while partnering with us to enhance their capabilities and build content.

Agelix delivers a range of business strategies and technology solutions for organizations looking to improve their operating effectiveness. We help our clients thrive in the new economy, serving as the catalyst to move them from a traditional business design to a customer-focused, shared information strategy. We identify their needs and then recommend appropriate solutions for today's new way of doing business. Our skilled professionals provide long-range planning and consulting services to private corporations and public organizations of all sizes. They have the knowledge and real-life experience to handle today's complex business in IT environments.

We have scaled our consulting services over the years to such areas as Software Development Sales and Marketing Analytics, Human Capital Management (Optimization, Retaining Model, and Benefits Realization), Process optimization, Project Management, System Integration, Product development and Strategic Placement Services