Udemy - An Introduction to Intrusion Detection Using ML And Python

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[ DevCourseWeb.com ] Udemy - An Introduction to Intrusion Detection Using ML And Python
  • Get Bonus Downloads Here.url (0.2 KB)
    • ~Get Your Files Here ! 1. The theoretical Concepts
    • 1. Course overview.mp4 (8.0 MB)
    • 1. Course overview.srt (2.4 KB)
    • 10. Model Prediction Types.mp4 (17.1 MB)
    • 10. Model Prediction Types.srt (5.3 KB)
    • 11. Performance Evaluation Metrics.mp4 (12.8 MB)
    • 11. Performance Evaluation Metrics.srt (4.6 KB)
    • 2. Prerequisites of the course.mp4 (8.9 MB)
    • 2. Prerequisites of the course.srt (1.8 KB)
    • 3. What is intrusion detection.mp4 (17.8 MB)
    • 3. What is intrusion detection.srt (4.0 KB)
    • 4. How applied machine learning can be used for intrusion detection.mp4 (12.2 MB)
    • 4. How applied machine learning can be used for intrusion detection.srt (3.4 KB)
    • 5. How to build an intrusion detection Model.mp4 (27.2 MB)
    • 5. How to build an intrusion detection Model.srt (5.4 KB)
    • 6. Data Preparation.mp4 (13.8 MB)
    • 6. Data Preparation.srt (2.3 KB)
    • 7. Features Encoding.mp4 (14.6 MB)
    • 7. Features Encoding.srt (2.1 KB)
    • 8. Features Scaling.mp4 (12.4 MB)
    • 8. Features Scaling.srt (1.8 KB)
    • 9. Features Selection.mp4 (9.0 MB)
    • 9. Features Selection.srt (1.9 KB)
    2. Practical Section
    • 1. Loading And Exploring The Dataset.mp4 (34.7 MB)
    • 1. Loading And Exploring The Dataset.srt (4.6 KB)
    • 1.1 Course source code.ipynb (86.0 KB)
    • 1.2 IDS Dataset.csv (2.7 MB)
    • 2. Encoding Dataset Using Label Encoder.mp4 (34.8 MB)
    • 2. Encoding Dataset Using Label Encoder.srt (5.9 KB)
    • 3. Checking The Dataset Balancing Status.mp4 (37.7 MB)
    • 3. Checking The Dataset Balancing Status.srt (7.4 KB)
    • 4. Scaling Dataset The Wrong Way.mp4 (38.8 MB)
    • 4. Scaling Dataset The Wrong Way.srt (8.0 KB)
    • 5. Scaling Dataset Best Practice.mp4 (15.3 MB)
    • 5. Scaling Dataset Best Practice.srt (2.6 KB)
    • 6. Features Selection Using Gini Index.mp4 (46.6 MB)
    • 6. Features Selection Using Gini Index.srt (8.5 KB)
    • 7. Build IDS Model Using The UNSW_NB15 Dataset.html (0.2 KB)
    • Bonus Resources.txt (0.4 KB)

Description

An Introduction to Intrusion Detection Using ML And Python



https://DevCourseWeb.com

Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 364 MB | Duration: 17 lectures • 1h 4m

Intrusion Detection using Machine Learning

What you'll learn
Introduce you to Intrusion Detection.
Use python and machine learning for intrusion detection.
Identify a machine learning problem type if classification or regression.
Master best practice for machine learning data preparation.

Requirements
Basics of python 3 programing language.
Be familiar with fundamental Machine learning concepts.
Have a computer (either Mac, Windows, or Linux).
Desire to learn!.
Description
This course will introduce you to the intrusion detection domain and how to use machine learning algorithms to build intrusion detection models with best practices. You will get a solid foundation for using applied machine learning for intrusion detection.



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Udemy - An Introduction to Intrusion Detection Using ML And Python

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Download torrent
364.5 MB
seeders:6
leechers:4
Udemy - An Introduction to Intrusion Detection Using ML And Python

Torrent hash: 5EFD4FA000FDB1E36C8F5465E4B208E13A3B8E77