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Interpreting predictive models with Skater: Unboxing model opacity

O'Reilly Media - Data

There is often a need to verify the reasoning of such ML systems to hold algorithms accountable for the decisions predicted. Data Scientist Cathy O’Neil has recently written an entire book filled with examples of poor interpretability as a dire warning of the potential social carnage from misunderstood models—e.g.,

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Fleet Maintenance Software: Technology Behind Preventive and Predictive Vehicle Servicing

Altexsoft

And breakdowns are just too expensive, especially at a fleet-wide scale (not to mention risking drivers’ lives, losses due to unfulfilled contracts and related downtime, and customer dissatisfaction). Taking good care of your fleet assets pays off by prolonging their lifecycle, increasing efficiency, and reducing the probability of failures.

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The Good and the Bad of Apache Kafka Streaming Platform

Altexsoft

Similar to Google in web browsing and Photoshop in image processing, it became a gold standard in data streaming, preferred by 70 percent of Fortune 500 companies. In this article, we’ll explain why businesses choose Kafka and what problems they face when using it. process data in real time and run streaming analytics.

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Supply Chain Analytics: Opportunities in Data Analysis and Business Intelligence

Altexsoft

diversity of sales channels, complex structure resulting in siloed data and lack of visibility. These challenges can be addressed by intelligent management supported by data analytics and business intelligence (BI) that allow for getting insights from available data and making data-informed decisions to support company development.

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Process Mining Explained: Techniques, Applications, and Challenges

Altexsoft

In this article, we’ll explain what process mining is, how it can benefit businesses across different industries, and how you can implement it to optimize the workflows of your company. And now, try to think about each step: is there any way you can make it faster? What is process mining? Process mining ?an

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Estimated Time of Arrival: How to Approach ETA Calculations in Logistics

Altexsoft

In this article, we’ll explore what stands behind those ETA, ETD, and ETC acronyms and what can help you take the guesswork out of your time estimations. In this article, we’ll explore what stands behind those ETA, ETD, and ETC acronyms and what can help you take the guesswork out of your time estimations. In business, time is money.

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Supply Chain Control Tower: Enhancing Visibility and Resilience

Altexsoft

Leading executives focus on building resilient and intelligent supply chains that can withstand the turmoil due to data-based proactive decisions. “Control towers are the artificial intelligence (AI) of supply chain. Everyone wants to have it, but nobody quite knows how it works.” Christian Titze, vice president analyst at Gartner.