Python: Machine Learning with Text Training Course

Course Code

pythontextml

Duration

21 hours (usually 3 days including breaks)

Requirements

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

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 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

Testimonials

★★★★★
★★★★★

Bookings, Prices and Enquiries

Guaranteed to run even with a single delegate!

Private Classroom

From £4350

Private Remote

From £3900 (106)

Public Classroom

Location Date Course Price [Remote/Classroom]
Swindon2018-12-03 09:30:00£3900 / £4425
Leicester - St. Georges House2018-12-03 09:30:00£3900 / £4650
Newcastle2018-12-04 09:30:00£3900 / £4500
Glasgow2018-12-10 09:30:00£3900 / £4950
Chimney House Sheffield2018-12-10 09:30:00£3900 / £4800
Edinburgh Training and Conference Venue2018-12-10 09:30:00£3900 / £4500
Reading TVP2018-12-11 09:30:00£3900 / £4695
York - Priory Street Centre 2018-12-11 09:30:00£3900 / £4350
Bristol, Temple Gate2018-12-17 09:30:00£3900 / £4650
Southampton2018-12-17 09:30:00£3900 / £4650
Portsmouth Technopole2018-12-17 09:30:00£3900 / £4350
Oxford2018-12-17 09:30:00£3900 / £4725
Cardiff2018-12-18 09:30:00£3900 / £4800
Belfast City Centre2018-12-18 09:30:00£3900 / £5250
Aberdeen - Berry Street2018-12-18 09:30:00£3900 / £4890
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Course Discounts

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Android DevelopmentGlasgowMon, 2018-11-19 09:30£4356 / £5756
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F#: Introduction to Functional ProgrammingPortsmouthMon, 2018-11-26 09:30£2178 / £2478
Python: Automate the Boring StuffSwindonWed, 2018-11-28 09:30£2178 / £2528
JMeter Fundamentals and JMeter AdvancedEdinburgh Training and Conference VenueMon, 2018-12-03 09:30£2178 / £2578
HAProxy AdministrationLondon, Hatton GardenMon, 2018-12-03 09:30£2178 / £2928
From Data to Decision with Big Data and Predictive AnalyticsBirmingham Tue, 2018-12-11 09:30£3861 / £4836
Test Automation with SeleniumManchester, King StreetWed, 2018-12-12 09:30£3267 / £4242
Artificial Intelligence OverviewLondon, Hatton GardenThu, 2018-12-27 09:30£1287 / £1662
RPA: Implementing Robotic Process AutomationLondon, Hatton GardenTue, 2019-01-29 09:30£3861 / £4986

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