Course: Computational Science & Computational Learning with Python and MATLAB

Section outline

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- Select activity Announcements
  
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Select section Week 0 - Introduction

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Week 0 - Introduction
- Select activity {mlang en}Welcome!{mlang}{mlang it}Benvenuti!{mlang}
  
  {mlang en}Welcome!{mlang}{mlang it}Benvenuti!{mlang} Page
  
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- Select activity {mlang en}Initial Survey{mlang}{mlang it}Questionario iniziale{mlang}
  
  {mlang en}Initial Survey{mlang}{mlang it}Questionario iniziale{mlang} Feedback
  
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Select section Get started

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Get started
- Select activity How to use this course
  
  How to use this course Page
  
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- Select activity Get started with Phyton
  
  Get started with Phyton Page
  
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- Select activity Get started with MATLAB®
  
  Get started with MATLAB® Page
  
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Select section Week 1 - Fill up the tank

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Week 1 - Fill up the tank
Differential equations and forward Euler method to model fluid level variation. Coding content: variables, loops, and functions.
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  Modeling & coding
  
  Select activity Fill up the tank - From real life to math
  
  Fill up the tank - From real life to math Page
  
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  Select activity Fill up the tank - Python: variables, loops, functions
  
  Fill up the tank - Python: variables, loops, functions Page
  
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  Select activity Fill up the tank - MATLAB®: variables, loops, functions
  
  Fill up the tank - MATLAB®: variables, loops, functions Page
  
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  Select activity Fill up the tank - Wrap-up and Challenges
  
  Fill up the tank - Wrap-up and Challenges Page
  
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  ...and now it's your turn
  
  Select activity Fill up the tank - Challenge 1: Varying the initial water level
  
  Fill up the tank - Challenge 1: Varying the initial water level Page
  
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  Select activity Fill up the tank - Challenge 2: Varying the time step
  
  Fill up the tank - Challenge 2: Varying the time step Page
  
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  Select activity Fill up the tank - Challenge 3: Non-constant water inflow
  
  Fill up the tank - Challenge 3: Non-constant water inflow Page
  
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  Select activity Fill up the tank - Handouts
  
  Fill up the tank - Handouts File PDF
  
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  Quiz
  
  Select activity Quiz - Week 1
  
  Quiz - Week 1
  
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  Receive a grade
  
  Receive a passing grade
Select section Week 2 - Predict wildfire risk

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Week 2 - Predict wildfire risk
Linear regression for data fitting and forecasting of wildfire risk. Coding content: datasets and vectorized operations.
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  Modeling & coding
  
  Select activity Predict wildfire risk - From real life to math
  
  Predict wildfire risk - From real life to math Page
  
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  Select activity Predict wildfire risk - Python: vectorized operations, datasets
  
  Predict wildfire risk - Python: vectorized operations, datasets Page
  
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  Select activity Predict wildfire risk - MATLAB®: vectorized operations, datasets
  
  Predict wildfire risk - MATLAB®: vectorized operations, datasets Page
  
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  Select activity Predict wildfire risk - Wrap-up and Challenges
  
  Predict wildfire risk - Wrap-up and Challenges Page
  
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  ...and now it's your turn
  
  Select activity Predict wildfire risk - Challenge 1: Using the Buildup Index
  
  Predict wildfire risk - Challenge 1: Using the Buildup Index Page
  
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  Select activity Predict wildfire risk - Challenge 2: Compute the coefficient of determination R²
  
  Predict wildfire risk - Challenge 2: Compute the coefficient of determination R² Page
  
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  Select activity Predict wildfire risk - Handouts
  
  Predict wildfire risk - Handouts File
  
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  Quiz
  
  Select activity Quiz - Week 2
  
  Quiz - Week 2
  
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  Receive a grade
  
  Receive a passing grade
Select section Week 3 - Control a robotic arm

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Week 3 - Control a robotic arm
Gradient-based optimization applied to the control of a robotic arm. Coding content: loops and conditional statements.
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  Modeling & coding
  
  Select activity Control a robotic arm: From real life to math
  
  Control a robotic arm: From real life to math Page
  
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  Select activity Control a robotic arm - Python: loops, conditional statements
  
  Control a robotic arm - Python: loops, conditional statements Page
  
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  Select activity Control a robotic arm - MATLAB®: loops, conditional statements
  
  Control a robotic arm - MATLAB®: loops, conditional statements Page
  
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  Select activity Control a robotic arm: Wrap-up and Challenges
  
  Control a robotic arm: Wrap-up and Challenges Page
  
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  ...and now it's your turn
  
  Select activity Control a robotic arm - Challenge 1: Plot the Objective function J
  
  Control a robotic arm - Challenge 1: Plot the Objective function J Page
  
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  Select activity Control a robotic arm - Challenge 2: Unreachable target
  
  Control a robotic arm - Challenge 2: Unreachable target Page
  
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  Select activity Control a robotic arm - Handouts
  
  Control a robotic arm - Handouts File
  
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  Quiz
  
  Select activity Quiz - Week 3
  
  Quiz - Week 3
  
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  Receive a grade
  
  Receive a passing grade
Select section Week 4

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Week 4
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  Modeling & coding
  
  Select activity Blur a car plate - From real life to math
  
  Blur a car plate - From real life to math Page
  
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  Select activity Blur a car plate - Python: nested loops, matrices, images
  
  Blur a car plate - Python: nested loops, matrices, images Page
  
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  Select activity Blur a car plate - MATLAB®: nested loops, matrices, images
  
  Blur a car plate - MATLAB®: nested loops, matrices, images Page
  
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  Select activity Blur a car plate - Wrap-up and Challenges
  
  Blur a car plate - Wrap-up and Challenges Page
  
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  ...and now it's your turn
  
  Select activity Blur a car plate - Challenge 1: Repeat the blur
  
  Blur a car plate - Challenge 1: Repeat the blur Page
  
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  Select activity Blur a car plate - Challenge 2: Enlarge the kernel
  
  Blur a car plate - Challenge 2: Enlarge the kernel Page
  
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  Select activity Blur a car plate - Challenge 3: New kernels
  
  Blur a car plate - Challenge 3: New kernels Page
  
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  Select activity Blur a car plate - Handouts
  
  Blur a car plate - Handouts File
  
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  Quiz
  
  Select activity Quiz - Week 4
  
  Quiz - Week 4
  
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Select section {mlang en}Final Survey{mlang}{mlang it}Questionario finale{mlang}

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{mlang en}Final Survey{mlang}{mlang it}Questionario finale{mlang}
- Select activity {mlang en}Final Survey{mlang}{mlang it}Questionario finale{mlang}
  
  {mlang en}Final Survey{mlang}{mlang it}Questionario finale{mlang} Feedback
  
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  Submit feedback
Select section Certificate

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Certificate
Not available unless: The activity {mlang en}Final Survey{mlang}{mlang it}Questionario finale{mlang} is marked complete ...

Not available unless:

The activity {mlang en}Final Survey{mlang}{mlang it}Questionario finale{mlang} is marked complete

You achieve higher than a certain score in Course total
Select section {mlang en}Additional resources{mlang}{mlang it}Risorse aggiuntive{mlang}

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{mlang en}Additional resources{mlang}{mlang it}Risorse aggiuntive{mlang}
- Select activity {mlang it}Trascrizioni video{mlang}{mlang en}Video transcripts{mlang}
  
  {mlang it}Trascrizioni video{mlang}{mlang en}Video transcripts{mlang} Folder