• Classroom
  • Online, Instructor-Led
Course Description

Our engaging Machine Learning Essentials Boot Camp is a comprehensive workshop style program designed to provide you with expert level guidance deep diving the latest skills, tools and trends in AI and machine learning, from the ground up. Throughout the program you’ll learn how to leverage and apply the latest tech to help you master and transform your data, build efficient models and simplify complex tasks using this innovative tech to your advantage.

Learning Objectives

Some of the core topics you’ll explore include: Regression Analysis: Master the technique to understand and predict the relationship between dependent and independent variables. Binary and Multiclass Classification: Learn to categorize data into distinct categories or classes. Hyperparameter Tuning: Fine-tune machine learning algorithms to optimize their performance. Feature Engineering: Acquire the skill to select and transform variables to improve model accuracy. Handling Imbalanced Datasets: Develop strategies to work with datasets where target classes are unevenly distributed. Dimensionality Reduction: Grasp methods to reduce the number of random variables and ensure models are efficient. Ensemble Learning: Understand how to combine multiple models to enhance prediction accuracy. Model Evaluation: Become adept at assessing the performance of machine learning algorithms. Python Programming for AI: Gain proficiency in utilizing Python for building AI-driven applications. Generalization Techniques: Learn to build models that perform well on unseen data. Data Preprocessing: Understand techniques for cleaning, transforming, and normalizing raw data for optimal model training. Advanced Algorithms: Dive deep into sophisticated machine learning algorithms to tackle complex data tasks. Ethics in AI and Machine Learning: Explore and emphasize the ethical considerations, security and privacy issues in Ai and Machine Learning. Using ChatGPT and Other Tools: Using relevant AI tools to increase efficiency and productivity Building a Complete AI Driven Application: You’ll also have a hands-on experience building an AI app in a capstone project.

Framework Connections

The materials within this course focus on the NICE Framework Task, Knowledge, and Skill statements identified within the indicated NICE Framework component(s):

Specialty Areas

  • Cyber Defense Analysis
  • Cyber Defense Infrastructure Support
  • Cyber Investigation
  • Digital Forensics
  • Exploitation Analysis
  • Network Services
  • Risk Management
  • Software Development
  • Test and Evaluation
  • Threat Analysis
  • Training, Education, and Awareness
  • Vulnerability Assessment and Management