• Delhi 2019
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  • Offensive Machine Learning for Pentesters and Red Teams

Offensive Machine Learning for Pentesters and Red Teams

Tamaghna Basu

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tamaghna-basu

Trainer Name: Tamaghna Basu
Title: Offensive Machine Learning for Pentesters and Red Teams
Duration: 2 Days
Dates: 9th - 10th October 2019

Overview

To teach the following:

  • In-depth knowledge machine learning
  • Hands on experience to code ML algorithms in Python
  • Learn fundamentals of deep learning and neural networks
  • Hands on experience of using ML for cyber security use cases.

Course Content (ToC):

  • Brief history of Machine Learning
  • Data Pre-Processing 
  • Types of algorithms:
    • Regression 
    • Classification
    • Clustering
  • Associate Rule Learning
  • Reinforcement Learning
  • Natural Language Processing
  • Deep Learning
    • Artificial Neural Networks (ANN)
    • Convolution Neural Networks (CNN)
  • Dimensionality Reduction
  • Case Study 1: Network traffic classification using ML
  • Case Study 2: Malicious URL detection using ML
  • Case Study 3: Detecting password strength using ML
  • Case Study 4: ML based Web Firewall
  • Case Study 5: Discover Vulnerability using ML
  • Case Study 6: Malware detection using ML
  • Case Study 7: Botnet detection using ML
  • Case Study 8: IDS Evasion using ML
  • Case Study 9: Build Automated scanner and exploitation framework using ML

Pre-requisite:

Who should attend: 

  • Cyber Security Experts, Penetration Testers, Cyber Security Analyst

What to expect:

  • In-depth knowledge machine learning
  • Hands on experience to code ML algorithms in Python
  • Learn fundamentals of deep learning and neural networks
  • Hands on experience of using ML for cyber security use cases.

What not to expect: 

  • Spoon feeding on programming basics

Trainer profile

Tamaghna Basu, CTO of neoEYED Inc. is on the mission to www.killthepassword.com  to build a safer world with stronger, yet very convenient authentication mechanism for companies and end-users. He is a hacker, speaker, trainer and a developer too. He has more than 15 years of experience in cyber-security domain and worked in large enterprises like PwC, Paypal, Walmart etc. to help them secure their products. His main areas of research include application security and network pen‐testing, incident handling and cyber forensics. Being a software developer earlier, he worked in python, java, .net, ruby etc. and various domains like finance, insurance, gaming etc. He is a frequent speaker/trainer in various conferences like NULLCON, C0C0N, OWASP, ISACA etc. and member of NULL, DSCI and other communities. He also contributed to security magazines like Clubhack and ISACA journal. He has accomplished various other certifications like Cyber Crime Investigation, Diploma in Cyber Law, OSCP, GCIH etc.

Talks by Tamaghna: 

  • "Fighting Frauds with Behavioral Biometrics" at C0C0N 2018, ISMG Fraud Risk Summit, YourStory Conference, 2019
  • "Cyber Security Implementation" at Cyber Security Summit Kuwait
  • "Behavioral Biometrics, new age of authentication" at SAP Security Summit, Bangalore
  • "Threat Modeling, Data Visualization and Cyber Security" at SACON Goa
  • "Network Forensic" at Ground Zero Summit, Delhi
  • "Web Application Security" at ISACA Bangalore
  • "Public Exploit Held in Private" at OWASP Conference Delhi
  • "Client Side Exploits using PDF" at C0C0N Security Conference Cochin
  • "JSON Fuzzing" at NULLCON Goa
  • "Practical Exploitation" at ISACA Bangalore Chapter
  • "Information Security, Past, Present and Future" at Amrita College Cochin

Trainings/workshops by Tamaghna: 

  • Machine Learning for Cyber Security Researchers at OWASP Seasides Goa, 2019
  • Cyber Warfare training at Cyber Security Summit Kuwait
  • Network Forensics at Ground Zero Summit Delhi, C0C0N Trivandrum, SACON Delhi & Bangalore
  • Hackers Versus Developers at Clubhack Pune
  • Web Security and Hacking at Payatu/TestYantra Bangalore
  • Basics of Web Hacking at Amrita College Cochin
  • Cyber Crime Investigation and Information Warfare for govt. agencies and defense organizations
  • Cyber Security Awareness in BVB Eng. College, Hubli
  • Ethical Hacking for Corporates Bangalore

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