Binty Binty
DATA SCIENTIST
Kottayam
Summary
Results-oriented Data Scientist transitioning from a background in application development and RPA with over 4 years of professional experience. Expertise in Python, data analysis, and machine learning, with a proven track record of automating business processes and optimizing workflows. Passionate about leveraging data to drive strategic decision-making and deliver actionable insights.
Overview
3
3
years of post-secondary education
5
5
Certifications
Work History
App& Dev Support Engineer
Conduent Business Services
9 2022 - 2 2023
- Developed and maintained VBA Macros to automate routine data processing tasks, increasing efficiency
- Provided support for application-related issues, improving system reliability.
Senior Associate Consultant
EY
7 2019 - 9 2022
- Designed and implemented RPA solutions using UiPath and Blue Prism to automate complex business processes, leading to 40% reduction in manual workload
- Conducted data analysis and process improvement for various clients, identifying automation opportunities and optimizing workflows
Education
BCA - Computer Application
2013.07 - 2016.05
CGPA 6.5 with no backpapers
Skills
Accomplishments
- Developed a predictive model to estimate FIFA players' skill ratings using advanced machine learning techniques.
- Utilized Linear Regression for baseline modeling and XGBoost to capture complex relationships among features.
- Preprocessed data by handling missing values, encoding categorical variables, and normalizing numerical attributes.
- Conducted Exploratory Data Analysis (EDA) to understand feature importance and correlations.
- Evaluated model performance with metrics like MAE and R-squared , ensuring robustness through cross-validation.
- Delivered actionable insights for player scouting and strategic decision-making in FIFA.
- Developed a web application to predict whether a user will purchase a product based on age and estimated salary.
- Leveraged machine learning for binary classification and deployed the application using Flask.
- Implemented data preprocessing, feature engineering, and model evaluation to ensure accurate predictions.
FIFA Player Value Prediction
Main Project
Social Media Product Purchase Prediction
Prediction Model
Certification
Machine Learning with Python: Decision Trees
Timeline
Machine Learning with Python: Decision Trees
2024-06
Problem-Solving Techniques
2024-06
Machine Learning with Python: Foundations
2024-06
Python for Data Visualization
2024-05
Python Practice: Object-Oriented Programming
2024-05
Marian College - BCA, Computer Application
2013.07 - 2016.05
App& Dev Support Engineer - Conduent Business Services
9 2022 - 2 2023
Senior Associate Consultant - EY
7 2019 - 9 2022
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