soniya patil

soniya patil

Data AI Analyst
India
Kannada, Marathi, English, Hindi

نبذة عني

Detail-oriented Data Scientist with strong expertise in Python, SQL, and Machine Learning. Experienced in building predictive models, performing exploratory data analysis, and developing scalable data pipelines for data …

الخبرة

Blink Password Authentication System

Designed secure authentication system using computer vision and ML (KNN)
Added multi-layer security with OTP and spoof detection
Built backend APIs using Flask and integrated MySQL database
Implemented data validation, processing pipelines, and user authentication flow

Loan Approval Prediction using Machine Learning

Built and compared ML models (Logistic Regression, KNN, Decision Tree, Gradient Boosting) on 2,000+ loan records
Performed feature engineering (DTI ratio, Loan Sanction Amount) to improve model performance
Evaluated models using Precision, Recall, F1-score, achieving ~80% accuracy with Gradient Boosting
Demonstrated improved performance of ensemble models for accurate loan approval prediction

Password Authentication System

Blink

Designed secure authentication system using computer vision and ML (KNN), Added multi-layer security with OTP and spoof detection, Built backend APIs using Flask and integrated MySQL database, Implemented data validation, processing pipelines, and user authentication flow

Plant Disease Prediction

Developed CNN-based model using TensorFlow for image classification (38 disease categories), Performed image preprocessing and feature extraction using OpenCV, Built Flask-based web application for real-time predictions, Optimized model performance and improved prediction accuracy

Machine Learning

Loan Approval Prediction

Built and compared ML models (Logistic Regression, KNN, Decision Tree, Gradient Boosting) on 2,000+ loan records, Performed feature engineering (DTI ratio, Loan Sanction Amount) to improve model performance, Evaluated models using Precision, Recall, F1-score, achieving ~80% accuracy with Gradient Boosting, Demonstrated improved performance of ensemble models for accurate loan approval prediction

الشهادات

NPTL DATA MINING

IIT · Mumbai, India · 2026

المهارات

بايثون (لغة برمجة) الاستماع الفعال التكيف نومباي (مكتبة لغة Python) إدارة الوقت باور بي آي تابلو Machine Learning & Analytics Regression Classification Clustering Model Evaluation Predictive Programming SQL Data Structures & Algorithms (DSA) OOP Modeling Data Engineering & Processing Data Wrangling (ETL) Data Cleaning Feature Engineering Data Preprocessing Pandas Scikit-learn Matplotlib Seaborn Advanced Excel Statistics & Deployment EDA Probability Hypothesis Testing Flask (API Development) NLP Deep Learning (CNN) Soft Skill Self-Motivation OOP Predictive Modeling Data Wrangling ETL Flask Deep Learning CNN TensorFlow OpenCV MySQL KNN Logistic Regression Decision Tree Gradient Boosting
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