Python for STEM

[LeeAndro]

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 51 lectures (6h 45m) | Size: 2.6 GB

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

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

Perfog statistical analysis with Pandas

Creating high-quality figures with Matplotlib

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)

This course teaches you how to approach and solve typical problems that occur in science, technology, eeering, 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, eeering, 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!

Intermediate level Python programmers curious about approaching typical STEM problems






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