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EncartaLabs

DataRobot Time Series Modeling

( Duration: 1 Day )

Most Machine Learning models treat each row as an independent example to provide a prediction, but what if you want to make a forecast by looking at a series of rows over time? Then you need to know about time series!

This DataRobot Time Series Modeling training course explores the basic concepts of time series, shows you how to make single series and multiseries models with the AutoTS component of the DataRobot platform. It covers many of the idiosyncrasies and best practices of time series modeling through the perspective of several use cases, from simple to more complex.

  • Knowledge of AutoML
  • Knowledge of DataRobot
  • Knowledge of Machine Learning Framework for Data Scientists (instructor-led course)

The DataRobot Time Series Modeling class is ideal for:

  • Personnel who have used DataRobot at an introductory level (at least), and who want to expand their knowledge of the platform’s capabilities.

COURSE AGENDA

Day 1 - First Half

  • Understand how time series modeling is different from other Machine Learning
  • Set Feature Derivation Windows, Forecast Distances, and Gaps
  • Mark features as Known In Advance
  • Import custom calendar files of key dates
  • Choose the Series ID for multiseries models
  • Build and evaluate time series forecast models

Day 1 - Second Half

  • Utilize a variety of auto-generated feature lists and add your own
  • Compare models using familiar and time-series-specific metrics
  • Validate time series models with backtesting strategies
  • Assess model performance at a specific point, over time, and between series
  • Construct a scoring dataset for time series models
  • Define the forecast point or range for scoring new data
  • Inform your modeling with best practices and advanced techniques like hierarchical modeling, dynamic thresholding, and short series evaluation

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 6,000 various courses on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting https://www.encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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