Sharanya Ganesh Prasad
Angestellt, Data Scientist, Sam Dimension GmbH
Saarbrücken, Deutschland
Über mich
I am Sharanya and I'm specialized in data science and machine learning. I have a Master's degree in Computer Science from Saarland University, Germany and a Bachelor's degree in Information Science from The National Institute of Engineering, India. I started my professional career as a Business Technology Analyst at Deloitte Consulting, Bengaluru, India for an year and moved to Germany. During the Master's, I had the opportunity to work as an intern on automatic anomaly detection using Machine Learning by developing a data pipeline at Robert Bosch GmbH, Homburg, Germany. This helped me to have an offer to work on a similar project as my Master's Thesis at another production site, also located in Homburg. I am currently working as a Data Scientist for a start-up mainly involved in computer vision for automation in agriculture. I have hands-on experience in all the phases of the software development life cycle, focusing on various machine learning techniques.
Werdegang
Berufserfahrung von Sharanya Ganesh Prasad
Bis heute 1 Jahr und 5 Monate, seit Jan. 2023
Data Scientist
Sam Dimension GmbH
- Data acquisition from drones, dataset generation by handling imbalance, augmentation and data cleaning. Dataset preparation: Image cropping, handling imbalance, augmentation. - Image data analysis and computer vision techniques using CNNs, transfer learning for image classification and object detection tasks. Experiments: Transfer Learning using ResNet, VGG, Inception, MobileNet, EfficientNet, Xception. Set-up: Training and inference in remote server via SSH and in AWS SageMaker
9 Monate, Jan. 2022 - Sep. 2022
Master Thesis
Robert Bosch GmbH Homburg
- Feature engineering and comparative analysis of various machine learning practices for anomaly detection in production using sensor data. - Evaluated already existing and state-of-the-art methods for feature extraction from the time-series data. - Two ways of feature reduction techniques experimented viz. Principal Component Analysis (PCA) and correlation metrics with the labels. - Documentation of empirical analysis results and provided the best strategy for classification depending on the scenario.
7 Monate, Juni 2021 - Dez. 2021
Artificial Intelligence Intern
Robert Bosch GmbH Homburg
- Pioneered in communicating with cross-functional teams to understand the requirements and work on-site with the production team to develop a pipeline for quality detection in manufacturing using unsupervised learning. - Mathematically reformulated and modeled the regression problem as a classification problem. - Experimental evaluation of various algorithms for performing classification using neural networks and decision trees.
1 Jahr und 2 Monate, Jan. 2018 - Feb. 2019
Business Technology Analyst
Deloitte Consulting India Pvt Ltd
- Underwent technical training on ABAP and BODS. - Development of business applications in SAP environment for report generation and smart form creation.
Ausbildung von Sharanya Ganesh Prasad
3 Jahre und 3 Monate, Okt. 2019 - Dez. 2022
M.Sc in Computer Science
Universität des Saarlandes
4 Jahre, Juli 2013 - Juni 2017
B.E in Information science
The National Institute of Engineering
Sprachen
Englisch
Muttersprache
Deutsch
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