Open in app

Sign In

Write

Sign In

Sadik Bakiu
Sadik Bakiu

87 Followers

Home

About

Published in Towards Data Science

·May 31, 2022

A Practical Guide to A/B Testing in MLOps with Kubernetes and seldon-core

How to set up a containerized microservice architecture to run A/B tests — Many companies are using data to drive their decisions. The aim is to remove uncertainties, guesswork, and gut feeling. A/B testing is a methodology that can be applied to validate a hypothesis and steer the decisions in the right direction. In this blog post, I want to show how to…

Mlops

8 min read

A practical guide to A/B Testing in MLOps with Kubernetes and seldon-core
A practical guide to A/B Testing in MLOps with Kubernetes and seldon-core
Mlops

8 min read


Apr 25, 2022

Modern Data Team Hats

This blog was written together Martin Rusnak from rusnakconsulting.com and Bujar Bakiu. Not that long ago (maybe somewhere this is still the case), companies had multiple one dimensional data teams. Each team was composed of either only Data Scientists, Business Analysts, or Data Engineers. With this set up, companies struggled to integrate data products into their wider software architecture. …

Machine Learning

4 min read

Modern Data Team Hats
Modern Data Team Hats
Machine Learning

4 min read


Jul 12, 2021

Orchestrating Spark Jobs with Kubeflow for ML Workflows

This post is about Kubeflow, Spark and their interaction. One year ago, I was trying to trigger a Spark job from a Kubeflow pipeline. It was proving to be a stubborn but exciting problem. The other weekend, I started tinkering with this problem again. In the end, persistence and patience…

Mlops

7 min read

Orchestrating Spark Jobs with Kubeflow for ML Workflows
Orchestrating Spark Jobs with Kubeflow for ML Workflows
Mlops

7 min read


Jun 1, 2021

Docker best-practices in Apache Spark application deployments

Apache Spark has become the de facto standard tool for distributed data processing. Similarly, Kubernetes has become the de facto standard container orchestration tool. Deploying Spark jobs on Kubernetes has been natively supported since version 2.3. An alternative to such deployment, is available using operator pattern, see spark-on-k8s-operator. Both these…

Spark

3 min read

Docker best-practices in Apache Spark application deployments
Docker best-practices in Apache Spark application deployments
Spark

3 min read


Mar 31, 2021

DIY Analytics Platform

There are a lot of platforms and providers out there offering great tools and solutions falling in the scope of an Analytics Platform. Many of them requiring zero manual effort to set them up. But sometimes what is missing is just that little bit of customization to fit our needs…

Data Engineering

4 min read

DIY Analytics Platform
DIY Analytics Platform
Data Engineering

4 min read


Mar 9, 2021

Make it to prod for ML with Kubernetes, Kubeflow and seldon-core

A big challenge businesses faces is the deployment of machine learning models in production environments. It requires dealing with a complex set of moving parts through different pipelines. Once the models are developed, they need to be trained, deployed, monitored and kept track of. This post tries to describe, how…

Machine Learning

5 min read

Productionalizing ML with Kubernetes, Kubeflow and seldon-core
Productionalizing ML with Kubernetes, Kubeflow and seldon-core
Machine Learning

5 min read

Sadik Bakiu

Sadik Bakiu

87 Followers

CEO & Principal ML/Data Engineer @ https://www.data-max.io/

Help

Status

Writers

Blog

Careers

Privacy

Terms

About

Text to speech