Python: Machine Learning with Text Training Course
Course
In City Of London
Description
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Type
Course
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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
Start date
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