NorthITE · 8 hours ago
Need Senior Machine Learning Engineer-Remote
NorthITE is a company seeking a Senior Machine Learning Engineer to maintain, optimize, and enhance document and image processing systems. The role involves collaborating with cross-functional teams, conducting machine learning experiments, and applying advanced ML techniques to improve document image classification and understanding.
Responsibilities
Maintain, optimize, and enhance existing document and image processing systems for code prediction
Collaborate with cross-functional teams to gather business requirements and translate them into ML solutions
Monitor system performance and proactively troubleshoot document/image model issues
Design and conduct machine learning experiments specific to document and image analysis, interpret results, and fine-tune models for performance
Apply advanced ML techniques to improve document image classification, layout analysis, and document structure understanding
Integrate transformer-based models with OCR pipelines to improve text extraction from images
Use AWS SageMaker Studio for training, deploying, and monitoring document/image processing models
Implement AutoML techniques (e.g., AutoGluon, AWS AutoML) to automate model selection and optimization in document/image use cases
Apply TF-IDF and other text feature extraction methods to support NLP-driven document classification
Stay current with the latest advancements in document and image processing within the ML/AI space and integrate applicable improvements
Qualification
Required
Bachelor's or Master's degree in Computer Science, Machine Learning, or a related field
10+ years of experience in machine learning with a strong focus on document and image processing
Proven experience building and optimizing ML systems in document processing, OCR, and image understanding
Proficiency in Python and ML libraries like TensorFlow and PyTorch
Hands-on experience with Microsoft DiT or similar transformer models tailored to document image understanding
Deep understanding of self-supervised learning approaches applied to document and image pre-training
Proficient in OpenCV for image preprocessing tasks such as resizing, feature extraction, and noise reduction
Practical experience with AWS SageMaker ecosystem and AutoML tools such as SageMaker Autopilot
Familiarity with AutoGluon for streamlining model optimization and pipeline automation in image/text use cases
Experience applying NLP techniques like TF-IDF to text extracted from document images
Strong grasp of cloud platforms (AWS, Azure) and containerization tools like Docker
Excellent analytical, communication, and cross-functional collaboration skills
Preferred
AutoGluon and Microsoft DiT (Document Image Transformer)
Company
NorthITE
Northite is a dynamic and innovative technology solutions company that empowers businesses with cutting-edge services.
Funding
Current Stage
Growth StageCompany data provided by crunchbase