csds

Différences

Ci-dessous, les différences entre deux révisions de la page.

Lien vers cette vue comparative

Les deux révisions précédentes Révision précédente
Prochaine révision		 Révision précédente
csds [2023/07/12 12:28] – oboironcsds [2023/07/12 12:39] (Version actuelle) – oboiron
Ligne 4: Ligne 4:
  
  
-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
  
Ligne 21: Ligne 26:
  
 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
  
Ligne 27: Ligne 33:
  
 **References** **References**
-Python for data science 
  
-    [[Programming in Python for Data Science]https://prog-learn.mds.ubc.ca/en/] 
-    Scientific Computing in Python: Introduction to NumPy and Matplotlib 
-    Python Data Science Handbook 
  
-Python for geo data science+**Python for 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+
  
  • csds.1689157698.txt.gz
  • Dernière modification : 2023/07/12 12:28
  • de oboiron