Rumesh Mohan
ZUU-BPRM-4c98c05d-5a93-4286-93e0-5996fd194194
September 11, 2026
Distributed by:
RM

Issued to

Rumesh Mohan

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Credential Verification

Issue date: September 11, 2026

ID: 4c98c05d-5a93-4286-93e0-5996fd194194

Issued by

Zuu Crew AI

Type

Course

Level

Intermediate

Format

Online

Duration

10 weeks

Price

Paid

Description

Awarded to learners who complete ZuuCrew AI's 10-week Building Production-Ready Machine Learning Systems track, taking models beyond the notebook into deployed systems, covering experiment tracking and model registries, distributed data processing, workflow orchestration, real-time streaming, containerized cloud deployment, and an end-to-end capstone pipeline serving live predictions on AWS.

Skills

Machine Learning Operations (MLOps)

Apache Spark

Apache Airflow

Apache Kafka

Docker

MLflow

Amazon Web Services (AWS)

Data Pipelines

XGBoost

Stream Processing

Python (Programming Language)

Model Deployment

Earning Criteria

Participation

Complete all 10 weekly modules

Assignment

Complete the three mini projects (churn prediction with ZenML and MLflow tracking, a Spark and Airflow batch pipeline, and Kafka streaming integration)

Assignment

Complete the end-to-end capstone fraud-detection system spanning streaming ingestion, distributed transformation, orchestrated training, and REST-served predictions deployed on AWS.

Assignment

Demonstrate the ability to build reproducible ML pipelines, orchestrate multi-stage workflows, containerize services with Docker, and operate a system with logging and basic observability.