Data Science for Chemists

IPL Summer School, CPE Lyon

Introduction

John Samuel
CPE Lyon

Year: 2024-2025
Email: john.samuel@cpe.fr

Creative Commons License

John SAMUEL

  • Associate Professor (Enseignant-Chercheur), Conception Logicielle et Big Data, CPE Lyon
  • Research Interests and Themes: Knowledge representation, semantic web, web services, data integration, data warehousing, distributed systems, geographic information systems
  • Cours : Programming in C, Algorithms in C, Data Mining and Machine Learning, Artificial Intelligence and Deep Learning, Operating Systems and Concurrent Programming, Web Languages
  • Ph.D Thesis : Integration of data from web services

Data Science for Chemists

Goals

  1. Introduction to Data Science
  2. Fundamentals of Programming
  3. Data Analysis and visualization
  4. Data Mining
  5. Machine Learning
  6. Big Data

Data Science for Chemists

Course Structure:

Programming Environment

Course:

Class:

Programming Session:

Data Science for Chemists

Class Dates
Class 1 17th June
Class 2 20th June
Class 3 24th June
Class 4 27th June
Class 5 1st July
Class 6 4th July

Data Science for Chemists

Programming Session Dates
Session 1 17th June
Session 2 20th June
Session 3 24th June
Session 4 27th June
Session 5 1st July
Session 6 4th July

Data Science for Chemists

Written Exam: 60%

You will receive a detailed email before the exam.

Data Science for Chemists

Evaluation of practical works

Data Science for Chemists

Programming Sessions

Data Science for Chemists

Programming Sessions

Each lab session consists of several exercises. Each exercise is accompanied by a difficulty level indication :

Data Science for Chemists

Checklist

Before submitting your project, please ensure that you adhere to the following checklist:

Data Science for Chemists

Programming Sessions

You can check https://github.com/johnsamuelwrites/SummerSchool-DS4C online or clone it to your machine using the terminal with the following commands:

           $ git clone https://github.com/johnsamuelwrites/SummerSchool-DS4C
$ cd SummerSchool-DS4C ; ls

And for the latest modifications:

           $ git pull
                	 

Data Science for Chemists

Programming Sessions: Jupyter Notebooks

Data Science for Chemists

Programming Sessions: Jupyter Notebooks

Data Science for Chemists

Programming Sessions: Jupyter Notebooks

Data Science for Chemists

Programming Sessions: Jupyter Notebooks and Visualization

Data Mining: Notebooks Jupyter

Programming Sessions: Jupyter Notebooks and Visualization

Data Science for Chemists

Programming Sessions: Wikidata (Open Data)

References

Websites

Colours

Images