Author

Marwan Zaarab

Marwan Zaarab

5 posts
Streamlined ML Model Deployment: A Practical Approach
MLOps9 mins

Streamlined ML Model Deployment: A Practical Approach

OncoClear is an end-to-end MLOps solution that transforms raw diagnostic measurements into reliable cancer classification predictions. Built with ZenML's robust framework, it delivers enterprise-grade machine learning pipelines that can be deployed in both development and production environments.

OCR Batch Workflows: Scalable Text Extraction with ZenML
LLMOps8 mins

OCR Batch Workflows: Scalable Text Extraction with ZenML

How do you reliably process thousands of diverse documents with GenAI OCR at scale? Explore why robust workflow orchestration is critical for achieving reliability in production. See how ZenML was used to build a scalable, multi-model batch processing system that maintains comprehensive visibility into accuracy metrics. Learn how this approach enables systematic benchmarking to select optimal OCR models for your specific document processing needs.

Building a Pipeline for Automating Case Study Classification
LLMOps6 mins

Building a Pipeline for Automating Case Study Classification

Can automated classification effectively distinguish real-world, production-grade LLM implementations from theoretical discussions? Follow my journey building a reliable LLMOps classification pipeline—moving from manual reviews, through prompt-engineered approaches, to fine-tuning ModernBERT. Discover practical insights, unexpected findings, and why a smaller fine-tuned model proved superior for fast, accurate, and scalable classification.

AI orchestration,
on the infra you choose

Get new posts by email

New posts and product updates, sent when we publish. No spam.

By subscribing, you agree to our privacy policy.