Course
In this course, you’ll learn the fundamental mathematical concepts behind some of the most important machine learning algorithms: calculus. As a data scientist, you’ll need to understand the fundamentals of calculus for algorithms like the gradient descent algorithm and backpropagation to train deep learning neural networks.
Part of the Data Scientist, and Machine Learning Introduction with Python paths.
4.8 (359 reviews)
8,771 learners enrolled in this course.
- Intermediate friendly
- 2 hours
- Self paced
- 3 lessons
“Dataquest teaches you how you do data analysis in the real world. Dataquest is well-suited for folks with busier schedules. The lessons are broken into smaller chunks, so it’s really conducive to that. You only have an hour, okay, well, just do one or two lessons and that’s fine.”
Ashray Adappa
Data Analyst Consultant @Fractal
Calculus For Machine Learning
Course overview
Calculus is one of the core mathematical concepts behind machine learning, and enables us to understand the inner workings of different machine learning algorithms. It plays an important role in the building, training, and optimizing machine learning algorithms.
In this course, you’ll learn to work with linear and nonlinear functions, including decomposing a linear equation into slope and y-intercept or defining slope. You’ll also learn to use limits, including representing slope using limits, defining defined and undefined limits, and computing limits using SymPy. Finally, you’ll identify extreme points in a nonlinear function and compute the derivative of a nonlinear function.
Best of all, you’ll learn by doing — you’ll practice and get feedback directly in the browser.
Key skills
- Defining mathematical functions using calculus
- Employing intermediate machine learning techniques
Course outline
Calculus For Machine Learning [3 lessons]
Understanding Linear and Nonlinear Functions 1h
- Decompose a linear equation into slope and y-intercept
- Define slope
Understanding Limits 1h
- Represent slope using limits
- Define defined and undefined limits
- Compute limits using SymPy
Finding Extreme Points 1h
- Identify extreme points in a nonlinear function
- Compute the derivative of a nonlinear function
The Dataquest guarantee
Dataquest has helped thousands of people start new careers in data. If you put in the work and follow our path, you’ll master data skills and grow your career.
We believe so strongly in our paths that we offer a full satisfaction guarantee. If you complete a career path on Dataquest and aren’t satisfied with your outcome, we’ll give you a refund.
Master skills faster with Dataquest
Go from zero to job-ready
Learn exactly what you need to achieve your goal. Don’t waste time on unrelated lessons.
Build confidence with our in-depth projects, and show off your data skills.
Work with real data from day one with interactive lessons and hands-on exercises.
Showcase your path certification
Impress employers by completing a capstone project and certifying it with an expert review.
Grow your career with
Dataquest.
97%
of learners recommend
Dataquest for career advancement
4.9
Dataquest rating on
G2Crowd and SwitchUp
$30k
Average salary boost
for learners who complete a path
Aaron Melton
Business Analyst at Aditi Consulting
“Dataquest starts at the most basic level, so a beginner can understand the concepts. I tried learning to code before, using Codecademy and Coursera. I struggled because I had no background in coding, and I was spending a lot of time Googling. Dataquest helped me actually learn.”
Jessica Ko
Machine Learning Engineer at Twitter
“I liked the interactive environment on Dataquest. The material was clear and well organized. I spent more time practicing then watching videos and it made me want to keep learning.”
Victoria E. Guzik
Associate Data Scientist at Callisto Media
“I really love learning on Dataquest. I looked into a couple of other options and I found that they were much too handhold-y and fill in the blank relative to Dataquest’s method. The projects on Dataquest were key to getting my job. I doubled my income!”
Join 1M+ data learners on
Dataquest.
1
Sign up for a free account
2
Choose a course or path
3
Learn with hands-on exercises
4