Build a Search Engine with Python: Computer Science & Python

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Aadarsha Ghimire

6:35:38

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1. Introduction

1. Introduction.mp4

05:23

2. Installing Required Tools.mp4

03:39

2. Theoretical Pre-Requisites NLP and Information Retrieval

1. Introduction to Information Retrieval.mp4

03:32

2. Text Pre-processing.mp4

12:14

3. Zipfs Law.mp4

02:24

4. Implementing Tokenization and Lemmatization.mp4

06:07

5. Implementing Stop Words Removal.mp4

04:50

6. Implementing Stemming.mp4

02:24

7. Inverted Indexes.mp4

03:07

8. Building an Inverted Index.mp4

08:16

9. Searching in an Inverted Index.mp4

07:50

10. Boolean Retrieval Model.mp4

03:45

11. Vector Space Model.mp4

03:16

12. Cosine Similarity.mp4

06:19

13. Term Weighting Mechanisms (TF-IDF).mp4

05:13

14. Implementing Vector Space Retrieval.mp4

12:00

15. Adding Source Control.mp4

03:36

3. The Internet and Web Search

1. The Internet.mp4

13:43

2. Web Search.mp4

05:24

4. Web Spidering

1. Web Spiders.mp4

07:59

2. Spider Traps.mp4

02:06

3. robots.txt and sitemap.xml.mp4

08:08

4. Building a Web Spider in Python.mp4

25:04

5. A Small Universe of 5 Webpages

1. Web Graph of 5 Webpages.mp4

02:31

2. Introduction to Flask.mp4

10:53

3. Implementing Web Graph.mp4

19:47

6. Ranking of Webpages and The PageRank Algorithm

1. Link Analysis.mp4

04:06

2. HITS.mp4

05:30

3. PageRank.mp4

07:33

4. PageRank with Damping Factor.mp4

07:26

5. Implementing PageRank in Python.mp4

10:57

7. Building Web Search Engine

1. Introduction.mp4

02:15

2. Building Search Page.mp4

08:40

3. Extracting Query.mp4

06:18

4. Crawling and Saving Tokenized Text as Pickle.mp4

11:33

5. Searching using TF-IDF and Cosine Similarity.mp4

18:03

6. Building the Results Page.mp4

09:23

8. Building Image Search Engine

1. Creating Search Page.mp4

04:22

2. Crawling and Storing Images Metadata.mp4

09:34

3. Performing Search.mp4

06:21

4. Rendering the Results.mp4

03:03

9. Building Reverse Image Search Engine

1. Convolutional Neural Networks.mp4

13:12

2. VGG16.mp4

05:37

3. Reading Images and Extracting Features.mp4

15:53

4. Building Reverse Image Search Engine.mp4

20:45

10. Additional Content Building Web Search Engine using Database

1. Modifying our Web Crawler.mp4

10:29

2. Calculating PageRank.mp4

09:18

3. Implementing Web Search Feature.mp4

14:44

11. Conclusion and Thank You!

1. Final Words.mp4

01:06

Description

Learn how Web Search Engines work. Build Web, Image and Reverse Image Search Engine App in Python Flask from Scratch.

What You'll Learn?

How Internet and Web Search Engines Work
Build a Web Search Engine App in Python
Build an Image Search Engine and Reverse Image Search Engine App in Python
How Web Search Engines like Google process their data
Algorithms like Google's PageRank and implementing it in Python
Web Crawling Process
Information Retrieval and Natural Language Processing

Who is this for?

Beginner Programmers who want to learn how Web Search Works

People who want to build Web Search Engine Application in Python

People who want to build Image Search Engine and Reverse Image Search Engine in Python

Those curious about Web Search Engine Internal Working Mechanism

What You Need to Know?

At least Hello World experience in Python Programming Language and HTML/CSS

More details

Description
Welcome to "Build a Search Engine with Python: Computer Science and Python," a comprehensive Udemy course designed to take you on an exciting journey through the world of search engines and computer science.
In today's digital age, search engines play an indispensable role in our daily lives, enabling us to access information quickly and efficiently. This course will empower you with the knowledge and skills needed to create your very own search engine from scratch using the versatile Python programming language.
Whether you're a novice looking to dive into the world of Computer Science or an experienced Python developer eager to expand your skill set, this course is tailored to meet your needs. We will start from the basics and gradually build a fully functional search engine, covering essential concepts like web crawling, indexing, ranking algorithms, and user interfaces.

We're going to be building:
Web Search Web Application
Image Search Web Application
Reverse Image Search Web Application
in Python and Flask.
Throughout this course, you will not only gain a deep understanding of the inner workings of search engines but also sharpen your Python programming skills.
Also, In the Reverse Image Search Project, we're going to be using Deep Learning and Artificial Intelligence to search for similar images.
Whether you're a college student who's trying to do a software project or whether you're an enthusiast trying to learn the inner workings of Search Engine and then build a fully functioning Search Engine project, then this course is for you.
Join me on this educational journey, and let's embark on the exciting adventure of building a search engine with Python together!
Who this course is for:
Beginner Programmers who want to learn how Web Search Works
People who want to build Web Search Engine Application in Python
People who want to build Image Search Engine and Reverse Image Search Engine in Python
Those curious about Web Search Engine Internal Working Mechanism

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Hi, I'm Aadarsha. I try my best to create the best educational content. I am a graduate of Computer Science and Information Technology from Tribhuvan University. I also have experience working in the Software and Artificial Intelligence Industry. I discovered my passion for teaching and helping others by sharing all the things I knew when I was in college, and that passion brought me to Udemy.

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