Document classification using Machine Learning

Document classification using Machine Learning

Course Description

Learn the document classification with the machine learning and popular programming language Python.

Build a strong foundation in Machine Learning with this tutorial for beginners.

• Understanding of document classification

• Leverage Machine Learning to classify documents

• User Jupyter Notebook for programming

• Use Latent Dirichlet Allocation Machine Learning Algorithm for document classification

A Powerful Skill at Your Fingertips  Learning the fundamentals of document classification puts a powerful and very useful tool at your fingertips. Python and Jupyter are free, easy to learn, has excellent documentation.

Jobs in machine learning area are plentiful, and being able to learn document classification with machine learning will give you a strong edge.

Machine Learning is becoming very popular. Alexa, Siri, IBM Deep Blue and Watson are some famous example of Machine Learning application. Document classification is vital in information retrieval, sentiment analysis and document annotation.  Learning document classification with machine learning will help you become a machine learning developer which is in high demand.

Big companies like Google, Facebook, Microsoft, AirBnB and Linked In already using document classification with machine learning in information retrieval and social platforms. They claimed that using Machine Learning and document classification has boosted productivity of entire company significantly.

Content and Overview  

This course teaches you on how to build document classification using open source Python and Jupyter framework.  You will work along with me step by step to build following answers

Introduction to document classification.

Introduction to Machine Learning

Build an application step by step using LDA to classify documents

Tune the accuracy of LDA model

Learn variation of LDA model

Learn use cases of LDA model

What am I going to get from this course?

• Learn document classification and Machine Learning programming from professional trainer from your own desk.

• Over 10 lectures teaching you document classification programming

• Suitable for beginner programmers and ideal for users who learn faster when shown.

• Visual training method, offering users increased retention and accelerated learning.

• Breaks even the most complex applications down into simplistic steps.

• Offers challenges to students to enable reinforcement of concepts. Also solutions are described to validate the challenges.

Note: Please note that I am using short documents in this example to illustrate concepts. You can use same code for longer documents as well.

Using Latent Dirichlet Allocation to classify documents using Machine Learning

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What you will learn

• At the end of my course students will be able to use the machine learning to classify large dataset of documents
• At the end of my course students will be able to use the machine learning to improve document search engine
• At the end of my course students will be able to use the machine learning to suggest recommendations

Rating: 3.75

Level: Beginner Level

Duration: 1.5 hours

Instructor: Evergreen Technologies