Summary
Overview
Work History
Education
Skills
Certification
Communication Skills - Languages
Personal Information
Project Experience Summary
Timeline
Generic

Kaustav Banerjee

Azure Data and MLOps Architect
Kolkata

Summary

Dynamic and results-oriented Azure DataOps and MLOps Architect with over 13+ years of IT experience, including 8+ years in technical leadership roles. Proven expertise in Azure Data Engineering, Application Development, MLOps, and LLMOps, with a strong track record of building and leading high-performing cloud data engineering teams.

Currently leading an Azure Data Engineering team at Capgemini Invent, driving innovation and operational excellence in cloud-native data solutions. Adept at designing and developing ETL pipelines, data models, and data architectures using both on-premises and cloud-based tools.
Skilled in:
Azure Data Factory (pipelines, datasets, linked services, integration runtime, custom activities using C#)
Azure Databricks (PySpark, Spark job orchestration, ADLS Gen2 integration)
Azure Storage Solutions (Blob Storage, Data Lake Store, Cosmos DB, Storage Tables)
MLOps/LLMOps using Azure ML Studio, mlflow, PyTorch, TensorFlow, pandas, Azure DevOps, Kubernetes, and Docker Swarm
On-premises tools: SSIS, SSAS, REST APIs, Power BI
Big Data: Hadoop, Hive QL
Agile/Scrum methodologies
Experienced in building CI/CD pipelines, deploying machine learning models, and implementing data quality frameworks using C# and Hive QL. Passionate about fostering innovation, collaboration, and continuous improvement in cloud data engineering environments.

Overview

13
13
years of professional experience
2021
2021
years of post-secondary education
4
4
Certifications
3
3
Languages

Work History

DataOps and MLOps Architect

Capgemini Invent
Kolkata
09.2023 - Current
  • Architecting and designing Data Pipelines to implement Data Mesh using Azure Data Factory, Azure Databricks, Azure DataLake, pyspark
  • Collaborated with data scientists to optimize model performance and reduce inference latency.
  • Designed the MLOps architecture for a regression model to create the pipeline using Azure ML studio, AzureMl, scikit-learn module.
  • Implemented data drift and model drift for
  • Deployed ML models on Azure using Docker and Kubernetes, ensuring high availability and scalability and implemented CI/CD pipelines for ML models using Azure DevOps
  • Monitored model performance and system health using Azure Monitor and Log Analytics.
  • Designed and implemented CI/CD pipelines for data pipelines.
  • Using this implementation a leading UK based insurance company has successfully created an expense, IFRS and FRT reported within 15min SLA.
  • Business made 0 days delay in providing the report to CXO.

Azure Data Architect

Capgemini Invent
02.2023 - 09.2023
  • Worked closely with Enterprise Architect’s team to implement FinOps practice for an multi business unit company from the enterprise point of view where I had implemented a a solution to generate a report which is taking data of cost from three different clouds (Azure, AWS and OCI) to understand monthly and weekly expenses.
  • Implemented the solution using Azure Modern data platform(Azure Data Factory, Azure Databricks, Azure Logic app and Azure function app).
  • Implemented DevOps CI CD Pipeline.

Team Lead (Azure Data Engineering Team)

IBM
Kolkata
09.2021 - 09.2023
  • Architecting and designing Data Pipelines using Azure Databricks, Azure DataLake, pyspark
  • Designing data pipeline using ADF V2
  • Data Pipeline development of streaming data
  • Medallion(Bronze Silver Gold) Architecture
  • Implementation of Application insight and Azure Monitoring
  • Architecting and developing Azure DevOps pipelines.
  • Streamlined operations and prioritize the VMs to be considered, allowing Enterprise Architect to increase revenue by 25%

Team Lead (Modern Data Platform)

Accenture Technology Solutions
Kolkata
04.2021 - 09.2021
  • Architecting and designing Data Pipelines using Azure Databricks, Azure DataLake, pyspark
  • Designing data pipeline using ADF V2
  • Implementation of Application insight and Azure Monitoring
  • Architecting and developing Azure DevOps pipelines.
  • It helped the sales team and procurement team to increase the revenue by 35%.

