Blog

Introduction

• Introduction to the Course
• What is Machine Learning?
• Types of Machine Learning
• Machine Learning Project Stages
• Machine Learning Examples in Security
• How to Approach Learning
• Python Refresher
• Environment Setup

Datasets & Data Collection

• Considering Data
• Collecting Data
• Existing Datasets & Data Sources
• Challenges of Datasets
• Exploring Datasets
• Dataset Preparation

Training Models

• Introduction to Training Models
• Training Regression Models
• Training Neural Networks
• Neural Network Activation Functions
• Optimization Algorithms
• Challenges in Training Models

Model Evaluaiton & Tuning

• Model Experimentation
• Model Evaluation
• Model Tuning

Algorithms & Techniques

• Introduction to Algorithms and Techniques
• Convolutional Neural Network

Open Datasets & Analysis

• Introduction to Open Datasets and Analysis
• UGR16 Dataset

Resources

• Glossary

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