Cyber Security Artificial Intelligence (CSAI) - Self-paced (4 Weeks)
Details
- Duration: 4 Days / 32 Hours
- Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination
- Acquire advanced knowledge and skills in cyber security and artificial intelligence, and address the various types of cyber threats using Artificial Intelligence (AI)
- Learn how to use Python and its extensive libraries and develop data analysis and machine learning skills to detect anomalies and identify potential threats.
- Participants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Cyber Security, Artificial Intelligence (AI), and Python Programming based on the syllabus covered
- Participants are expected to score a minimum of 70% to pass the examination
Outline
- Introduction to Cyber Security and Artificial Intelligence (AI)
- Intersection of Cyber Security and Artificial Intelligence (AI)
- Introduction to Artificial Intelligence (AI) (Machine Learning, Deep Learning, Natural Language Processing (NLP))
- Common Artificial Intelligence Algorithms and Techniques
- Artificial Intelligence (AI) Models and Architectures
- Threat Detection with Artificial Intelligence (AI)
- Introduction to Python Programming for Cyber Security
- Python Syntax, Data Types, Operators, Expressions, Control Structures (if-else, for, while loops)
- Essential Python Libraries for (AI) (NumPy, Pandas, and Matplotlib)
- Working with Data Structures in Python
- Data Visualization using Matplotlib
- Train-Test-Splitting of Data
- Standardization of Data
- Principal Component Analysis
- Using Markov Chains to Generate Text
- xGBoost Classifier
- Time Series Analysis using Statsmodel
- Detecting Anomalies with Isolation
- Natural Language Processing
- Model Performance Evaluation
- Spam Detection with Perceptron
- Spam Detection with SVMs
- Phishing Detection with Logistic Regression
- Using Naïve Bayes for Spam Detection
- What is Malware Analysis?
- Classification of Malware Families
- Decision Tree Malware Detection
- Detecting Metamorphic Malware with HMMs
- Deep Learning for Malware Detection
- Identifying the Various Network Anomaly Detection Techniques
- Identifying the Various Network Anomaly Detection Techniques
- Classification of Network Attacks
- Detecting Botnet Topology
- Machine Learning Algorithms for Botnet Detection
- What is Authentication Detection?
- Identification and Prevention of Authentication Abuse
- Account Reputation Scoring
- Subscribe to Slack Events
- Subscribe to Bot Events
- Post Deployment Verification: Slack Bot
- What is Generative Adversarial Network (GAN)?
- Common Python Libraries for GAN
- Network Attack via Model Substitution
- IDS evasion via GAN
- Facial Recognition Attacks with GAN
- Key Requirements to Perform Penetration
- Testing with AI
- CAPTCHA breaker
- Using Neural Network-assisted Fuzzing
- DeepExploits
- Web Vulnerability Scanner using AI
- IOT Device Type Identification using AIMalicious URL Detector
- Deep Learning Based Automatic Detection
Speaker/s
“The duty of helping one’s self in the highest sense involves helping of one’s neighbours” – Samuel Smiles
Based in Singapore, CASUGOL is an international certification body offering a wide-range of professional training and certification programs designed for all industries and verticals.
Participants attending our programs will develop the skills and knowledge in their chosen area of professional, personal or academic interest. Programs are constantly reviewed by educators who are industry experts in their chosen field to ensure that they remain current, relevant and consistently high quality.
CASUGOL strives to be a contemporary international neighbourhood where individuals gather to learn, be inspired, share ideas, knowledge, and resources to acquire all that necessary to pursue and advance in a career of their passion. Training and certification programs are also being offered in Malaysia, India, Philippines, Singapore, Vietnam, Australia, Nigeria, South Africa, and Uganda through global Certified Training Partner (CTP) network.
Empowering people to be their best by making education, knowledge, and resources accessible has always been our commitment. With programs that cover a diverse range of interests, participants can certainly learn update their knowledge, gain new skills, or unleash their creativity. ...
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