Building Knowledge Graphs with Python

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Andrei Pruteanu

1:34:58

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1. Course Overview

1. Course Overview.mp4

01:44

2. Getting Started

1. Overview.mp4

04:54

2. Introduction.mp4

05:01

3. Algorithmic Building Blocks.mp4

04:55

4. Knowledge Graphs Details.mp4

05:14

3. Preprocessing Data

1. Dataset Finding.mp4

02:43

2. Exploratory Data Analysis.mp4

05:57

3. Basic Preprocessing.mp4

01:48

4. Topic Modeling Using Python

1. Preprocessing, Bag-of-words, TF-IDF.mp4

04:31

2. LDA Using bag-of-words vs. LDA Using TF-IDF.mp4

06:28

3. Testing and Visualization.mp4

07:06

5. Entity Extraction Using Python

1. Entity Extraction Using spaCy.mp4

04:02

2. Relation Finding.mp4

03:26

3. Basic Statistics.mp4

06:22

6. Creating Knowledge Graphs Using Python

1. Context.mp4

03:45

2. Preprocessing Pipeline.mp4

03:42

3. Preprocessing Demo.mp4

07:41

4. Searching in Knowledge Graphs.mp4

07:17

5. Topic Modelling and Knowledge Graphs.mp4

08:22

Description

This course will teach you how to create knowledge graphs out of textual information. It will show you how to extract information such as topics and entities and uncover how they are linked into so-called knowledge graphs.

What You'll Learn?

In this course, Building Knowledge Graphs Using Python, you’ll learn how to extract and link information by creating graphs out of textual data. First, you will explore how to do topic modeling using Python. Next, you will discover how to do entity extraction. Finally, you will learn how to link the information uncovered in the previous two steps in a unified manner. When you’re finished with this course, you’ll have the skills and knowledge of creating knowledge graphs using Python needed to uncover complex information out of raw textual data. All code is available on GitHub: https://github.com/andreipruteanu/pluralsight

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Python

Andrei Pruteanu

Instructor's Courses

Andrei is a passionate Data Scientist. He started his career in tech in the automotive industry. After that he pursued a PhD in CS at Delft University of Technology, the Netherlands. Since the graduation of his studies, he worked with large data-sets in domains ranging from scientific research, energy and utilities. Currently he is consultant in Data Science and working mainly with NLP tools. He enjoys being part of the analytics community and regularly joins conferences and specific meetups.

Pluralsight

View courses Pluralsight

Pluralsight, LLC is an American privately held online education company that offers a variety of video training courses for software developers, IT administrators, and creative professionals through its website. Founded in 2004 by Aaron Skonnard, Keith Brown, Fritz Onion, and Bill Williams, the company has its headquarters in Farmington, Utah. As of July 2018, it uses more than 1,400 subject-matter experts as authors, and offers more than 7,000 courses in its catalog. Since first moving its courses online in 2007, the company has expanded, developing a full enterprise platform, and adding skills assessment modules.