Python: Machine Learning with Text Training Course

Course CodeCourse Code

pythontextml

Duration Duration

21 hours (usually 3 days including breaks)

Requirements Requirements

  • Experience with Python
  • An understanding of machine learning
  • Experience with scikit-learn and pandas

Overview Overview

In this instructor-led, live training, participants will learn how to use the right machine learning and NLP (Natural Language Processing) techniques to extract value from text-based data.

By the end of this training, participants will be able to:

  • Solve text-based data science problems with high-quality, reusable code
  • Apply different aspects of scikit-learn (classification, clustering, regression, dimensionality reduction) to solve problems
  • Build effective machine learning models using text-based data
  • Create a dataset and extract features from unstructured text
  • Visualize data with Matplotlib
  • Build and evaluate models to gain insight
  • Troubleshoot text encoding errors

Audience

  • Developers
  • Data Scientists

Format of the course

  • Part lecture, part discussion, exercises and heavy hands-on practice

Course OutlineCourse Outline

Introduction

  • The value of text-based data

Workflow for a Text-Based Data Science Problem

Choosing the Right Machine Learning Libraries

Overview of NLP Techniques

Preparing a Dataset

Visualizing the Data

Working with Text Data with scikit-learn

Building a Machine Learning Model

Splitting into Train and Test Sets

Applying Linear Regression and Non-Linear Regression

Applying NLP Techniques

Parsing Text Data Using Regular Expressions

Exploring Other Machine Language Approaches

Troubleshooting Text Encoding Issues

Closing Remarks

Bookings, Prices and EnquiriesBookings, Prices and Enquiries

Guaranteed to run even with a single delegate!
Private Classroom
 
Private Classroom
Participants are from one organisation only. No external participants are allowed. Usually customised to a specific group, course topics are agreed between the client and the trainer.
Private Remote
From £3300
Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet. More Information

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Private Remote
1 £3300
2 £2325
3 £2000
4 £1838
Public Classroom
From £3750
(94)
Public Classroom
Participants from multiple organisations. Topics usually cannot be customised

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Public Classroom
1 £3750
2 £2575
3 £2183
4 £1988
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Related Categories

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Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
Bristol, Temple GateMon, 2018-02-05 09:30£3300 / £3800
Aberdeen - Berry StreetMon, 2018-02-05 09:30£3300 / £3960
Edinburgh Training and Conference VenueWed, 2018-02-07 09:30£3300 / £3525
GlasgowThu, 2018-02-08 09:30£3300 / £4000
Exeter - The SenateThu, 2018-02-15 09:30£3300 / £3900

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