Overview What You Will Learn Curriculum Instructor

Course Overview

Are you tired of using computationally expensive and unstable machine learning models? Do you struggle to detect and prevent cyber-attacks, spam, and malware? If you need powerful, safe and efficient solutions that can accurately classify and predict in real-time, Support Vector Machines (SVMs) are here to help!

This course is your key to mastering advanced SVM techniques in the shortest time frame possible. The course covers everything you need to know from data manipulation and analysis with popular Python libraries to the foundations of Support Vector Machines and their kernel extensions. With a focus on practicality, you'll be well-prepared to leverage these models for classification and regression problems with applications to security and more.

During this course, you get introduced to the exciting world of Support Vector Machines (SVM). You will also understand Support Vector Machines and explain their importance in the domain of machine learning. You will also be introduced to hyperplanes, margins and loss functions. Understanding these concepts will be crucial to building a strong foundation in SVMs to apply them to a wide range of problems. You will also be focusing on use-cases like malware detection and spam filtering, process of model training, evaluation, and fine-tuning SVM hyperparameters for optimal performance.

By the end of the course, you would have developed hands-on skills to secure what matters most to you, in the ever-evolving landscape of threats.

What You Will Learn

  • Master SVM Fundamentals: Develop a comprehensive understanding of Support Vector Machines
  • demystifying their significance in machine learning and uncovering their practical applications.
  • Build a solid foundation in Python with packages like NumPy
  • Pandas
  • Seaborn
  • and Matplotlib
  • enabling you to manipulate and visualize data effectively.
  • Grasp the core concepts of hyperplanes
  • margins
  • and loss functions
  • pivotal in building a strong foundation for constructing SVM models.
  • Explore the transformative power of kernel methods
  • enabling SVMs to handle non-linearly separable data
  • and learn how to choose and apply suitable kernel functions.
  • Acquire practical skills in preparing data
  • training SVM models
  • and fine-tuning hyperparameters for optimal performance
  • with insights into cross-validation techniques.
  • Enhance the robustness of your SVM models through data preprocessing
  • correlation analysis
  • and security assessment against evasion
  • poisoning
  • and privacy attacks.
  • Discover a multitude of real-world scenarios where SVMs can be effectively applied
  • enriching your understanding of their practical utility in various business contexts.

Program Curriculum

  • Introduction
  • $7 Million Cybersecurity Scholarship by EC-Council
  • Chapter 1 Quiz

  • Introduction to Python
  • NumPy for Numerical Computations
  • Data Manipulation with Pandas
  • Data Visualization Using Seaborn and Matplotlib
  • Chapter 2 Quiz

  • Hyperplane and Margins
  • Maximum Margin Classi?ers
  • SVM Loss Functions
  • Managing Risks in SVMs
  • Chapter 3 Quiz

  • Introduction to Kernel Methods
  • Kernel Functions in SVMs
  • Chapter 4 Quiz

  • Data Preparation: Setting the Stage
  • SVM Training and Validation: Building the Model
  • Hyperparameter Tuning for Excellence
  • Performance Assessment: Beyond Accuracy
  • Chapter 5 Quiz

  • Data Preprocessing and Correlation Analysis for SVMs
  • Analyzing the Model Vulnerabilities
  • Conclusion
  • Chapter 6 Quiz
Load more modules

Instructor

Wissam Siblini

Meet the perfect guide on your journey to SVM mastery – Wissam Siblini. With a PhD in Machine Learning and over a decade of experience in the industry, he will ensure that you not only grasp the fundamentals but also comprehend their real-world applications. Mr. Siblini has a record of publications in top-tier conferences underscoring his expertise in the field and solidifying his status as a mentor you can trust. Furthermore, his in-depth understanding of security challenges, for example in fraud detection and system attacks, makes him your go-to resource for exploring SVM's role in safeguarding systems. With a history of successful SVM model deployments, he will bridge theory with practice, empowering you to confidently navigate SVM implementations in various contexts. Embark on your SVM journey today under the guidance of Mr. Siblini.

