What’s Wrong With My Time Series

@tachyeonz : What’s wrong with my time series? Model validation without a hold-out set Time series modeling sits at the core of critical business operations such as supply and demand forecasting and quick-response algorithms like fraud and anomaly detection.

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Prophet: How Facebook operationalizes time series forecasting at scale

@tachyeonz : Facebook is a famously data-driven organization, and an important goal in any data science activity is forecasting. Now, Facebook has released Prophet, an open-source package for R and Python that implements the time-series methodology that Facebook uses in production for forecasting at scale.

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Time Series Analysis (TSA) in Python – Linear Models to GARCH

@tachyeonz : Early in my quant finance journey, I learned various time series analysis techniques and how to use them but I failed to develop a deeper understanding of how the pieces fit together.

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Deep Learning AI Listens to Machines For Signs of Trouble

@tachyeonz : Driving your car until it breaks down on the road is never anyone’s favorite way to learn the need for routine maintenance. But preventive or scheduled maintenance checks often miss many of the problems that can come up.

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Tags : 3dsignals, artificial intelligence, auto repair, autonomous cars, deep learning, driverless, forecasting, israel, m, machine learning, microphones, neural networks, predictive analytics, predictive maintenance, self driving cars, sensors, startups, ultrasonic sensors

Published On:December 30, 2016 at 12:01AM

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Deep learning could predict car trouble before you notice it

@tachyeonz : Trying to replicate the sounds your car is making to the mechanic you’re talking to is equal parts frustrating and embarrassing. But neural networks could put your best “worn out wheel bearing” impression into retirement.

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Tags : condition monitoring, connected cars, forecasting, internet of things, iot, m, machine learning, predictive maintenance, tribology, ultrasonic sensors, vehicle repair, vibration monitoring

Published On:December 29, 2016 at 12:05AM

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What is Manufacturing Analytics?

@tachyeonz : Description Discussion of what manufacturing analytics is and how manufacturing companies can use it to measure performance and quality.

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Tags : analytics, assembly plant, asset management, big data, data analytics, digital manufacturing, factory, forecasting, iiot, industrial internet, industry 4.0, internet of things, iot, m, manufacturing 4.0, mes, oee, predictive maintenance, scada, scm, sensors, smart manufacturing, uptime

Published On:February 11, 2016 at 04:54PM

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3 powerful ways a data model can benefit energy and utilities

@tachyeonz : As analytics capabilities continue to advance and new tools and solutions provide additional ways to pull data from different sources, the need to understand the data—and the relationships among data—increases. This need is where data models come into play.

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Tags : data modelling, electrical utilities, energy, forecasting, ibm, industrial automation, industrial internet, m, predictive analytics, realtime, smart grids, utilities

Published On:May 20, 2016 at 08:41PM

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Video: Predictive Maintenance – What it is and what it is not

@tachyeonz : Preventative and Conditional Maintenance are often mistaken with Predictive Maintenance. This animation gives you an overview of the different types of maintenance, the differences between them and what Predictive Maintenance is really about.

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Tags : forecasting, iiot, industrial internet, industry 4.0, m, machine learning, manufacturing 4.0, predictive maintenance

Published On:December 05, 2016 at 03:36PM

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Video: Predictive Maintenance – What it is and what it is not

@tachyeonz : Preventative and Conditional Maintenance are often mistaken with Predictive Maintenance. This animation gives you an overview of the different types of maintenance, the differences between them and what Predictive Maintenance is really about.

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Tags : #forecasting, #iiot, #industrialinternet, #industrie40, #machinelearning, #manufacturing40, #predictivemaintenance, m

Published On:December 05, 2016 at 03:36PM

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Timeseries forecasting using extreme gradient boosting

@tachyeonz : In the last few years there have been more attempts at a fresh approach to statistical timeseries forecasting using the increasingly accessible tools of machine learning.

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Tags : #forecasting, #gradientboosting, #r, #timeseries, m

Published On:November 20, 2016 at 09:33PM

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The IoT powers Smart Grids – How much do you know about AMI?

@tachyeonz : The IoT powers Smart Grids – How much do you know about AMI? The benefits of smart meters are starting to be realized, and their applications are evolving now.

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Tags : #datascience, #energyanalytics, #iot, #poweranalytics, #smartgrids, forecasting, m, utilities

Published On:August 11, 2016 at 08:06PM

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Take control of your energy usage with big data.

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Tags : #datascience, #energyanalytics, #iot, #poweranalytics, #smartgrids, forecasting, m, utilities

Published On:August 12, 2016 at 01:23AM

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