Master calculus 1 using Python: derivatives and applications

所在平台: Udemy

课程主页: https://www.udemy.com/course/pycalc1_x/

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课程名称:使用Python掌握微积分1:导数及其应用 课程概述: 微积分是一门美丽且重要的数学主题,核心在于探讨变化的概念。微积分作为一种理解物理、生物和抽象系统变化的语言,其应用广泛至各个工程和数字技术领域。学习微积分不仅能助力数据科学、机器学习和深度学习等热门领域,还能锻炼批判性思维和推理能力,具有丰富的思维锻炼价值。 在课程中,采用Python(主要使用NumPy和SymPy库)作为学习工具,通过代码实现公式转化、算法实现,帮助学生深入理解微积分的概念、证明、可视化和算法。此课程强调的是运用Python提高微积分学习的效率,而非单纯依赖机器。对于初学者,课程还提供了超过7小时的Python编程教程,帮助学生建立必要的编程基础。 课程包含几乎每个视频的练习,并详细讲解解答,此外,学员还将学习如何自行设计练习,以满足个性化学习需求。适合不同学习者的课程风格意味着,学生可以根据个人情况选择是否参加,并享有30天的退课保障。 总之,这门课程不仅帮助学生掌握微积分的核心概念,同时也提供了有趣的学习体验和持久的思维收益。

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The beauty and importance of calculusCalculus 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:Practical applications: Calculus is essential for understanding data science, machine learning, deep learning, computational science, and many other fields.Mental exercise: Learning calculus, particularly in combination with Python, will train your critical thinking and reasoning skills.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. Python's symbolic math and plotting engines are incredibly powerful - and yet underutilized - tools to help you learn math. By translating formulas into code, implementing algorithms, and solving challenging coding exercises, you will gain a deep knowledge of concepts in calculus.And the graphics engine in Python will let you see equations and functions in a way that helps you develop intuition for why functions behave the way they do.You will also 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. 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.And if you enroll but then decide that this course isn't a good match for you, then that's fine! Check out Udemy's 30-day return guarantee.

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