Snap machine learning

A library that provides high-speed training and inference of popular machine learning models on modern CPU/GPU computing systems. Snap ML has been designed to address some of the biggest challenges that companies and practitioners face when applying machine learning to…


IBM Watson AutoAI has recently introduced a new beta feature — time series support. …


Imagine you are at your favorite restaurant. You just finished eating your favorite dish. Yes, exactly, the one with the secret sauce. Suddenly you look up from your empty plate and see the chef standing next to your table. She…


Hackathon

I had the pleasure to be part of the jury for this year edition of “Ustawka 2020” hackathon for students in Poland. The hackathon was organised by IBM Poland and University of Warsaw. The topic for this year’s edition…


Is it possible to download Watson AutoAI trained model and use it outside Watson Studio ecosystem? The answer is YES.

This short story describes in details how one can download AutoAI trained model and use it on 3rd party environment (local machine, cloud service etc.).

Getting the model

The easiest way to download…


As a continuation of epidemic models comparative analysis we want to examine one more regression model created by Watson Studio AutoAI. We will be using new python API to define and trigger AutoAI experiment. The jupyter notebook with all steps can be found here.

COVID-19 data

We are using COVID-19 Data Repository…


Some time ago I have written a story how to predict incorrect bug fixes. The full story “Adoption of machine learning to software failure prediction” can be found here. Long story short — we have adopted binary classification algorithm to predict if the bug has been correctly or incorrectly fixed…


Written by Lukasz Cmielowski , Alexandre Quemy, Rafal Bigaj & Wojciech Sobala

In this story, we would like to share our recent experience of building, serving and integrating COVID-19 models using IBM Cloud.

Building epidemic models

For the purpose of this experiment, we have tried several epidemic models. Since we are located in…


Written by Lukasz Cmielowski & Rafal Bigaj

Would you like to know how the artificial intelligence (AI) investment you made is influencing your business?

Is it worth investing further?

What AI improvements should be made to accelerate your business?

It is extremely hard to measure the impact of the AI to the business. It is even harder to find AI issues that may drive your business indicators down. …


What is Watson OpenScale?

Watson OpenScale tracks and measures outcomes from AI across its lifecycle, and adapts and governs AI to changing business situations — for models built and running anywhere. You can read more details here.

OpenScale and 3rd party engines integration points

Watson OpenScale integrates with external ml serve engines (Azure ML Studio, Amazon SageMaker etc.) …

Lukasz Cmielowski, PhD

Automation architect and data scientist at IBM Krakow Software Lab. Currently working on Watson Machine Learning cloud offering.

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