Free online courseCalculus for Machine Learning

Duration of the online course: 7 hours and 33 minutes

New course

Master calculus for machine learning with this comprehensive online course, covering key concepts like derivatives and integral calculus tailored for AI applications.

Course Description

Enhance your understanding of machine learning with this comprehensive online course focusing on calculus concepts tailored for artificial intelligence applications. Explore the foundational topics that underpin modern machine learning techniques, starting with Calculus I, where you'll delve into the key concept of limits, including practical exercises on calculating limits that are crucial for understanding how derivatives arise. The course progresses to Differential Calculus, a core component in machine learning, offering insights into derivative rules, power rules, and differentiation processes that help optimize algorithms.

Expand your knowledge with Automatic Differentiation, a pivotal topic for implementing efficient machine learning models, utilizing PyTorch and TensorFlow to streamline calculations. Transition seamlessly into Calculus II, focusing on partial derivatives. Engage in hands-on exercises designed to solidify your grasp of how partial derivatives function, particularly how they relate to gradient descent and optimizing cost functions such as mean squared error.

Integral calculus rounds out the course, presenting tools to master numeric integration and integral calculus rules, which play a crucial role in evaluating models using techniques like the ROC curve, an essential measure for binary classification tasks. This course offers a robust foundation in calculus tailored specifically for machine learning, equipping you with the skills needed to understand and apply mathematical concepts to real-world AI problems effectively.

Course content

  • Video class: Calculus I: Limits

    0h03m

  • Video class: Intro to Differential Calculus —Topic 42 of Machine Learning Foundations

    0h13m

  • Video class: Intro to Integral Calculus –Topic 43 of Machine Learning Foundations

    0h02m

  • Video class: The Method of Exhaustion – Topic 44 of Machine Learning Foundations

    0h06m

  • Video class: Calculus of the Infinitesimals – Topic 45 of Machine Learning Foundations

    0h10m

  • Video class: Calculus Applications – Topic 46 of Machine Learning Foundations

    0h08m

  • Video class: Calculating Limits – Topic 47 of Machine Learning Foundations

    0h18m

  • Video class: Exercises on Limits – Topic 48 of Machine Learning Foundations

    0h01m

  • Video class: Derivatives and Differentiation — Segment 2 of Subject 3, "Limits

    0h01m

  • Video class: The Delta Method – Topic 49 of Machine Learning Foundations

    0h15m

  • Video class: How Derivatives Arise from Limits – Topic 50 of Machine Learning Foundations

    0h14m

  • Video class: Derivative Notation — Topic 51 of Machine Learning Foundations

    0h04m

  • Video class: The Derivative of a Constant –Topic 52 of Machine Learning Foundations

    0h01m

  • Video class: The Power Rule for Derivatives – Topic 53 of Machine Learning Foundations

    0h01m

  • Video class: The Constant Multiple Rule for Derivatives — Topic 54 of Machine Learning Foundations

    0h03m

  • Video class: The Sum Rule for Derivatives — Topic 55 of Machine Learning Foundations

    0h02m

  • Video class: Exercises on Derivative Rules — Topic 56 of Machine Learning Foundations

    0h03m

  • Video class: The Product Rule for Derivatives — Topic 57 of Machine Learning Foundations

    0h03m

  • Video class: The Quotient Rule for Derivatives — Topic 58 of Machine Learning Foundations

    0h04m

  • Video class: The Chain Rule for Derivatives — Topic 59 of Machine Learning Foundations

    0h06m

Machine learning

Free online courses on Machine learning

Unlock the Power of Data with Free Online Machine Learning Courses

Embark on a journey to master the rapidly advancing field of Machine Learning (ML) with our extensive listing of free online courses. Whether you're a beginner looking to get a grasp on the basics or a seasoned professional aiming to enhance your skill set, our selection of courses caters to all levels of expertise. Dive into the world of algorithms, data analysis, and artificial intelligence (AI) without the financial burden, and join the ranks of ML experts shaping the future.

Beginner-Friendly Machine Learning Courses

Starting with the fundamentals, our beginner courses are designed to introduce you to the concepts of machine learning in an easy-to-understand manner. Learn the basics of Python programming, data manipulation, and simple algorithms to lay a solid foundation for your ML education. These courses provide step-by-step guidance to ensure you gain confidence and build your skills at a comfortable pace.

Intermediate Machine Learning Courses

For those who have mastered the basics, our intermediate courses offer a deeper dive into machine learning. Explore more complex algorithms, data visualization techniques, and statistical methods to enhance your understanding. These courses will challenge you to apply your knowledge to real-world datasets, giving you a taste of what it's like to work as a machine learning professional.

Advanced Machine Learning Specializations

Advanced learners can take advantage of our specialized courses that delve into cutting-edge topics such as deep learning, neural networks, and reinforcement learning. Tackle challenging projects and learn from industry experts as you navigate through the intricacies of these advanced ML techniques. These courses are perfect for those looking to specialize in a specific area of machine learning or to stay ahead in the field.

Machine Learning for Data Science and Analytics

Machine learning is an integral part of data science and analytics. Our courses in this area focus on teaching you how to use ML tools and techniques to interpret complex data, extract insights, and make informed decisions. These skills are invaluable in today's data-driven world, where analytics play a crucial role in business strategy and operations.

Practical Applications of Machine Learning

It's not just about theory—our courses also emphasize the practical applications of machine learning. Learn how ML is used in various industries, from healthcare to finance, and understand how it can be leveraged to solve real-world problems. These courses often include case studies and projects that simulate professional ML tasks, providing hands-on experience that can be directly applied to your career.

Stay Current with Emerging Machine Learning Trends

The field of machine learning is ever-evolving, and our courses ensure you stay up-to-date with the latest trends and technologies. Explore topics like AI ethics, the role of ML in the Internet of Things (IoT), and how machine learning is revolutionizing fields like autonomous vehicles and natural language processing.

Why Choose Our Free Online Machine Learning Courses?

Our curated list of free online machine learning courses offers unparalleled accessibility and flexibility. Learn at your own pace, from anywhere in the world, and connect with a global community of learners. With comprehensive course materials and resources provided at no cost, there's never been a better time to start your ML journey. Take the first step towards becoming an ML expert today with our free online courses.

This free course includes:

7 hours and 33 minutes of online video course

Exercises to train your knowledge

Certificate of course completion

100% free, from content to certificate

QR Code - Baixar Cursa - Cursos Online

This online course can only be accessed through the Cursa App. Download it using the QR code or the links below:

This online course can only be accessed through the Cursa app. Install it using the links below:

  • Study for free!

    Here you never pay! Not even for the certificate, because everything in the app is 100% free!

  • Improve your resume!

    There are more than 4,000 free courses for you to study anything that interests you!

  • Free Digital Certificate!

    Complete the course and issue your internationally recognized Digital Certificate free of charge.

More free courses at Artificial Intelligence

Download the App now to have access to + 3300 free courses, exercises, certificates and lots of content without paying anything!

  • 100% free online courses from start to finish

    Thousands of online courses in video, ebooks and audiobooks.

  • More than 48 thousand free exercises

    To test your knowledge during online courses

  • Valid free Digital Certificate with QR Code

    Generated directly from your cell phone's photo gallery and sent to your email

Cursa app on the ebook screen, the video course screen and the course exercises screen, plus the course completion certificate

+ 9 million
students

Free and Valid
Certificate

60 thousand free
exercises

4.8/5 rating in
app stores

Free courses in
video and ebooks