ML4CS
Home of Machine Learning for Cybersecurity on the Web

Welcome to the home of Cybersecurity Data Science (CSDS) Education on the web, the only place to teach you how to apply Data Science to Cybersecurity. A place where you can invest in yourself. Enjoy your stay.

— Dr. Emmanuel Tsukerman

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Our Industry-Leading Courses

The best of the best badass hackers and security experts are using machine learning to break and secure systems. We’ve got everything you need to join their ranks.

Cybersecurity Data Science Course: great overview for beginners and intermediates to Cybersecurity Data Science.
Machine Learning for Red Team Hackers Course: advanced and detailed pen testing using ML and pen testing of ML systems.
Machine Learning for Cybersecurity Cookbook: over 80 recipes for implementing machine learning algorithms for building security systems!
Cybersecurity Data Science Projects for Students: Beginner Projects to Learn the Field and Build up Your Resume
Cybersecurity Data Science Newsletter Archive: Find Out the Hottest Developments in Data Science and Cybersecurity!
Cybersecurity Data Science Super Bundle! Everything You Need to Be a Practitioner of Cybersecurity Data Science and More!

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See What Students Have To Say

"A very crisp course and to the point! Course has covered almost everything which is required to novice data scientist. Well Curated course and expecting upgradation with explanation about cyber security world and the area where data scientist can play important role."
Rashmi Pandey
Senior Software Engineer (AI & computer vision)
5/5
"The lectures are presented in an interesting and very clear manner. Warmly recommended."
Simon Keidar
Advocate
5/5
"I recently took Cybersecurity Data Science by Emmanuel Tsukerman. This was the first course I have ever seen to combine 2 of my passions (cyber security and data science). I really enjoyed the content, it was enough to give you a good overview of the topics he covers."
Leon Rosenstein
Cybersecurity Data Scientist
5/5
"This course provides an excellent overview of the intersection between ML and security. Should you want to dive into the models a bit deeper than in the videos, your python skills need to be above the recommended level, in my opinion. This course provides an excellent overview of what is possible and what areas to further study, but as stated, is just an introduction and overview."
Marnus van Staden
Operational Manager
5/5
"Probably my favourite course i've taken on this platform. (And i've taken shiploads). Combining cyber security and data analysis is crucial but no one seems to be talking about it. Except the author. You have a fan for life brother. I've ordered your cookbook in pdf and hard copy so I can write out as many as I can. Studying this course I've realised my python is not as strong as I thought it was so I have jumped on sharpening that up so I can fully utilise your hard work before me. But knowing what I can do with the python library using these methods has me more excited than ever to have to learn it as seeing the benefits are the greatest motivators. If you are ever in Australia I would love to buy you a coffee/beer/ dinner to pick your brain. I have only just come across you but I already see you as a mentor. Also, can I pay to get on your newsletter? I've pretty much already brought everything else, so it would be a shame to have to buy the whole bundle to get access. PS. I dig your editing, I love banging out an instrumental when i'm getting stuck into some work haha."
Matty Bell
Principal Software Development Engineer
5/5
"A practical course with straigthforward explanations that dive deep into the practical skills. I recommend having previous basic knowledge of machine learning and python for the course to be fluent and an open door to exploring new and deeper concepts. The instructor is clear in his explanations."
Darwin Patricio Cordova
Senior Android developer
4.5/5
"I have an extensive data sciences background but am new to the cybersecurity environment and had previously taken a "red attack" intro course. This is helping me understand better how to analyze the results of malware data sets."
Mike Ensby
Data Scientist
4.5/5
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Our students love our courses. Because we are so confident you will love them too, we offer a 100% Satisfaction Guarantee on all of our products or we will refund you your money back for 30-days after purchase.

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About Me

Dr. Emmanuel Tsukerman, Founder of ML4CS

Dr. Tsukerman graduated from Stanford University and UC Berkeley. His achievements include designing a machine-learning-based anti-ransomware product that won Top 10 Ransomware Products by PC Magazine as well as implementing a machine-learning-based malware detection system for Palo Alto Network’s WildFire service serving over 30,000 enterprise customers. Dr. Tsukerman is the author of the Machine Learning for Cybersecurity Cookbook, Cybersecurity Data Science and Machine Learning for Red Team Hackers Courses.