intermediate

Mathematical Foundations for Deep Learning

Machine Learning

5 courses

110 practices

14 hours

Unlock the power of machine learning with our expertly crafted courses in Linear Algebra, Calculus, Optimization Algorithms, and Probability & Statistics. Gain hands-on experience with essential mathematical tools and techniques, making complex models intuitive and optimization more effective.

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Verified skills you'll gain

INTERMEDIATE

Mathematics and Statistics

DEVELOPING

Deep Learning and Neural Networks

Tools you'll use

MatPlotLib

Numpy

Python

SciPy

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Course 2

Introduction to Calculus for Machine Learning

5 lessons

28 practices

Calculus is essential for understanding optimization in machine learning. This course introduces you to the fundamental concepts of calculus such as functions, limits, derivatives, and integrals.

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Course 3

Advanced Calculus for Machine Learning

4 lessons

18 practices

Advanced calculus concepts are crucial for understanding optimization and gradients in machine learning, particularly in multivariable scenarios. This course builds upon basic calculus to cover multivariable functions, their derivatives, and numerical methods for gradients.

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Course 4

Foundations of Optimization Algorithms

4 lessons

17 practices

Optimization is critical in machine learning to minimize loss functions. This course covers basic to advanced optimization algorithms, equipping you with the techniques needed to fine-tune machine learning models.

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Course 5

Introduction to Probability and Statistics for Machine Learning

5 lessons

25 practices

Probability and statistics form the foundation for understanding data and making informed decisions in machine learning. This course will focus on key concepts and techniques that hold significant importance in the realm of deep learning.

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Senior Machine Learning Engineer

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I'm impressed by the quality and can't stop recommending it. It's also a lot of fun!

Francisco Aguilar Meléndez

Data Scientist

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From our community

Hear what our customers have to say about CodeSignal Learn

I'm impressed by the quality and can't stop recommending it. It's also a lot of fun!

Francisco Aguilar Meléndez

Data Scientist

+11

I love that it's personalized. When I'm stuck, I don't have to hope my Google searches come out successful. The AI mentor Cosmo knows exactly what I need.

Faith Yim

Software Engineer

+14

It's an amazing product and exceeded my expectations, helping me prepare for my job interviews. Hands-on learning requires you to actually know what you are doing.

Alex Bush

Full Stack Engineer

I'm really impressed by the AI tutor Cosmo's feedback about my code. It's honestly kind of insane to me that it's so targeted and specific.

Abbey Helterbran

Tech consultant

I tried Leetcode but it was too disorganized. CodeSignal covers all the topics I'm interested in and is way more structured.

Jonathan Miller

Senior Machine Learning Engineer

+12

I'm impressed by the quality and can't stop recommending it. It's also a lot of fun!

Francisco Aguilar Meléndez

Data Scientist

+11