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Serverless for ML Inference on Kubernetes: Panacea or Folly?

This blog post rounds off of our blog series on Serverless Inference for Machine Learning models accompanying our KubeCon 2020 talk: Serverless for ML Inference on Kubernetes: Panacea or Folly? - Manasi Vartak, Verta Inc. We'll be hosting a live replay on…

How to deploy ML models on the Verta Platform

 

How to Deploy ML models with Google Cloud Run

This blog post is part of our series on Serverless Inference for Machine Learning models accompanying our KubeCon 2020 talk: Serverless for ML Inference on Kubernetes: Panacea or Folly? - Manasi Vartak, Verta Inc. We'll be hosting a live replay on December…

How to Deploy ML models with AWS Lambda

This blog post is part of our series on Serverless Inference for Machine Learning models accompanying our KubeCon 2020 talk: Serverless for ML Inference on Kubernetes: Panacea or Folly?  We'll be hosting a live replay on December 2nd at 2 PM ET for anyone…

The third wave of operationalization is here: MLOps

Using machine learning models in products is hard. Most companies fail at extracting value from them because they can't operationalize models properly.

Model Management & Operations Platform for Production Machine Learning

Today, I’m thrilled to announce the formal launch of the Verta Model Management and Operations platform, and Verta’s $10M Series A funding led by Intel Capital. With the Verta Platform, we help data science teams to tame the chaos of brittle and fragmented…

Secure your machine learning platform

  Last week, the security community learned of a big cryptomining campaign that leveraged exposed Kubeflow clusters to mine Monero coins. This attack happened due to publicly exposed dashboards and has sparked a healthy conversation on the security of…

Happy birthday, Git!

Last April, Git celebrated its 15 year anniversary! It has by now become the defacto standard for versioning your code. It made many things much easier to do than its competitors and successfully created a vibrant and still growing ecosystem. However, the…

Robust MLOps with Open-Source: ModelDB, Docker, Jenkins and Prometheus

A few weeks back, I had the pleasure of giving one of the four talks on the ML in Product Talk at the Strata OReilly Superstream. Since the Strata in-person conference got canceled, the fantastic folks at OReilly organized an extremely well-attended…

Making your Scikit-learn models reproducible with ModelDB 2.0

At Verta, we ran our first ModelDB 2.0 webinar last week and it was a lot of fun. This blog post is a recap of the hands-on tutorial part of the webinar. For the full webinar content, check out the webinar recording on the Verta Youtube channel and the…

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