Python: Machine Learning with Text Training Course

Course

In City Of London

Price on request

Description

  • Type

    Course

  • Location

    City of london

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

Facilities

Location

Start date

City Of London (London)
See map
Token House, 11-12 Tokenhouse Yard, EC2R 7AS

Start date

On request

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Reviews

Subjects

  • NLP

Course programme

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

Python: Machine Learning with Text Training Course

Price on request