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Machine Learning Solutions
book

Machine Learning Solutions

by Jalaj Thanaki
April 2018
Beginner to intermediate content levelBeginner to intermediate
566 pages
12h 17m
English
Packt Publishing
Content preview from Machine Learning Solutions

Exploring problems with the existing approach

In this section, we will be discussing the problems of the existing approach. There are mainly three errors we could have possibly committed, which are listed as follows:

  • Alignment
  • Smoothing
  • Trying a different ML algorithm

Let's discuss each of the points one by one.

Alignment

As we have seen in the graph, our actual price and predicted prices are not aligned with each other. This becomes a problem. We need to perform alignment on the price of the stocks. We need to consider the average value of our dataset, and based on that, we will generate the alignment. You can understand more about alignment in upcoming section called Alignment-based approach.

Smoothing

The second problem I feel we have with our first ...

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Publisher Resources

ISBN: 9781788390040Supplemental Content