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ESCAPE School2022

Welcome

Welcome

2022-05-23T00:00:00Z

Welcome to the ESCAPE Summer school

avatarThomas Vuillaume
1 minute read
Debugging and Profiling Scientific Software

Debugging and Profiling Scientific Software

2022-06-23T00:00:00Z

Summary The first step to writing code is to first get it to work both syntactically and scientifically, and later to make it work fast. This lecture will cover both aspects: first the use of a /debugger/ to identify and fix broken code, and then the use of profiling tools to identify which parts of working code be improved for speed or memory usage. Slides as PDF This browser does not support PDFs.
@ Karl Kosack
1 minute read
Machine learning

Machine learning

2022-06-23T00:00:00Z

Summary The Code Several notebooks to experiment with neural networks are available here: https://github.com/escape2020/school2022/tree/main/machine-learning Slides This browser does not support PDFs. Please download the PDF to view it: Download PDF. This browser does not support PDFs. Please download the PDF to view it: Download PDF. This browser does not support PDFs. Please download the PDF to view it: Download PDF.
@ Martino Sorbaro and Michaël Dell'aiera
1 minute read
Julia

Julia

2022-06-22T00:00:00Z

Summary This talks gives an overview about the Julia language, which is a high-performance general-purpose programming language well suited for scientific compupting. Slides as PDF This browser does not support PDFs. Please download the PDF to view it: Download PDF.
1 minute read
Pandas

Pandas

2022-06-22T00:00:00Z

Summary Pandas is a solid framework for data science with lots of helpful functions to load and manipulate columnar data. This lecture gives an introduction to the basics of Pandas and its application to real-life problems. Notebooks The notebooks are stored in the Git repository: https://github.com/escape2020/school2022/tree/main/pandas Each part consists of two notebooks, one with the instructions and another one which also contains all the solutions and discussions. References and external https://pandas.
@ Tamas Gal
1 minute read
Matplotlib

Matplotlib

2022-06-21T00:00:00Z

Summary Matplotlib is a library to create high quality plots using python. This lecture gives broad and general introduction into creating plots, exporting them to files, doing animations, and show some example of more complex figures. We will also introduce the matplotlib pgf backend, which allows producing plots using a LaTeX system, resulting in plots that are matching the look and feel of your LaTeX documents. Notebooks The notebook is stored in the Git repository: https://github.
@ Maximilian Nöthe & Tamas Gal
1 minute read
NumPy

NumPy

2022-06-21T00:00:00Z

Summary NumPy is one of the fundamental packages of the scientific Python stack. This lecture gives an introduction to the basics of NumPy and its application to real-life problems. Notebooks The notebooks are stored in the Git repository: https://github.com/escape2020/school2022/tree/main/numpy Each part consists of two notebooks, one with the instructions and another one which also contains all the solutions and discussions. References and external https://numpy.org/ https://github.com/escape2020/school2022/tree/main/numpy/
@ Tamas Gal
1 minute read
Unit Testing

Unit Testing

2022-06-21T00:00:00Z

Summary Making sure software works as expected and required is a crucial part of development. Doing this manually is tedious and error prone. In this lecture, you will learn the basics of automated unit testing for python using pytest. Slides as PDF This browser does not support PDFs. Please download the PDF to view it: Download PDF. References and external https://docs.pytest.org/
@ Maximilian Nöthe
1 minute read

© 2022 ESCAPE Data Science school 2022

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ESCAPE School2022

School Program

The program of the school is devoted to project development for astrophysics, astroparticle physics & particle physics. The aim of the school is to provide theoretical and hands-on training on Data Science and Python development.

INDICO


escape-EU

This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 824064 (ESCAPE, the European Science Cluster of Astronomy & Particle Physics ESFRI Research Infrastructures).

Code of Conduct - I

Our Pledge

In the interest of fostering an open and welcoming environment, we as organisers, attendants, students and instructors pledge to make participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, religion, or sexual identity and orientation.

Our Standards

Examples of behaviour that contributes to creating a positive environment include:

  • Using welcoming and inclusive language
  • Being respectful of differing viewpoints and experiences
  • Gracefully accepting constructive criticism
  • Focusing on what is best for the school and the community
  • Showing empathy towards others

Examples of unacceptable behaviour by participants include:

  • The use of sexualised language or imagery and unwelcome sexual attention or advances
  • Trolling, insulting/derogatory comments, and personal or political attacks
  • Public or private harassment
  • Publishing others' private information, such as a physical or electronic address, without explicit permission
  • Other conduct which could reasonably be considered inappropriate in a professional and academic setting

…continue in next column…

Attribution

This Code of Conduct is adapted from the Contributor Covenant.

Code of Conduct - II

Our Responsibilities

Organisers are responsible for clarifying acceptable behaviour standards and are expected to take appropriate and fair corrective action in response to any instances of unacceptable behaviour.

Organisers have the right and responsibility to remove, edit, or reject comments, commits, code, changes, issues, and other contributions that are not aligned to this Code of Conduct, or to ban temporarily or permanently any participant for other behaviours that they deem inappropriate, threatening, offensive, or harmful.

Scope

This Code of Conduct applies both within the school, project spaces, and public spaces when an individual represents the project or its community. Examples of representing a project or community include using an official project e-mail address, post via an official social media account, or act as an appointed representative at an online or offline event. Representation of a project may be further defined and clarified by the organisers.

Enforcement

Instances of abusive, harassing, or otherwise, unacceptable behaviour may be reported by contacting the organisers at escapeschool2022@lapp.in2p3.fr.

All complaints will be reviewed and investigated and will result in a deemed necessary and appropriate response to the circumstances. The organisers' team is obligated to maintain confidentiality concerning the reporter of an incident. Further details of specific enforcement policies may be posted separately.

Instructors and organisers team members who do not follow or enforce the Code of Conduct in good faith may face temporary or permanent repercussions as determined by other members of the project’s leadership.

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licence CC BY-NC-SA 4.0
For more details on the rights and licenses, please go to the GitHub repo of the School