Course: Big Data for Development: Image Analysis

Section outline

Select section General

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General

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- Select activity Annonces des enseignants
  
  Annonces des enseignants Forum
- Select activity Syllabus
  
  Syllabus File PDF
  
  98.1 KB
- Select activity Introduction - Lecture
  
  Introduction - Lecture File PDF
  
  7.5 MB
Select section 1. Image data for development economics (Lisa Chauvet)

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1. Image data for development economics (Lisa Chauvet)
- Select activity Lecture slides
  
  Lecture slides File PDF
  
  3.4 MB
- Select activity Aiken et al. (Nature 2022) Machine learning and phone data can improve targeting of humanitarian aid
  
  Aiken et al. (Nature 2022) Machine learning and phone data can improve targeting of humanitarian aid File PDF
  
  11.0 MB
Select section 2. Predictive modelling (Clément Gorin)

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2. Predictive modelling (Clément Gorin)
- Select activity Prediction - Lecture
  
  Prediction - Lecture File PDF
  
  2.1 MB
- Select activity Prediction - Practice
  
  Prediction - Practice URL
- Select activity Prediction - Solutions
  
  Prediction - Solutions URL
- Select activity Blumenstock (Science 2016) Fighting poverty with data
  
  Blumenstock (Science 2016) Fighting poverty with data File PDF
  
  866.3 KB
Select section 3. Spatial and image data (Clément Gorin)

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3. Spatial and image data (Clément Gorin)
- Select activity Spatial images - Lecture
  
  Spatial images - Lecture URL
- Select activity Spatial images - Practice
  
  Spatial images - Practice URL
- Select activity Spatial images - Solutions
  
  Spatial images - Solutions URL
Select section 4. Neural networks (Clément Gorin)

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4. Neural networks (Clément Gorin)
- Select activity Network - Lecture
  
  Network - Lecture File PDF
  
  842.8 KB
- Select activity Network - Practice
  
  Network - Practice URL
- Select activity Network - Solutions
  
  Network - Solutions URL
Select section 5. Convolutional networks (Clément Gorin)

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5. Convolutional networks (Clément Gorin)
- Select activity Convolutional networks - Lecture
  
  Convolutional networks - Lecture File PDF
  
  15.8 MB
- Select activity Convolutional networks - Practice
  
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- Select activity Convolutional networks - Solutions
  
  Convolutional networks - Solutions URL
Select section 6. Vision transformers (Clément Gorin)

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6. Vision transformers (Clément Gorin)
- Select activity Transformer - Lecture (optional)
  
  Transformer - Lecture (optional) File PDF
  
  6.1 MB
Select section Other resources

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Other resources
- Select activity Python basics
  
  Python basics Folder
- Select activity Better optimisation - Lecture (optional)
  
  Better optimisation - Lecture (optional) File PDF
  
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