HARITHA L
Chennai
Summary
Senior Software Engineer with expertise in solution design for image processing and text extraction, leveraging deep learning and heuristic approaches to drive significant business improvements. Proven track record of implementing machine learning solutions in the banking sector, consistently delivering high-quality results within deadlines. Advocates for humanistic management techniques that enhance employee morale while optimizing production efficiency. Focused on balancing technical innovation with team well-being to foster long-term organizational success.
Overview
6
6
years of professional experience
Work History
Senior Software Engineer
RedBlackTree
Chennai
02.2023 - 06.2023
- Worked on a Google tool-based solution with NLP techniques for extracting data from various bills and payment slips from various companies and making it into a generalized format.
- Executed seamless integration with backend framework to ensure functionality.
- Solely designed and built an innovative tool within a four-month timeframe.
Deep Learning Specialist
STANDARD CHARTERED GLOBAL BUSINESS SERVICES
Chennai
01.2020 - 11.2022
- Developed a robust AI and ML image-processing engine to streamline operational efficiency.
- Employ advanced stacked generalization of deep neural networks for enhanced document classification.
- Created a sophisticated deep neural network pipeline for accurate detection, localization, extraction, and verification of document content.
- Established a logger framework and feedback loop for the gradual enhancement of deep learning models.
- Designed an architecture leveraging deep neural networks and heuristics for efficient content extraction from tabular formats, converting data into actionable key-value pairs.
- Assessed the success of key programs, provided governance oversight, and presented impactful updates to leadership, maintaining stakeholder engagement.
- Honored with several awards for outstanding contributions to design, and innovative problem-solving.
- Skill set: Deep neural net models, ML algorithms, python, NLP
Assistant Production Manager
TRITAN LEATHERS PVT LTD.
Chennai
05.2017 - 05.2019
- Determined project objectives, budgets and schedules by coordinating with clients and teammates and optimized plans to meet changing conditions
- Maintained privacy and confidentiality of all information for existing and prospective clients to protect personal and business interests
Education
Post Graduate - Data Science Engineering
Great Lakes
12.2019
B.Tech - Leather Technology
Anna University
04.2017
Skills
- Statistics
- Regression Analysis
- Classification
- Ensembles Learning
- Cluster Analysis
- Deep Neural Networks
- NLP, BERT, LNM
- AWS
- Python, SQL
- Opencv, PyTorch, TensorFlow
- Django, AWS
Projects
- Document profiling
An application to extract text from images (TIFF, JPG, PNG), and also from documents (PDF, OXPS) This tool is capable of handling various image pre-processing tasks, such as orientation and skew correction, which, in turn, improve the data extraction This tool is developed on a generic basis, and is independent of any document type or template Using this tool, data is extracted from various bank documents, and then further entity extraction is done based on the business requirements Based on the problem statement, some additional features are added to this tool for further enhancement, including transactional documents for payment (debit and credit), payslips, and tax documents
Skills Set: Pytesseract, CTPN, Python, OpenCV, EasyOCR, NLP, NER, and GIT
- Data extraction from cheques:
To extract critical fields: payee name, payee address, bank name, cheque date, cheque amount, routing number, check number, and account number, using HTR and Tesseract as the OCR engine, and a deep learning-based object detection algorithm to detect various regions of the cheque.
Skill set: Pytesseract, CNN, FRCNN, HTR, Tesseract, TensorFlow, and GIT
- Data extraction with UI development
This is a React tool that uses simple Python packages to perform data extraction from the uploaded documents through the UI, followed by the data-refining process to save the output in a unified format, as per business requirements. This tool has API and UI components for user-friendly access: Tabula, Python, Django, GIT
Timeline
Senior Software Engineer
RedBlackTree
02.2023 - 06.2023
Deep Learning Specialist
STANDARD CHARTERED GLOBAL BUSINESS SERVICES
01.2020 - 11.2022
Assistant Production Manager
TRITAN LEATHERS PVT LTD.
05.2017 - 05.2019
Post Graduate - Data Science Engineering
Great Lakes
B.Tech - Leather Technology
Anna University
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