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Mathematics

Master calculus 1 using Python: derivatives and applications

Develop a deep understanding and intuition for calculus. Solve problems and implement algorithms by hand and in Python.

7 learners are taking this course

  • Mike X Cohen
미적분
미분
python
파이썬
파이썬코딩
Python
Numpy
Integral Differential
sympy

What you will learn!

  • Understand differential calculus

  • Explore mathematical functions – rational, polynomial, transcendantal, trig

  • Limits and tricks for solving limits problems

  • Differentiation rules and proofs

  • Tips and tricks for differentiation

  • Python (NumPy and SymPy)

  • Practice applied calculus

  • Visualizing math functions (matplotlib)

The Beauty and Importance of Calculus

Calculus is a beautiful topic in mathematics. No, really!

At its heart, calculus is about change. Life is full of change, and calculus is the language that humans developed (invented or discovered – that's an ongoing debate!) to understand how physical, biological, and abstract systems change. Calculus is more than just some equations you have to memorize; it's a way of looking at the world and trying to understand how the tiniest infinitesimal changes can lead to gigantic complexity bigger than the imagination.

OK, but aside from all that fluff, calculus is also really important for basically every piece of engineering and digital technology that has touched humanity. Indeed, the history of calculus is the history of civilization.

  • You want to learn data science? → You need calculus.

  • You want to learn machine-learning? → You need calculus.

  • You want to learn deep learning? → You need calculus.

  • You want to learn computational science? → You need calculus.


💡You want to learn... I think you see the pattern here ;)

Why Learn Calculus?

There are three reasons to learn calculus:

📌 It has applications for understanding data science and machine-learning algorithms, but it's also a beautiful topic in its own right.

📌 Learning math will train your critical thinking and reasoning skills. Any branch of mathematics will train your brain, but calculus especially so, because doing calculus is a lot of like running scientific experiments – generate hypotheses, test them in experiments by holding variables constant, and measuring the output.

📌 It's a better hobby than sitting around watching netflix. Seriously. Learning math will help protect you from age-related cognitive decline. Challenge your mind to keep it sharp!


Learn Calculus the Traditional Way or the Modern Way?

🗣️ So, how do you learn calculus?

You can learn it the way most people do – by watching someone else scratch on a chalkboard while you furiously take notes and try to decipher their sloppy handwriting, all the while having a little voice in your head telling you that you don't get it because you're not smart enough.


OR you can try a different approach.

I follow the maxim "you can learn a lot of math with a bit of coding."

In this course, you will use Python (mostly the numpy and sympy libraries) as a novel tool to help you learn concepts, proofs, visualizations, and algorithms in calculus.


🔑 There Are Three Reasons to Use Python to Learn Calculus:

1️⃣ Practical applications: Calculus is essential for understanding data science, machine learning, deep learning, computational science, and many other fields.

2️⃣ Mental exercise: Learning calculus, particularly in combination with Python, will train your critical thinking and reasoning skills.

3️⃣ Lifelong benefits: Engaging your mind with calculus can help protect against age-related cognitive decline and offer a fulfilling alternative to passive leisure activities.


So This Is Just About Coding Math?

No, this course is not about coding math. And it's not about using Python to cheat on your math homework. 

What You’ll Learn


  • You will translate formulas into code and implement core calculus algorithms

  • You can gain a deep knowledge of concepts in calculus by solving challenging coding exercises

  • You will develop intuition for why functions behave the way they do through graphic engine in Python

  • You will learn the limits of computers for learning calculus, and why you still need to use your brain and freshly developed calculus skills



New to Python?

Python is a versatile and user-friendly programming language that complements calculus, especially when using libraries like NumPy and SymPy. By incorporating Python into your calculus studies, you can gain a deeper understanding of mathematical concepts, proofs, visualizations, and algorithms.


If you are new to Python, then don't worry!

This course comes with a 7+ hour Python coding tutorial (potentially up to 12 hours if you complete all the exercises) that is designed for beginners and will teach you the coding skills you'll need for this course.

Recommended For

1️⃣

Calculus students looking for better educational material

2️⃣

Mathematicians who want to implement math in code

3️⃣

Coders who want to use Python to learn math



📖 Are there exercises?

Everyone knows that you need to solve math problems to learn math. This course has exercises for you to solve in nearly every video - and I explain the answers to every single exercise (not only the odd-numbered ones, lol).

But wait, there's more! I don't just give you problems to work on; I will teach you how to create your own exercises (and solutions) so you can custom-tailor your own homework assignments to practice exactly the skills you most need to work on. Because you know, "give someone a fish" versus "teach someone to fish."

💡Is this the right course for you?

One thing I've learned from 20+ years of teaching is that no two learners are the same, which means that no course will be right for everyone. I hope you find this course a valuable learning resource – and fun to work through! – but the reality is that this course won't be ideal for everyone. Please watch the preview videos and check out the reviews before enrolling.

Before You Enroll

Prerequisites & Notes

  • Basic high-school math

  • NO programming experience needed

  • NO prior experience with calculus needed!

💡When you complete this course

This course provides a certification of completion in a format suitable for resumes and portfolios.

By completing the course, you can receive this, which can serve as official proof of your learning accomplishments.

💡Learn Smart with Language Options for Audio and Subtitles

You can switch both audio and subtitles according to your learning style. Select your preferred language.

Recommended for
these people

Who is this course right for?

  • Mathematicians who want to implement math in code

  • Anyone who wants to understand calculus intuitively and through real applications

  • Coders who want to use Python to learn math

  • Those looking for a modern, practical approach rather than traditional chalkboard-style lectures

  • Students who want to review or rebuild their understanding of college-level calculus

  • Anyone seeking a brain-stimulating hobby

Hello
This is

Independent educator, ex-neuroscience professor. I make courses and write self-paced textbooks on applied math, coding (Python and MATLAB), data science, machine-learning, deep learning, and LLM mechanisms.

My motto is "you can learn a lot of math with a bit of coding."


저는 독립 교육자로 일하고 있으며, 이전에는 신경과학 교수로 활동했습니다.

응용수학, 코딩 (Python 및 MATLAB), 데이터 사이언스, 머신러닝, 딥러닝, 그리고 LLM 메커니즘에 관한 강의와 자기주도 학습용 교재를 제작하고 있습니다.

저의 모토는 간단합니다. "코딩을 조금만 할 줄 알면, 수학을 훨씬 쉽고 많이 배울 수 있다."

Curriculum

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175 lectures ∙ (41hr 15min)

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