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About Marvelous MLOps
About Marvelous MLOps
Hey there! We’re Başak and Maria, friends and colleagues who share a love for Marvel and MLOps. When we decided to start a blog, we asked…
Vechtomova Maria
Apr 11, 2023
Traffic Splits Aren’t True A/B Testing for Machine Learning Models
Traffic Splits Aren’t True A/B Testing for Machine Learning Models
A/B Testing is the most common user experience research method. By comparing control (A) version against a variant (B) version, it measures…
Başak Tuğçe Eskili
Nov 4
Developing on Databricks (without compromises)
Developing on Databricks (without compromises)
Environment reproducibility and making sure that development and production environments are in sync is one of the important principles…
Vechtomova Maria
Oct 13
Top data & AI conferences to attend in (the rest of) 2024
Top data & AI conferences to attend in (the rest of) 2024
September - December is one of the busiest times of the year when it comes to conferences. Everyone is recharged after the summer break. We…
Vechtomova Maria
Sep 3
How Much ML Should Engineers in Tech Really Know?
How Much ML Should Engineers in Tech Really Know?
As people working in the ML field, we often talk about how much engineering skills MLOps/ML engineers should have. This time, let’s talk…
Başak Tuğçe Eskili
Aug 27
MLOps with Databricks Roadmap & Course Announcement
MLOps with Databricks Roadmap & Course Announcement
As experienced Databricks users, we prepared a curated list of resources to help you navigate different aspects of MLOps, particularly…
Vechtomova Maria
Aug 16
Dealing with private Python packages in Databricks Asset Bundles: part 1
Dealing with private Python packages in Databricks Asset Bundles: part 1
When working on multiple data projects, you start seeing some patterns emerge. Often, you use the same approach to clean, process, and…
Vechtomova Maria
Aug 11
Handy Databricks Features for Development
Handy Databricks Features for Development
We know how important it is for ML practitioners to be able to develop locally. Local development environments provide a familiar…
Başak Tuğçe Eskili
Jul 31
Lessons learned from migrating models to Unity Catalog
Lessons learned from migrating models to Unity Catalog
Since Databricks introduced Unity Catalog, all features require Unity Catalog-enabled workspaces to work properly. You should now also…
Vechtomova Maria
Jul 24
Ain’t No Database for All Your Needs
Ain’t No Database for All Your Needs
Recently I had a chance to play with different databases, for a use case requiring low-latency record retrieval.
Başak Tuğçe Eskili
Jul 15
Model serving architectures on Databricks
Model serving architectures on Databricks
Many different components are required to bring machine learning models to production. I believe that machine learning teams should aim to…
Vechtomova Maria
Jul 8
The Ultimate Must-Haves and Nice-to-Haves for MLOps & LLMOps
The Ultimate Must-Haves and Nice-to-Haves for MLOps & LLMOps
In one of our first articles, we shared the essential components required for MLOps, that can offer a guide to start on MLOps. This is…
Başak Tuğçe Eskili
Jul 1
Getting started with Databricks Feature Serving
Getting started with Databricks Feature Serving
Databricks has recently announced the general availability of the Feature Serving in March 2024. This functionality is useful when exposing…
Vechtomova Maria
Jun 23
Be Noticed In The MLOps Crowd
Be Noticed In The MLOps Crowd
MLOps is an increasingly competitive hiring space. Whilst this article doesn’t aim to discuss why, a combination of massive funding in AI…
Tom Parker
Apr 3
My Story of Becoming an MLOps Engineer
My Story of Becoming an MLOps Engineer
Here is my personal journey. I’ve been working in the MLOps field for 5 years, mostly as an ML Engineer. How did I even get here?
Başak Tuğçe Eskili
Mar 20
Smarter Chatbots: How Semantic Routing Prevents the Unwanted
Smarter Chatbots: How Semantic Routing Prevents the Unwanted
AI assistants powered by LLMs are one the most popular use cases. Many companies are investing time and money to build chatbots to help…
Başak Tuğçe Eskili
Mar 2
Dagger — CI/CD as Code that Runs Anywhere
Dagger — CI/CD as Code that Runs Anywhere
Written with Arne Müller.
Vechtomova Maria
Feb 27
Preventing Front Page Headlines: LLM Use Case Assessments
Preventing Front Page Headlines: LLM Use Case Assessments
Co-written with Vechtomova Maria
Başak Tuğçe Eskili
Feb 18
MLOps Operating Models: finding the right fit
MLOps Operating Models: finding the right fit
As enterprise businesses embrace machine learning (ML) across their organizations, manual workflows for building, training, and deploying…
Eduardo Ordax
Feb 4
What do teams really want from an MLOps Engineer?
What do teams really want from an MLOps Engineer?
Like any relatively new area of specialism within technology, MLOps Engineering has been, and will continually be, an evolving and adapting…
Tom Parker
Jan 31
Creating Vector Database with OpenSearch
Creating Vector Database with OpenSearch
A vector database is a certain type of database designed to store and search vectors. Vectors, in other words, embeddings are set if…
Başak Tuğçe Eskili
Jan 27
MLOps learning resources
MLOps learning resources
Getting started with MLOps is not easy. In one of the previous posts, we shared the MLOps roadmap for 2024. In this post, we share…
Vechtomova Maria
Jan 21
How to start with Dev Containers
How to start with Dev Containers
Using a virtual environment to isolate project dependencies is great, but what’s even greater is containerization. In other words, using…
Başak Tuğçe Eskili
Jan 3
MLOps roadmap 2024
MLOps roadmap 2024
The MLOps engineer role is different from an ML engineer role. Even though the role varies from company to company, in general, ML…
Vechtomova Maria
Dec 21, 2023
MLOps seen by a CIO
MLOps seen by a CIO
Beyond The Hype to Real-World Applications
Raphaël Hoogvliets
Dec 8, 2023
Security-aware MLOps
Security-aware MLOps
Machine learning engineers and data scientists are not always aware of best security practices, which creates real risks. MLSecOps became a…
Vechtomova Maria
Dec 3, 2023
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