Sharathkumar C
Berlin
Overview
4
4
years of professional experience
3
3
Certification
Work History
Machine Learning Engineer
Magnibot Technologies
10.2020 - 09.2021
- Developed sophisticated AI models in Python3, leading to a remarkable $200K increase in system value and an annual value contribution of $1M, validated through rigorous financial metrics analysis
- Applied conceptual understanding of algorithms, enhancing time series analysis accuracy by 25%
- Engineered efficient data processing workflows, reducing processing time by 30% and implementing CI/CD pipelines that boosted deployment frequency by 50%
- Created dynamic data visualization dashboards using Grafana, Python, and SQL, leading to a 50% improvement in monitoring accuracy
- Actively pursued continuous learning, staying updated with the latest advancements in data science, algorithms, and Big Data frameworks such as Spark
- Demonstrated exceptional teamwork, contributing to a 15% increase in team productivity and a 25% reduction in project completion time.
Data Science Engineer
CGI Inc
08.2017 - 09.2020
- Enhanced fraud detection accuracy in insurance claims by 20% through the development of a machine learning ensemble model.
- Rolled out a predictive model for credit risk assessment using Gradient Boosting and upgraded the loan approval process by 25%.
- Built a natural language processing model for analyzing customer feedback in the banking sector using techniques such as sentiment analysis and topic modeling, resulting in a 30% improvement in customer satisfaction.
- Conducted data cleaning and feature engineering, web scraping with Python.
- Created traditional time series deep learning models and deployed to forecast sales with an intuitive approach, resulting in an 28% boost in accuracy in car loan sales for European market.
- Utilized statistical analysis and data-driven insights from A/B tests to enhance customer engagement, conversion rates, and operational efficiency in the financial services sector.
Education
Master of Science - Machine Learning
SRH University of Applied Sciences
Berlin08.2023
Bachelors of Engineering -
Visvesvaraya Technological University (VTU)
Bangalore, India06.2017
Skills
- Python
- C
- MySQL
- PostgreSQL
- Hadoop
- Spark
- Docker
- Git
- MS Office
- AWS
- Linux
- Pytorch
- TensorFlow
- Keras
- Scikit-learn
- Matplotlib
- NumPy
- Pandas
- SciPy
- BeautifulSoup
- NLTK
- Statsmodels
- Seaborn
- PySpark
- OpenCV
- Data Structures and Algorithms
- Statistical Analysis
- Jupyter Notebook
- Computer Vision
- Data Mining
- Model Development
- Data Warehousing and Analytics
- Unsupervised Learning
- Scrum
- Advanced Computer Programming
Projects
Master Thesis- Incident Report classification according to Penal Codes
- Trained summarization model on Indian legal documents, evaluating with ROUGE-2 score 82% , ROUGE-L score 37% improvement from pre-trained, implemented Named Entity Recognition model on legal documents to create database.
- Composed vector database for Indian Penal code document using faiss db, langchain framework- by generating embeddings taking transformer model 'all-roberta-large-v1' from huggingface to compare with incident summary, evaluating with similarity search score.
- Extended the system to utilize large language model from openAI to pick logical suggestion from vector DB using prompt engineering.
Certification
- Natural Language Processing Specialization
- Data Structures and Algorithms
- Machine Learning Engineering for Production (MLOps) Specialization
Languages
English
Advanced (C1)
German
Elementary (A2)
Work Availability
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Timeline
Machine Learning Engineer
Magnibot Technologies
10.2020 - 09.2021
Data Science Engineer
CGI Inc
08.2017 - 09.2020
Master of Science - Machine Learning
SRH University of Applied Sciences
Bachelors of Engineering -
Visvesvaraya Technological University (VTU)
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