Avinash Pandey
Data Scientist
Mumbai
Summary
Accomplished scientist with proven track record in data analysis and problem-solving. Developed innovative models that significantly improved decision-making processes. Highly collaborative team player, adaptable to dynamic project requirements, skilled in Python, Sql, AWS and machine learning algorithms.
Overview
9
9
years of professional experience
7
7
years of post-secondary education
4
4
Certifications
Work History
Data Scientist, Manager(Data Science & ML)
Capri Global Private Ltd.
08.2022 - Current
- Built Data Science Models for Collection in NBFC Domain: Developed predictive models for Early Warning System (EWS) and Sloppy Payer detection using Random Forest, achieving a KS score of 65% for EWS and 69% for Sloppy Payer, utilizing data engineering, feature engineering, and vintage analysis.
- Applied multiclass classification techniques for EWS and Sloppy Payer models, categorizing customers into risk categories such as Low, Medium, High risk (for EWS) and No Bounce, Early Rollback, Late Rollback, Roll Forward (for Sloppy Payers).
- Built and deployed data science models for underwriting, utilizing machine learning algorithms to assess credit risk and predict loan defaults with high accuracy. Integrated customer demographics, financial data, and transaction history to optimize decision-making in the loan approval process.
- Automated Tableau Dashboard Reports: Created and deployed a Python-based script to automate email notifications to project stakeholders by capturing and sending Tableau dashboard images, streamlining communication and reporting processes.
- Data Extraction & Engineering: Extracted and cleaned CRIF and internal Oracle database data, creating an eligible dataset for modeling by calculating daily and monthly DPD, along with incorporating demographics, repayment, exposure, and bureau data.
- Advanced SQL & Ad-Hoc Data Requests: Managed and delivered ad-hoc data requests using SQL to extract and analyze data from Oracle and AWS data marts, supporting project teams with real-time data insights and actionable information.
Data Scientist (Data Science & ML)
Landmark Automobiles Private Ltd.
05.2022 - 08.2022
- Performed RFM analysis in the automobile domain to segment customers and predict purchasing behavior, optimizing marketing strategies and enhancing customer retention using machine learning techniques.
Senior Analyst (Data Science & ML)
Eclerx Services Private Ltd.
03.2021 - 05.2022
- Developed and implemented ML algorithms for text analytics (Eclerx MINERVA) and data analysis (Eclerx DataProbe) for both structured and unstructured data to solve business problems, including an Asset Tagging System for BFSI, OCR and barcode reader models, and Python-based applications with dashboards and visualizations for efficient data management.
Software Developer (Data Science & AI)
Epicenter Technologies Private Ltd.
10.2020 - 03.2021
- Led end-to-end ownership of machine learning projects, including the development of a Contactless Attendance System with 95% accuracy using Python, Flask, and Google Face-Net, overcoming spoofing challenges with a custom model achieving 90+% accuracy, and an Employee Monitoring System utilizing face recognition via CCTV with 95% accuracy, driving innovative, value-driven AI solutions across cross-functional teams using frameworks like TensorFlow, Keras Pre-trained, and Scikit-Learn.
Data Engineer
Reliance Jio Infocomm Ltd.
02.2018 - 10.2020
- Developed real-time contextual behavioral personalization systems using econometrics and ML to predict customer behavior, designed and deployed NLP models for sentiment analysis and text summarization, and built segmentation models with NLTK library.
Network Planning Engineer
Quess Corp. Solutions (Reliance Jio Infocomm. Ltd)
12.2015 - 02.2018
- Managed metrics reporting and FTTX network design for Mumbai Circle, optimizing data collection and generating regular reports to enhance operational efficiency.
Education
Post Graduate - Data Science & Artificial Intelligence
Edvancer Eduventures
Mumbai 09.2019 - 04.2020
Bachelors - Electronics & Telecommunication
Saraswati College of Engineering (SCOE)
Mumbai 06.2012 - 06.2015
Diploma - Electronics & Telecommunication
Datta Meghe College of Engineering (DMCE)
Mumbai 07.2009 - 06.2012
Skills
Machine Learning
Python programming
SQL databases
Predictive Modelling & Analytics
AWS
Statistical Analysis
- OpenCv
- Data Analysis
- Artificial Intelligence
- Project Management & Delivery
- Neural Networks
- Predictive Modelling & Analytics
Pandas
Numpy
Optical Character Recognition
Database management
Certification
Certified Data Science & Artificial Intelligence Specialist, Edvancer Eduventures, 09/01/19 - 03/31/20
Key Data Science Projects
- Collection & Underwriting Models: Built ML models for credit risk assessment and loan approval, improving decision-making and recovery rates.
- NPA Recovery & Sentiment Analysis: Developed NPA recovery models and sentiment analysis to optimize recovery strategies and business insights.
- OCR, Face Recognition & Propensity Models: Implemented OCR for data extraction, face recognition for security, and propensity models for targeted marketing.
Timeline
Promoted as Senior Manager , Data Science & Analytics - 23
07-2023
Received the 'CEO Appreciation Award' | Capri Global Capital Limited, '23
03-2023
Data Scientist, Manager(Data Science & ML)
Capri Global Private Ltd.
08.2022 - Current
Data Scientist (Data Science & ML)
Landmark Automobiles Private Ltd.
05.2022 - 08.2022
Senior Analyst (Data Science & ML)
Eclerx Services Private Ltd.
03.2021 - 05.2022
Software Developer (Data Science & AI)
Epicenter Technologies Private Ltd.
10.2020 - 03.2021
Certified Data Science & Artificial Intelligence Specialist, Edvancer Eduventures, 09/01/19 - 03/31/20
03-2020
Post Graduate - Data Science & Artificial Intelligence
Edvancer Eduventures
09.2019 - 04.2020
Awarded the “Best Employee Award" | Reliance Jio Infocomm Ltd.
10-2018
Data Engineer
Reliance Jio Infocomm Ltd.
02.2018 - 10.2020
Network Planning Engineer
Quess Corp. Solutions (Reliance Jio Infocomm. Ltd)
12.2015 - 02.2018
Bachelors - Electronics & Telecommunication
Saraswati College of Engineering (SCOE)
06.2012 - 06.2015
Diploma - Electronics & Telecommunication
Datta Meghe College of Engineering (DMCE)
07.2009 - 06.2012
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