Technology Consultant (Azure Data Platform)

TCS
Kolkata
04.2020 - 04.2021
  • Architecting and developing different projects using Azure components
  • Architecting and developing Data Pipelines
  • Implementation of Application insight and Azure Monitoring
  • Architecting and developing Azure DevOps pipelines.
  • Decreased the deployment lifecycle by 90%.

Data Engineer

TCS
Kolkata
05.2018 - 04.2020
  • Creating Azure Data Factory V2 Pipelines
  • Creating Azure Databricks Notebook using SCALA
  • C# Function App
  • Implementation Application insight and Azure Monitoring
  • Creating SSAS tabular project and deployment into AAS
  • Creating Power BI reports
  • Creating CI CD for different ModernData-Platform Projects.
  • Implemented the 100% automation and improved the deployment lifecycle by 90%.

Big Data Analyst

TCS
Kolkata
02.2018 - 05.2018
  • Creating Azure Data Factory V1 Pipelines
  • Logic App creation for scheduling and pipeline trigger
  • Creating HQL Files
  • Creating Data Quality Framework for HDInsight Cluster
  • Creating C# Custom Activity Roles and Responsibilities
  • Preparing PowerShell script for deployment.
  • Implemented the 100% automation and improved the deployment lifecycle by 90%.

Cloud Engineer

TCS
Kolkata
02.2017 - 02.2018
  • Creating Azure Data Factory V1 Pipelines
  • Logic App creation for scheduling and pipeline trigger
  • Creating HQL Files
  • Creating Data Quality Framework for HDInsight Cluster
  • Creating C# custom activity.
  • Implemented the 100% automation and improved the deployment lifecycle by 90%.

C# MVC Developer

TCS
06.2016 - 02.2017
  • C# MVC Application development JQuery for client-side operation
  • API Consumption
  • Deployment into Azure
  • Implementing Azure DevOps as code repository
  • Deployment using Azure DevOps.

Android Development

TCS
07.2015 - 06.2016
  • C# MVC Application development Jquery for client-side operation
  • API Consumption
  • Deployment into Azure.

SSIS Developer

TCS
10.2014 - 06.2015
  • Pulling on-premises data from external servers to Sql Server
  • Add and configure an OLE DB connection manager
  • Add a Data Flow task.
  • Error Framework designing.

MS CRM Integration Developer

TCS
11.2013 - 10.2014
  • Creating WCF services to integrate between SAP, CRM and GIS
  • Created Packages, Stored procedure, Triggers.

C# .NET Developer

TCS
01.2012 - 11.2013
  • C# MVC Application development.

Education

10th -

West Bengal Council of Secondary Education
Chittaranjan, West Bengal
05.2005

12th -

West Bengal School of Higher Secondary Education
Chittaranjan, West Bengal
05.2007

B.Tech - Electronics And Communication Engineering

West Bengal University of Technology
Kolkata, India
04.2001 - 01.2011

M.Tech - Artifical Intellegence And Machine Learning

Birla Institute Of Technology
Pilani, India
04.2001 -

Skills

Data Warehouse, Data Modeling, Data Visualization

Azure Data Factory, ADLS, Azure Databricks, Function App, Logic App

MLOps, Model training, Model Evaluation, Model deployment, LLMOps

Integration Architecture, Azure Data Engineering, Application Development, Microsoft Azure

Azure Machine Learning Studio

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Certification

AZ-203: Developing Solutions for Microsoft Azure

Communication Skills - Languages

  • Bengali, Read, Write, Speak
  • English, Read, Write, Speak
  • Hindi, Read, Write, Speak

