Python for STEM

本课程教您如何处理和解决科学、技术、工程和数学 (STEM) 中出现的典型问题。您将学习如何掌握一些最流行的 Python 包。

在课程结束时，您还将学习使用 Python 和 Inkscape 创建高质量图形的有用提示和技巧。

我将与您分享我在数年的科学编码以及在不同科技公司解决科学、技术、工程和数学领域的实际问题所积累的经验，并帮助您成为该领域的专家。

本课程旨在让您可以跟着我编码并解决不同的问题。还为您提供了额外的任务来独立解决，以更深入地研究主题并精通自己解决 STEM 问题。尽管如此，我还是会为您提供解决方案文件，以在您遇到问题时为您提供帮助！

如果您对这些项目感到好奇，对高级数学和 Python 有一些了解，那么本课程可能正好适合您！

Learn how to solve problems from science & engineering with Python!

MP4 | Video: h264, 1280×720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 51 lectures (6h 45m) | Size: 2.6 GB

What you’ll learn:
Solving typical problems in the STEM disciplines with Python
Implementing Monte Carlo methods with NumPy
Solving differential equations with SciPy
Simulating & tracking particle diffusion with OpenCV & SciPy
Estimating parameters and optimization with SciPy
Performing statistical analysis with Pandas
Creating high-quality figures with Matplotlib

Requirements
Intermediate Python skills (i.e. knowledge of using NumPy, Matplotlib, or SciPy)
Knowledge of advanced calculus and algebra (i.e. familiar with differential equations, vectors, or matrices)

Description
This course teaches you how to approach and solve typical problems that occur in science, technology, engineering, and maths (STEM). You will learn how to master some of the most popular Python packages including

Numpy

Matplotlib

Scipy

Pandas

to efficiently and pragmatically tackle problems like

The implementation of Monte Carlo methods

The solution of multidimensional and coupled differential equations

The prediction and tracking of Brownian motion

The estimation of model parameters using curve fitting and optimization

The statistical analysis of large databases with millions of entries

At the end of the course, you will also learn useful tips and tricks to create high-quality graphics with Python & Inkscape.

I will share with you the experiences that I have gathered during several years of coding in science and at different tech companies solving real-world problems in science, technology, engineering, and maths and help you to become an expert in this field.

The course is designed such that you can follow me coding and tackling the different problems. You are also provided additional tasks to solve independently to dive deeper into the topics and become proficient in solving STEM problems on your own. Nevertheless, I provide you solution files to help you out whenever you get stuck on a problem!

If you are curious about the projects, have some knowledge about advanced maths and Python, this course might be just right for you!

Who this course is for
Intermediate level Python programmers curious about approaching typical STEM problems