- Course Materials
- What is Machine Learning?
- Variable Types
- Learning Types
- Problem Types
- Model Evaluation
- Model Validation
- Cross Validation
- Bias-Variance Tradeoff
What you'll learn
- Grasp the fundamental concepts and principles that form the foundation of machine learning.
- Learn the different types of data and variables used in machine learning models, and understand their significance in the modeling process.
- Explore the various learning paradigms in machine learning, such as supervised, unsupervised, and reinforcement learning.
- Understand the theoretical underpinnings of key machine learning concepts like model evaluation, model validation, and the bias-variance tradeoff.
Description
Welcome to the first chapter of Miuul’s Ultimate ML Bootcamp—a comprehensive series designed to take you from beginner to expert in the world of machine learning and artificial intelligence. This course, Ultimate ML Bootcamp #1: Fundamentals of Machine Learning, serves as the essential starting point, laying the groundwork for all the advanced concepts and techniques you’ll master in the subsequent chapters.
In this foundational chapter, you’ll explore the core concepts that underpin machine learning, a critical subset of AI. As you embark on this journey, you’ll not only build a solid theoretical understanding but also develop practical skills that you can apply in real-world scenarios. This bootcamp is designed with a hands-on approach, ensuring that every concept you learn is reinforced through practical exercises and real-life examples.
We understand that mastering machine learning is a marathon, not a sprint. That’s why this chapter takes a methodical approach, gradually introducing you to key ideas while encouraging you to think critically about how they fit into the broader AI landscape. Whether you’re aiming to break into a new career, enhance your existing skills, or simply satisfy a curiosity about this transformative field, this course is designed to be both accessible and challenging.
By the end of this chapter, you’ll have a strong foundation in the fundamentals of machine learning, setting you up for success as you continue through the more advanced topics in the subsequent chapters. We’re thrilled to have you join us on this journey, and we’re confident that with dedication and practice, you’ll gain the expertise needed to excel in the dynamic and fast-evolving world of machine learning and AI. Let’s get started!
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About the instructors
- 4.34 Calificación
- 5108 Estudiantes
- 18 Cursos
Miuul Data Science & Deep Learning
Data Science Team of Miuul.com
Miuul is an innovative education and technology company that focuses on creating career paths for the jobs of the future and offers consultancy services to companies undertaking data science projects.
Miuul enables people to learn high technologies quickly by designing learning experiences.
It has more than 30 thousand alums and more than 100 corporate customers.
Student feedback
Course Rating
Reviews
The explanation and real life instances were on point, but it would have been better if he took us through the codes he uploaded.
well-explained and detailed course