Category Archives: Machine Learning

Improving code vs improving data quality

Posted on April 7, 2021 by decisionmanagementcommunity

Andrew Ng: “Traditional software is powered by code, whereas AI systems are built using both code (models + algorithms) and data. When a system isn’t performing well, many teams instinctually try to improve the code. But for many practical applications, … Continue reading →

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Can Your Machine Learning Do the Lambada?

Posted on March 31, 2021 by decisionmanagementcommunity

Ulrich Wiesner from FICO wrote: “Machine learning and data analytics are powerful methods, but typically the benefits do not come without effort, and careful considerations are required to make these tools efficient. When you purchase a tool or service, make … Continue reading →

Posted in Decision Modeling, Machine Learning | Leave a comment

Why a YouTube Chat About Chess Got Flagged for Hate Speech

Posted on March 4, 2021 by decisionmanagementcommunity

This WIRED article talks about shortcomings in AI programs designed to automatically detect hate speech, abuse, and misinformation online. When WIRED fed some of statements gathered by the CMU researchers into two hate-speech classifiers, the statement “White’s attack on black is … Continue reading →

Posted in Artificial Intelligence, Machine Learning, Natural Language Processing | Leave a comment

AI is not equal to ML

Posted on January 11, 2021 by decisionmanagementcommunity

Alain Chabrier from IBM Decision Optimization team in his Medium.com article argues that not only “AI != ML” pointing to the difference between Data-driven and Knowledge-driven decision models. He even claims that “Decision Optimization has more impact on the real … Continue reading →

Posted in Artificial Intelligence, Business Analytics, Decision Optimization, Machine Learning | Leave a comment

Recent Advances in Google Translate

Posted on December 20, 2020 by decisionmanagementcommunity

Google Translate was introduced in 2016 and it enabled great improvements to the quality of translation for over 100 languages since then. In this post Google Research describes how recent advances in machine learning drive improvements to automated translation. Link

Posted in Artificial Intelligence, Languages, Machine Learning, Natural Language Processing | Leave a comment

Pragmatic Approach to Predictive Decision Automation

Posted on December 10, 2020 by jacobfeldman

In this webinar Red Hat specialists explain how explainable Predictive Decisioning can help us trust AI. Their  approach combines AI/ML, decision optimization, and traditional business rules to better understand the factors that contribute to an automated decision. They use the … Continue reading →

Posted in Artificial Intelligence, Decision Making, Decision Modeling, Decision Monitoring, Decision Optimization, Machine Learning | Leave a comment

Decision-Driven Data Analytics

Posted on December 8, 2020 by decisionmanagementcommunity

“Data analysts often fail to produce insights for making effective business decisions, but that’s not their fault. Data-driven decision-making anchors on available data. This often leads decision makers to focus on the wrong question. Decision-driven data analytics starts from a proper … Continue reading →

Posted in Business Analytics, Digital Decisioning, Machine Learning | Leave a comment

Enhancing Process Management with Process Mining

Posted on October 29, 2020 by decisionmanagementcommunity

Max Tay published this article: “Growing numbers of vendors rolling out process mining platforms and its adoption is growing steadily, transitioning from early adopters to becoming one of the latest trendy tools in the industries. It has come out of … Continue reading →

Posted in BPM, Machine Learning, Process Mining | Leave a comment

The Decision-Making Side of Machine Learning

Posted on October 3, 2020 by decisionmanagementcommunity

Michael I. Jordan is a professor at Berkeley and one of the most influential people in machine learning, statistics, and artificial intelligence. Watch his recent presentation: “Much of the recent focus in machine learning has been on the pattern-recognition side … Continue reading →

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How to Evaluate Performance of Machine Learning Models

Posted on September 9, 2020 by decisionmanagementcommunity

A new post in KDnuggets explains “How to Evaluate the Performance of Your ML Model“: “You can train your supervised machine learning models all day long, but unless you evaluate its performance, you can never know if your model is … Continue reading →

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