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 **Summary:**  **Summary:** 
 +
 Lecture 1: Data : The data in data science Lecture 1: Data : The data in data science
 +
 Lab 1 : Python basics adapted from the "Machine learning preparatory week @PSL" (Python & NumPy) Lab 1 : Python basics adapted from the "Machine learning preparatory week @PSL" (Python & NumPy)
  
  
 Lecture 2: Python and pandas : Tabular data in Python Lecture 2: Python and pandas : Tabular data in Python
 +
 Lab 2: Notebook on European past floods Lab 2: Notebook on European past floods
  
 Lecture 3: Machine Learning: history; applications; recent successes from the "Machine learning preparatory week @PSL" Lecture 3: Machine Learning: history; applications; recent successes from the "Machine learning preparatory week @PSL"
 +
 Lab 3: Loading big datasets; Analyzing big datasets Lab 3: Loading big datasets; Analyzing big datasets
  
 Lecture 4: Introduction to machine learning from the "Machine learning preparatory week @PSL" Lecture 4: Introduction to machine learning from the "Machine learning preparatory week @PSL"
 +
 Lab 4: Dimensionality; Dimensionality reduction : Principal Component Analysis; Classification Lab 4: Dimensionality; Dimensionality reduction : Principal Component Analysis; Classification
  
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 Lecture 6: Scikit-learn: estimation and pipelines from the "Machine learning preparatory week @PSL" Lecture 6: Scikit-learn: estimation and pipelines from the "Machine learning preparatory week @PSL"
 +
 Lab 5: finish the previous notebooks Lab 5: finish the previous notebooks
  
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 **Python for data science** **Python for data science**
  
-    [[https://prog-learn.mds.ubc.ca/en/|Programming in Python for Data Science]] 
-    Scientific Computing in Python: Introduction to NumPy and Matplotlib 
-    Python Data Science Handbook 
  
-Python for geo data science+[[https://prog-learn.mds.ubc.ca/en/|Programming in Python for Data Science]] 
 + 
 +[[https://sebastianraschka.com/blog/2020/numpy-intro.html|Scientific Computing in Python: Introduction to NumPy and Matplotlib]] 
 + 
 +[[https://jakevdp.github.io/PythonDataScienceHandbook/|Python Data Science Handbook]] 
 + 
 +**Python for geo data science** 
 + 
 +[[https://geo-python-site.readthedocs.io/en/latest/|Geo-Python course]]
  
-    Geo-Python course +[[https://automating-gis-processes.github.io/site/|Automating GIS-processes]]
-    Automating GIS-processes+
  
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