Prasanthi Thogati
Hyderabad
Summary
Results-driven and detail-oriented Machine Learning Engineer with hands-on experience in deep learning and computer vision algorithms. Skilled in implementing innovative solutions, analyzing complex data, and solving quantitative problems. Adaptable to projects of varied scopes and sizes, ensuring reliable end-to-end development.
Overview
6
6
years of professional experience
Work History
Python Developer
Mann+Hummel
2023.11 - Current
- As a Python Developer specializing in IoT data-driven solutions, I am responsible for developing and maintaining backend REST APIs for a website designed to monitor and manage real-world applications using AWS Lambda, DynamoDB, and SNS services.
- My work involves implementing systems to track water parameters in swimming pools located across multiple sites, ensuring accurate and real-time data collection. Additionally, I develop and maintain functionalities to oversee and control vertical farming operations, leveraging IoT technologies to optimize agricultural processes and improve efficiency.
Software - Analyst
PurpleTalk India Pvt Ltd
Hyderabad
2018.03 - Current
- Developed and integrated cutting-edge Machine Learning algorithms – such as computer vision and deep learning – into mobile applications for Android, iOS, and web.
GEN AI - R&D
PurpleTalk
2023.03 - 2023.10
- Studied and researched generative AI and OpenAI GPT models, and implemented chatbots using web-scraped data converted into vector embeddings.
- Developed various proof-of-concept (POC) solutions for Handwritten Text Recognition (HTR) and designed question-answering chatbots utilizing large language models (LLMs) and vector databases.
ML Engineer
Baxter
2022.12 - 2023.02
- The Client primarily focuses on products to treat kidney disease, and other chronic and acute medical conditions
- Processed and analyzed clinical pdf files to extract handwritten data using OpenCV
- Implemented Google Vision API, AWS Textract, and Azure form recognition tools for efficient text recognition.
NLP Engineer
Coverlease
2022.08 - 2022.10
- The company's platform derives trends from commercial real estate markets and provides insights on risk and reward for lending, valuation, investment, and leasing decisions, enabling businesses to make better, data-based decisions
- Converted lease documents and prepared data for DL model
- Created a robust yolo model to identify and replace competitor logos with the company logo on all input documents.
- Analyzed previous NER implementations and research findings to extract property fields from input documents.
Deep Learning Engineer
SYNGENTA - Green Cast Global
2021.06 - 2022.05
- Implementing Object detection model same as pack recognition
ML Engineer
Next Gem
2021.01 - 2021.05
- Next GEM objective is to provide a digital grading and authentication app that consistently produces an objective grade of individual features as well as an overall grade for Trading Cards
- Role: ML Developer Technology stack: OpenCV, Deep Learning, Computer Vision
- Responsibilities: Followed Agile Methodology which involves daily scrum meetings and sprint meetings (planning, review) to meet deadlines and expectations
- Implemented logic to calculate center alignment (centering feature) of Graded Cards
- Built an edge detection model using Tensorflow and Deep lab to find out inner & outer boundaries of cards.
Computer Vision Engineer
GLIDER
2020.03 - 2020.12
- Implemented a notification system in supermarkets and work areas to alert users/customers about Social Distance Violation or Mask Violation, leveraging CCTV footage integration.
- Created logic for counting social distance violations using built-in models for people count and tracking
- Built a model to calculate mask violations
- Utilized Kafka streaming API to integrate an API for sending violation counts to AWS, resulting in real-time data visualization on the web dashboard.
Deep Learning Engineer
SYNGENTA - Pack Recognition
2019.09 - 2020.02
- Achieved the objective of recognizing diverse fertilizer product labels of SYNGENTA from various countries while scanning the product utilizing mobile camera on Android & IOS platforms.
- Enhanced image quality through utilization of OpenCV for cleaning and preprocessing. Employed GCP for advanced image augmentation and labeling using tools.
- Developed an object detection model using Mobile Net V2 on GPU to accurately recognize label names for products of varying quantities
- Incorporated GCP - Vision API for training the initial model
- Experimented with various pre-trained models and employed advanced techniques to enhance accuracy and improve results.
Computer Vision Engineer
PurpleTalk
2019.07 - 2019.08
- Created a face recognition model for biometric authentication of employees in an internal software application
- Built and executed a robust face recognition solution on Raspberry Pi by implementing computer vision algorithms like Eigen Faces, Histograms, and deep learning based vision model.
Machine Learning Intern
Lal Path Labs
2018.10 - 2019.06
- Lal Path Labs is a laboratory which performs various diagnostic and related healthcare tests
- Streamlined test duration predictions and report generation time calculations
- Supported ML initiatives using Python in a technology stack that included Machine Learning.
- Executed comprehensive data analysis and preprocessing on structured datasets using pandas, ensuring optimal quality for machine learning model training.
- Evaluated performance of multiple ML algorithms including Random Forest, SVM, XG Boost, and Moving-Average models.
- Resultant weights seamlessly integrated into a Flask API.
Education
Bachelor of Technology - Electrical, Electronics And Communications Engineering
Ragiv Gandhi University Of Knowledge Technologies
Andhra Pradesh , Nuzvid2019-05
Skills
- Machine Learning ,Python, Flask
- Deep Learning , Computer Vision , OpenCV
- TensorFlow , PyTorch , Kafka
- AWS , GCP , AWS - lambda , Dynamo DB
Timeline
Python Developer
Mann+Hummel
2023.11 - Current
GEN AI - R&D
PurpleTalk
2023.03 - 2023.10
ML Engineer
Baxter
2022.12 - 2023.02
NLP Engineer
Coverlease
2022.08 - 2022.10
Deep Learning Engineer
SYNGENTA - Green Cast Global
2021.06 - 2022.05
ML Engineer
Next Gem
2021.01 - 2021.05
Computer Vision Engineer
GLIDER
2020.03 - 2020.12
Deep Learning Engineer
SYNGENTA - Pack Recognition
2019.09 - 2020.02
Computer Vision Engineer
PurpleTalk
2019.07 - 2019.08
Machine Learning Intern
Lal Path Labs
2018.10 - 2019.06
Software - Analyst
PurpleTalk India Pvt Ltd
2018.03 - Current
Bachelor of Technology - Electrical, Electronics And Communications Engineering
Ragiv Gandhi University Of Knowledge Technologies
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