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Codeless Time Series Analysis with KNIME

Codeless Time Series Analysis with KNIME

By : KNIME AG , Corey Weisinger, Maarit Widmann, Daniele Tonini
4.8 (10)
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Codeless Time Series Analysis with KNIME

Codeless Time Series Analysis with KNIME

4.8 (10)
By: KNIME AG , Corey Weisinger, Maarit Widmann, Daniele Tonini

Overview of this book

This book will take you on a practical journey, teaching you how to implement solutions for many use cases involving time series analysis techniques. This learning journey is organized in a crescendo of difficulty, starting from the easiest yet effective techniques applied to weather forecasting, then introducing ARIMA and its variations, moving on to machine learning for audio signal classification, training deep learning architectures to predict glucose levels and electrical energy demand, and ending with an approach to anomaly detection in IoT. There’s no time series analysis book without a solution for stock price predictions and you’ll find this use case at the end of the book, together with a few more demand prediction use cases that rely on the integration of KNIME Analytics Platform and other external tools. By the end of this time series book, you’ll have learned about popular time series analysis techniques and algorithms, KNIME Analytics Platform, its time series extension, and how to apply both to common use cases.
Table of Contents (20 chapters)
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1
Part 1: Time Series Basics and KNIME Analytics Platform
7
Part 2: Building and Deploying a Forecasting Model
14
Part 3: Forecasting on Mixed Platforms

A quick introduction to neural networks

In this section, we will introduce the basics of neural networks – just enough to continue with this chapter. We leave it up to you to deepen this knowledge by exploring other types of neural architectures and neural training algorithms.

Codeless Deep Learning with KNIME

If you’re interested in learning about deep learning in greater detail, I encourage you to check out KNIME’s other book with Packt: Codeless Deep Learning with KNIME, which is available at https://www.knime.com/codeless-deep-learning-book.

Neural networks are not a new topic. They have gone through many ups and downs in popularity and are now back thanks to improvements in modern compute power. Let’s start with a model of an artificial neuron and build our first multilayer neural architectures.

Artificial neurons and artificial neural networks

The first model of a biological neuron represented input signals as a vector, , the chemical...

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