Join over 1 Million professionals from the most renowned Companies in the world!

certificate

Empower Your Learning with Our Flexible Plans

Invest in your future with our flexible subscription plans. Whether you're just starting out or looking to enhance your expertise, there's a plan tailored to meet your needs. Gain access to in-demand skills and courses for your continuous learning needs.

Monthly Plans
Annual Plans
Save 20% with our annual plans!

Pro

Ideal for continuous learning, offering extensive resources with 600+ courses and diverse Learning Paths to enhance your skills.

$ 499.00
Billed annually or $59.00 billed monthly
Get Started Now
Start your 7-day trial for $1

What is included

  • 700+ Premium Short Courses
  • 50+ Structured Learning Paths
  • Validation of Completion with all courses and learning paths
  • New Courses added every month
Early Access Offer

Pro +

Experience immersive learning with Practice Labs, CTF Challenges, and exclusive EC-Council certifications for comprehensive skill-building.

$ 599.00
Billed annually or $69.00 billed monthly
Get Started Now
Start your 7-day trial for $1

Everything in Pro and

  • 800+ Practice Lab exercises with guided instructions
  • 150+ CTF Challenges with detailed walkthroughs
  • New Practice Labs and Challenges added every month
  • 3 Official EC-Council Essentials Certifications¹ (retails at $897!)
    Exclusive Bonus with Annual Plans

¹This plan includes Digital Forensics Essentials (DFE), Ethical Hacking Essentials (EHE), and Network Defense Essentials (NDE) certifications. No other EC-Council certifications are included.

Related Courses

  • ChatGPT for Vulnerability Detection

    ChatGPT for Vulnerability Detection

    Short Course

    ChatGPT for Vulnerability Detection

    Artificial Intelligence

    Simplify and accelerate your vulnerability detection operatio...

    $99.99

    Beginner

  • Advanced Machine Learning for Business Professionals

    Advanced Machine Learning for Business Professionals

    Short Course

    Advanced Machine Learning for Business Professionals

    Artificial Intelligence

    Learn how Machine Learning and AI can add real value to your ...

    $49.99

    Beginner

    4 hr 0 m

  • Deep Learning: Masked Face Detection, Recognition

    Deep Learning: Masked Face Detection, Recognition

    Short Course

    Deep Learning: Masked Face Detection, Recognition

    Artificial Intelligence

    SSD face and facial mask detection, MTCNN face detection and ...

    $69.99

    Intermediate

    12 hr 10 m

  • Augmented Reality

    Augmented Reality

    Short Course

    Augmented Reality

    Artificial Intelligence

    A beginners course on Augmented Reality. You’ll learn about t...

    $49.99

    Beginner

    4 hr 0 m

  • ChatGPT Coding Express: Fast-Track Coding with ChatGPT

    ChatGPT Coding Express: Fast-Track Coding with ChatGPT

    Short Course

    ChatGPT Coding Express: Fast-Track Coding with ChatGPT

    Artificial Intelligence

    Your Complete Coding Guide to Harnessing ChatGPT's Power

    $49.99

    Intermediate

    1 hr 0 m

  • ChatGPT & React: Introduction to the AI Chatbot Revolution

    ChatGPT & React: Introduction to the AI Chatbot Revolution

    Short Course

    ChatGPT & React: Introduction to the AI Chatbot Revolution

    Artificial Intelligence

    Integrating AI & Web Development: Master ChatGPT, React.j...

    $79.99

    Intermediate

    2 hr 0 m

  • Practical Applications of Machine Learning

    Practical Applications of Machine Learning

    Short Course

    Practical Applications of Machine Learning

    Artificial Intelligence

    Everyone can learn linear algebra but practical implementatio...

    $49.99

    Intermediate

    4 hr 12 m

  • Dummies Guide to Practical Quantum Computing with IBM Qiskit

    Dummies Guide to Practical Quantum Computing with IBM Qiskit

    Short Course

    Dummies Guide to Practical Quantum Computing with IBM Qiskit

    Artificial Intelligence

    A Perfect Beginners guide to learning and understanding Gener...

    $59.99

    Beginner

    5 hr 20 m

1 8