Personal Information

Date of Birth: 09/18/89

Project Experience Summary

  • DataOps and MLOps Architect, Enterprise, 09/01/23 to Present, Architecting and designing Data Pipelines using Azure Databricks, Azure DataLake, pyspark, Collaborated with data scientists to optimize model performance and reduce inference latency., Deployed ML models on Azure using Docker and Kubernetes, ensuring high availability and scalability., Monitored model performance and system health using Azure Monitor and Log Analytics., Designed and implemented CI/CD pipelines for ML models using Azure DevOps., Designed and implemented CI/CD pipelines for data pipelines.
  • Cloud Architect, Enterprise, 02/01/23 – 09/30/23, Working closely with Enterprise Architect’s team to implement FinOps practice., Designed a solution to generate a report which is taking data of cost from three different clouds (Azure, AWS and OCI) to understand monthly and weekly expenses., Implemented DevOps CI CD Pipeline.
  • Team Lead (Azure Data Engineering Team), Energy and Resources, 09/01/21 – Present, Architecting and designing Data Pipelines using Azure Databricks, Azure DataLake, pyspark., Designing data pipeline using ADF V2., Data Pipeline development of streaming data., Bronze Silver Gold Architecture., Implementation of Application insight and Azure Monitoring., Architecting and developing Azure DevOps pipelines.
  • Team Lead (Modern Data Platform), Pharmaceutical, 04/01/21 – 09/30/21, Architecting and designing Data Pipelines using Azure Databricks, Azure DataLake, pyspark., Designing data pipeline using ADF V2., Implementation of Application insight and Azure Monitoring., Architecting and developing Azure DevOps pipelines.
  • Technology Consultant (Azure Data platform), Retail CPG, 04/01/20 – 04/30/21, Architecting and developing different projects using Azure components., Architecting and developing Data Pipelines., Implementation of Application insight and Azure Monitoring., Architecting and developing Azure DevOps pipelines.
  • Data Engineer, Retail CPG, 05/01/18 – 04/30/20, Creating Azure Data Factory V2 Pipelines., Creating Azure Databricks Notebook using SCALA., C# Function App., Implementation Application insight and Azure Monitoring., Creating SSAS tabular project and deployment into AAS., Creating Power BI reports., Creating CI CD for different Modern Data-Platform Projects.
  • Big Data Analyst, Retail CPG, 02/01/18 – 05/01/18, Creating Azure Data Factory V1 Pipelines., Logic App creation for scheduling and pipeline trigger., Creating HQL Files., Creating Data Quality Framework for HDInsight Cluster., Creating C# Custom Activity Roles and Responsibilities., Preparing PowerShell script for deployment.
  • Cloud Engineer, Utility, 02/01/17 – 02/28/18, Creating Azure Data Factory V1 Pipelines., Logic App creation for scheduling and pipeline trigger., Creating HQL Files., Creating Data Quality Framework for HDInsight Cluster., Creating C# custom activity.
  • C# MVC Developer, Utility, 06/01/16 – 02/28/17, C# MVC Application development JQuery for client-side operation., API Consumption., Deployment into Azure., Implementing Azure DevOps as code repository., Deployment using Azure DevOps.
  • Android Development, Utility, 07/01/15 – 06/30/16, C# MVC Application development Jquery for client-side operation., API Consumption., Deployment into Azure.
  • SSIS Developer, Utility, 10/01/14 – 06/30/15, Pulling on-premises data from external servers to SQL Server., Add and configure an OLE DB connection manager., Add a Data Flow task., Error Framework designing.
  • MS CRM Integration Developer, Utility, 11/01/13 – 10/31/14, Creating WCF services to integrate between SAP, CRM and GIS., Created Packages, Stored procedure, Triggers.
  • C# .NET Developer, India Govt, 01/01/12 – 11/30/13, C# MVC Application development.

Timeline

DataOps and MLOps Architect

Capgemini Invent
09.2023 - Current

Azure Data Architect

Capgemini Invent
02.2023 - 09.2023

Team Lead (Azure Data Engineering Team)

IBM
09.2021 - 09.2023

Team Lead (Modern Data Platform)

Accenture Technology Solutions
04.2021 - 09.2021

Technology Consultant (Azure Data Platform)

TCS
04.2020 - 04.2021

Data Engineer

TCS
05.2018 - 04.2020

Big Data Analyst

TCS
02.2018 - 05.2018

Cloud Engineer

TCS
02.2017 - 02.2018

C# MVC Developer

TCS
06.2016 - 02.2017

Android Development

TCS
07.2015 - 06.2016

SSIS Developer

TCS
10.2014 - 06.2015

MS CRM Integration Developer

TCS
11.2013 - 10.2014

C# .NET Developer

TCS
01.2012 - 11.2013

B.Tech - Electronics And Communication Engineering

West Bengal University of Technology
04.2001 - 01.2011

M.Tech - Artifical Intellegence And Machine Learning

Birla Institute Of Technology
04.2001 -

10th -

West Bengal Council of Secondary Education

12th -

West Bengal School of Higher Secondary Education
Kaustav BanerjeeAzure Data and MLOps Architect