Log File Analysis with Python

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Cristian Pascariu

1:56:19

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Exercise Files

python-log-file-analysis.zip

Module 1 - Course Overview

1. Course Overview.mp4

01:31

Module 2 - Processing Log Files

01. Introduction.mp4

04:15

02. Opportunities and Pitfalls of Analysing Logs with Python.mp4

02:29

03. Setting up Your Development Environment.mp4

02:39

04. Reading Log File in Python.mp4

07:07

05. Parsing Log Data.mp4

06:33

06. Leveraging Regular Expressions to Extract Individual Fields.mp4

03:34

07. Demo - Parse SMB Log Data with Regular Expressions.mp4

07:38

08. Working with Windows Log Files.mp4

02:39

09. Demo - Detecting Malicious Activity based on Windows Event Logs.mp4

09:37

10. Summary.mp4

00:48

Module 3 - Analyzing and Enriching Log Data

1. Introduction.mp4

01:12

2. Enriching Logs with GeoIP Data.mp4

07:01

3. C2 Beacon Detection.mp4

04:00

4. Demo - Detect Beaconing Based on Log Correlation.mp4

05:44

5. Understanding Frequency Analysis.mp4

02:45

6. Demo - Performing Frequency and Similarity Analysis on DNS Traffic.mp4

10:13

7. Working with Timestamps.mp4

02:48

8. Demo - Plotting Log Data Based on Timeline Analysis.mp4

09:45

9. Summary.mp4

00:50

Module 4 - Building Log Analysis Workflows

1. Introduction.mp4

01:08

2. Building Log Analysis Workflows.mp4

04:35

3. Technical Aspects of Interacting with Rest APIs.mp4

02:24

4. Saving Log Data in MongoDB.mp4

07:23

5. Indexing Log Data into Elasticsearch.mp4

06:06

6. Summary.mp4

01:35

Description

Manual log analysis can become a time consuming task. This course will teach you how to automate log file analysis with Python.

What You'll Learn?

Manual log analysis can become a laborious task and is also prone to errors. In this course, Log file analysis with Python, you’ll learn how to automate the analysis of log files using Python. First, you’ll explore how to parse log files. Next, you’ll discover log data analysis. Finally, you’ll learn how to integrate with other solutions to submit enriched data. When you’re finished with this course, you’ll have the skills and knowledge of Log file analysis needed to automate log analysis.

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Python

Cristian Pascariu

Instructor's Courses

Cristian took part in auditing and implementation of infosec capabilities to uplift security posture. He managed codification efforts to extract indicators of compromise and created rules in the scope of defending against new emerging threats. He has also developed tools and scripts to overcome security gaps within the corporate network. Cristian has mentored L1 and L2 analysts to increase triage efficiency and combat new threats. He has experience in the field of Application Security and has provided Source Code Auditing for AAA game titles on mobile and PC platforms. Cristian has delivered Secure Coding training to development teams based on common SDLC pitfalls and industry best practices.

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.