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Python for Scientists and Engineers

Intermediate

98 Lessons

13h

Certificate of Completion

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

1 Assessment

252 Playgrounds

11 Quizzes

Course Overview

Course Content

Apply Your Skills

Recommendations

Course Overview

If you're a scientist or an engineer interested in learning scientific computing, this is the place to start. In this course, you'll learn to write your own useful code to perform impactful scientific computations. Along the way, your understanding will be tested with periodic quizzes and exercises. Topics covered in this course include arrays, plotting, linear equations, symbolic computation, scientific algorithms, and random variables. You’ll also be exposed to popular Python packages like NumPy, Matplo...Show More

Course Content

Introduction

2 Lessons

Introduction

About This Course

Python Refresher

12 Lessons

Data Types and Variables

Operators

Conditional Statements

Tuples and Dictionaries

Using Python Packages

Quiz 1!

Exercise: Check Sum

Solution Review: Check Sum

Arrays

13 Lessons

Introduction

Vectors

Multidimensional Arrays

Smart Array Programming

Quiz 3!

Exercise: Accessing 2-Dimensional Arrays

Solution Review: Accessing 2-Dimensional Arrays

Exercise: Using Conditions on Arrays

Solution Review: Using Conditions on Arrays

Plotting

11 Lessons

Basic Plotting

Important Note!

Plotting Multiple Curves

Exercise: Plotting Temperatures

Solution Review: Plotting Temperatures

Exercise: Plotting Torus

Solution Review: Plotting Torus

Systems of Linear Equations

7 Lessons

Building and Solving Linear Equations

Eigenvalues and Eigenvectors

Matrix Operations

Sparse Matrices

Quiz 5!

Exercise: Fitting a Wave

Solution Review: Fitting a Wave

Symbolic Computation

17 Lessons

Introduction

Symbols and Complex Numbers

Numerical Evaluation

Algebraic Manipulation

Ordinary Differential Equations

Quiz 8!

Exercise: Integrating Complex Functions

Solution Review: Integrating Complex Functions

Exercise: Solve a Differential Equation

Solution Review: Solve a Differential Equation

Scientific Algorithms

13 Lessons

Introduction

Numerical Integration

Exercise: Triple Integral Over a Bounded Region

Solution Review: Triple Integral Over a Bounded Region

Exercise: Parameters of an FID Signal

Solution Review: Parameters of an FID Signal

Random Variables

9 Lessons

Random Numbers

Flipping Coins

Bernoulli Variable

Normal Continuous Random Variables

Histograms and Probability Density Function

Percentiles

Quiz 11!

Exercise: Predicting Election Results

Solution Review: Predicting Election Results

Applications

10 Lessons

Introduction

Preview: Setting Up an Optical System

Exercise: Setting Up an Optical System

Solution Review: Setting Up an Optical System

Preview: Transfer Functions

Exercise: Transfer Functions

Solution Review: Transfer Functions

Preview: Harmonographs

Exercise: Harmonographs

Solution Review: Harmonographs

10.

Conclusion

2 Lessons

Last Thoughts

Where to Go from Here

11.

Appendix

2 Lessons

Files I/O

LaTeX Formatting

Python for Scientists and Engineers Exam

Assessment

Show License and Attributions

Project

Build a Python Airline Reservation System

beginner

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Project

Build a Python Airline Reservation System

Build a Python-based flight reservation system using OOP principles and MySQL.

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Project

Solving Sudoku and the 8-Queens Puzzle as Constraint Satisfaction

intermediate

1 hour

Project

Solving Sudoku and the 8-Queens Puzzle as Constraint Satisfaction

Explore solving Sudoku and the 8-Queens puzzle using constraint satisfaction techniques in Python.

intermediate

1 hour

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