Preparation for Cybersecurity Data Science

Set up your cybersecurity lab and acquire the background knowledge essential to success in Cybersecurity Data Science.

9 videos  //  42 minutes of training

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Course description

This course is all about preparing you for fluent and safe handling of malware and employment of Machine Learning to analyze it. You will set up a lab environment for handling and analyzing malware and acquire a basic toolkit of Machine Learning techniques to enable you to tackle the vast majority of Cybersecurity Data Science problems.

Course syllabus

OverviewDuration: 1:34

Setting Up a Virtual LabDuration: 8:11

Working with Virtual Python EnvironmentsDuration: 3:55

Basic Model AssessmentDuration: 5:35

Structured Learning with XGBoostDuration: 2:35

Natural Language ProcessingDuration: 4:11

Anomaly Detection with Isolation ForestDuration: 5:31

Hyperparameter TuningDuration: 6:30

Generating Text Using Machine LearningDuration: 4:03

Meet the author

Emmanuel Tsukerman

LinkedIn

Dr. Tsukerman graduated from Stanford University and UC Berkeley. In 2017, his machine-learning-based anti-ransomware product won Top 10 Ransomware Products by PC Magazine. In 2018, he designed a machine-learning-based malware detection system for Palo Alto Network's WildFire service (over 30,000 customers). In 2019, Dr. Tsukerman authored the Machine Learning for Cybersecurity Cookbook and launched the Infosec Skills Cybersecurity Data Science Learning Path.

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  • Team administration and reporting
  • Transferable licenses
  • 80+ role-based learning paths (Ethical Hacking, Threat Hunting, etc.)
  • 100s of hands-on labs in cloud-hosted cyber ranges
  • Custom certification practice exams (CISSP, Security+, etc.)
  • Skill assessments
  • Create and assign custom learning paths
  • Dedicated client success manager

Infosec Skills boot camp

Request a quote for pricing

 

Request Quote Browse Boot Camps
  • Team boot camp administration and reporting
  • Exam Pass Guarantee
    If you don’t pass your exam on the first attempt, you'll get a second attempt for free. Includes the ability to re-sit the course for free for up to one year.
  • 100% Satisfaction Guarantee
    If you’re not 100% satisfied with your training at the end of the first day, you may withdraw and enroll in a different online or in-person course.
  • Knowledge Transfer Guarantee
    If an employee leaves within three months of obtaining certification, Infosec will train a different employee at the same organization tuition-free for up to one year.
  • Certification exam vouchers
  • Live, instructor-led training (available onsite, in-person or online)
  • 90 days extended access to recordings of daily lessons
  • Build your team's skills with hundreds of additional hands-on courses and labs

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Best IT Security-related Training Program

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Best Cybersecurity Education Provider & Best Security Education Platform

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Most Innovative Product - Cybersecurity Training for Infosec Professionals

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Global Excellence - Cyber Security Education & Training

Infosec Skills

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Infosec Skills courses and labs are powered by LX Labs — our elite team of cyber SMEs, learning specialists and community of top-ranked security instructors, published authors and sought-after industry leaders. We rigorously vet all Infosec Skills training resources to guarantee they meet certification and compliance requirements and align with recognized guidelines like the NICE Cybersecurity Workforce Framework.

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