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Data-driven Business Success
Enabled by MLOps

Pradeep Singh

MLOps Engineer with 5+ years of expertise in ML and Data Engineering using cloud.

Proficient in designing and managing infrastructure, deploying, and monitoring production models using GCP (including BigQuery, Dataprep, Dataproc, Data Fusion, Composer, and Storage), along with strong skills in SQL, Python/PySpark, and Git.
I currently lead a team of four, focusing on developing data pipelines for model training, execution, and analysis, as well as maintaining credit risk rating application.

Professional Projects

Automated Data Monitoring Pipeline on GCP

Python Automation GVP VM Data Excel
  • Enhanced data quality and integrity by implementing an automated report pipeline to compare base dataset with production data for each variable (numeric and categorical types).
  • Variable status indicators (Red, Green, or Yellow) are provided, offering clear visibility into data distribution drift.

Model Monitoring Dashboard on GCP Looker Studio

GCP Looker Studio Bigquery Dashboard Business Intelligence
  • Integrated key metrics:
  • Attribute Quality Status
  • Model Performance
  • Attribute Importance
  • Resulted in enhanced data-driven decision-making capabilities.

2 Dimensional Risk Rating Web App

HTML CSS JS DOT NET MVC Web Development Credit Risk

Overseeing the development and deployment of a 2DRR app used by hundreds of users.

  • Originally built with .NET (MVC), I manage the necessary updates.
  • Planning its redevelopment using a modern technology stack.


Data Preparation

  • Data Cleaning
  • Data Transformation
  • Data Integration

Data Analysis

  • Exploratory Data Analysis
  • Statistical Analysis
  • Data Visualization

Model Training & Execution

  • Algorithm Selection
  • Feature Engineering
  • Hyperparameter Tuning
  • Model Deployment
  • Scalable Solutions
  • API Integration

Model Monitoring

  • Anomaly Detection
  • Performance Tracking
  • Alerting Systems

Web Development

  • HTML
  • CSS
  • JavaScript
  • Frameworks (e.g., React, Angular)

Top Articles

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Can we get SAS Proc Freq with Python?



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Bigquery Architecture — Explained image

Bigquery Architecture — Explained



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GCP Looker Studio for Data Visualization image

GCP Looker Studio for Data Visualization



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Get Started with GCP's Cloud Composer image

Get Started with GCP's Cloud Composer



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Agile Project Management Jira Software



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Introduction to Cloud Composer by GCP image

Introduction to Cloud Composer by GCP



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