Machine Learning Archives - Page 2 of 16 - Open Data Science - Your News Source for AI, Machine Learning & more

Enhancing Discovery in Data Science Through Novelty in Machine Learning

Machine Learning Modeling Europe 2020posted by Kirk Borne June 29, 2020

Note: Kirk will present two training sessions at the ODSC Europe 2020 Virtual Conference. One will focus on “Solving the Data Scientist’s Dilemma: the Cold-Start Problem with 10+ Machine Learning Examples” and the other will look at “Atypical Applications of Typical Machine Learning Algorithms.” I have always appreciated the... Read more

Machine Learning: Active Failures and Latent Conditions

Machine Learning Modeling Europe 2020posted by ODSC Community June 29, 2020

Machine learning and AI applications are advancing in increasingly critical domains such as medicine, aviation, banking, finances, and more. These applications not only are shaping the way in which industries are operating, but also how people are interacting and using their platforms/technologies. That said, it is of fundamental importance... Read more

Using the ‘What-If Tool’ to Investigate Machine Learning Models

Machine Learning Modeling Machine Learning ml modelsposted by Parul Pandey June 26, 2020

In this era of explainable and interpretable Machine Learning, one merely cannot be content with simply training the model and obtaining predictions from it. To be able to really make an impact and obtain good results, we should also be able to probe and investigate our models. Apart from... Read more

Why You Should be Using Jupyter Notebooks

Machine Learning Modeling jupyterposted by Daniel Gutierrez, ODSC June 23, 2020

This article provides a high-level overview of Project Jupyter and the widely popular Jupyter notebook technology. The overarching message I’d like to convey is why you should be using Jupyter for your data science projects. I’ve been using it for all my Python machine learning work and I’m quite... Read more

Responsible AI: Interpret-Text with the Unified Information Explainer

Machine Learning Modeling Interpret-Text Microsoftposted by ODSC Community June 12, 2020

In the previous post you got an overview about interpretability, and the different explainers available in the Interpret-Text tool. In this post, you will get an understanding of how to use one of the explainers: Unified Information Explainer. The Unified Information Explainer can be used when a unified and intelligible... Read more

Responsible AI: Interpret-Text with the Introspective Rationale Explainer

Machine Learning Modeling Interpret-Text Microsoftposted by ODSC Community June 10, 2020

In the previous post, you got an overview about interpretability, and the different explainers available in the Interpret-Text tool. In this post you will get an understanding of how to use one of the explainers: Introspective Rationale Explainer. To generate an outstanding text fragment of important features for training a classification... Read more

Responsible AI: Interpret-Text with the Classical Text Explainer

Machine Learning Modeling Interpret-Text Microsoftposted by ODSC Community June 8, 2020

In the previous post you got an overview of interpretability, and the different explainers available in the Interpret-Text tool. In this post, you will get an understanding of how to use one of the explainers: Classical Text Explainer. The Classical Text Explainer is an interpretability technique used on classical machine... Read more

Responsible AI: Interpret-Text

Machine Learning Modeling NLP/Text Analytics Microsoftposted by ODSC Community June 2, 2020

Artificial intelligence (AI) systems have a growing impact on people’s lives on an every-day-level, thus it is fundamental to protect people, understand models, and control ai systems. While machine learning (ML) services are constantly developing, Microsoft emphasizes the ethical principles that put people first, meaning that employees are working to ensure... Read more

How You Can Use Federated Learning for Security & Privacy

Machine Learning Modeling Federated Learningposted by Daniel Gutierrez, ODSC May 25, 2020

We’re seeing an increased focus and effort by consumers and policymakers toward enhancing privacy related to the collection and usage of data. In 2018, the General Data Protection Regulation (GDPR) took effect in Europe and affected enterprises doing business in the European Union. GDPR requires enterprises to be more... Read more

Announcing ONNX Runtime Now Available for NodeJS

Machine Learning Modeling ONNXposted by ODSC Community May 22, 2020

There are tons of options in the Machine Learning world. You may have noticed a large number of frameworks, libraries, and formats that are floating around. Machine Learning is one of the most “hot” topics of the decade, and the tooling built as we are riding this train. The... Read more