From 3bdc0f76e7641a6c822cef4aef15457f80d21754 Mon Sep 17 00:00:00 2001 From: Alexander Hess Date: Sun, 23 May 2021 18:18:51 +0200 Subject: [PATCH 01/13] Set up a brand new pyproject.toml file --- poetry.lock | 1409 +----------------------------------------------- pyproject.toml | 31 +- 2 files changed, 23 insertions(+), 1417 deletions(-) diff --git a/poetry.lock b/poetry.lock index f014c8d..f41588b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,1409 +1,8 @@ -[[package]] -category = "main" -description = "Disable App Nap on OS X 10.9" -marker = "sys_platform == \"darwin\" or platform_system == \"Darwin\"" -name = "appnope" -optional = false -python-versions = "*" -version = "0.1.0" - -[[package]] -category = "main" -description = "The secure Argon2 password hashing algorithm." -name = "argon2-cffi" -optional = false -python-versions = "*" -version = "20.1.0" - -[package.dependencies] -cffi = ">=1.0.0" -six = "*" - -[package.extras] -dev = ["coverage (>=5.0.2)", "hypothesis", "pytest", "sphinx", "wheel", "pre-commit"] -docs = ["sphinx"] -tests = ["coverage (>=5.0.2)", "hypothesis", "pytest"] - 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"poetry.masonry.api" +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" [tool.poetry] -name = "workshop-machine-learning-for-beginners" -version = "0.1.0" +name = "intro-to-data-science" +version = "0.1.0.dev0" -authors = ["Alexander Hess "] -description = "An introductory workshop on machine learning" +authors = [ + "Alexander Hess ", +] +description = "An intro to data science for absolute beginners" +keywords = [ + "python", + "data-science", + "machine-learning", + "matplotlib", + "numpy", + "seaborn", + "sklearn", +] license = "MIT" [tool.poetry.dependencies] -python = "^3.7" +python = "^3.8" -jupyterlab = "^2.2.8" -matplotlib = "^3.3.2" -numpy = "^1.19.2" -pandas = "^1.1.2" -scikit-learn = "^0.23.2" +[tool.poetry.dev-dependencies] From 68a0b0c1d32ca5dec9ef608565a2d4f9a8d37c89 Mon Sep 17 00:00:00 2001 From: Alexander Hess Date: Sun, 23 May 2021 18:19:28 +0200 Subject: [PATCH 02/13] Update the copyright year info --- LICENSE.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/LICENSE.txt b/LICENSE.txt index 0ec444a..e7802f3 100644 --- a/LICENSE.txt +++ b/LICENSE.txt @@ -1,6 +1,6 @@ MIT License -Copyright (c) 2018-2020 Alexander Hess [alexander@webartifex.biz] +Copyright (c) 2018-2021 Alexander Hess [alexander@webartifex.biz] Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal From a80a4c1176a7c245c399a4749d59627c62bda939 Mon Sep 17 00:00:00 2001 From: Alexander Hess Date: Mon, 24 May 2021 15:16:29 +0200 Subject: [PATCH 03/13] Update the overall project info --- README.md | 84 +++++++++++++++++++++++----------------- pyproject.toml | 4 ++ static/link/README.md | 2 + static/link/to_gh.png | Bin 0 -> 1236 bytes static/link/to_py.png | Bin 0 -> 1308 bytes static/link/to_wiki.png | Bin 0 -> 503 bytes 6 files changed, 55 insertions(+), 35 deletions(-) create mode 100644 static/link/README.md create mode 100644 static/link/to_gh.png create mode 100644 static/link/to_py.png create mode 100644 static/link/to_wiki.png diff --git a/README.md b/README.md index 1264a22..80d8dae 100644 --- a/README.md +++ b/README.md @@ -1,50 +1,64 @@ -# Workshop: Machine Learning for Beginners +# An Introduction to Data Science -This repository contains the code for the workshop "Machine Learning for -Beginners" as presented in various occasions at -[WHU - Otto Beisheim School of Management](https://www.whu.edu), such as the -[Campus for Supply Chain Management](https://www.campus-for-supply-chain-management-cscm.de/), -[IdeaLab](https://www.idealab.io)'s [IdeaHack](http://www.ideahack.io), or -within many [executive education](https://ee.whu.edu/) programs. +This project is an introductory workshop + in **[Data Science ](https://en.wikipedia.org/wiki/Data_science)** + in the programming language **[Python ](https://www.python.org/)**. +To learn about Python and programming in detail, + this [introductory course ](https://github.com/webartifex/intro-to-python) is recommended. -## Prerequisites +### Table of Contents -To be suitable for *total beginners*, there are *no* prerequisites. -If you are interested to learn more after this workshop, check out the -full-semester course **[Introduction to Python & Programming](https://github.com/webartifex/intro-to-python)**. +- *Chapter 0*: Python in a Nutshell +- *Chapter 1*: Python's Scientific Stack +- *Chapter 2*: A first Example: Classifying Flowers +- *Chapter 3*: [Case Study: House Prices in Ames, Iowa ](https://github.com/webartifex/ames-housing) -## Installation +### Objective -To follow this workshop on your own computer, a working installation of -**Python 3.7** or higher is required. +The **main goal** is to **show** students + how **Python** can be used to solve typical **data science** tasks. -A popular and beginner friendly way is to install the [Anaconda Distribution](https://www.anaconda.com/distribution/) -that not only ships Python but comes pre-packaged with a lot of third-party -libraries from the so-called "scientific stack". -Just go to the [download](https://www.anaconda.com/distribution/#download-section) -section and install the latest version (i.e., *2020-02* with Python 3.7 at the -time of this writing) for your operating system. -Then, among others, you will find an entry "Jupyter Notebook" in your start -menu. -Click on it and a new tab in your web browser will open where you can switch -between folders as you could in your computer's default file browser. +### Prerequisites -To download the course's materials as a ZIP file, click on the green "Clone or -download" button on the top right on this website. -Then, unpack the ZIP file into a folder of your choosing (ideally somewhere -within your personal user folder so that the files show up right away). +To be suitable for *beginners*, there are *no* formal prerequisites. +It is only expected that the student has: +- a *solid* understanding of the **English** language and +- knowledge of **basic mathematics** from high school. + + +### Getting started & Installation + +To follow this workshop, an installation of **Python 3.8** or higher is expected. + +A popular and beginner friendly way is + to install the [Anaconda Distribution](https://www.anaconda.com/products/individual) + that not only ships Python itself + but also comes pre-packaged with a lot of third-party libraries + including [Python's scientific stack](https://scipy.org/about.html). + +Detailed instructions can be found [here ](https://github.com/webartifex/intro-to-python#installation). + + +## Contributing + +Feedback **is highly encouraged** and will be incorporated. +Open an issue in the [issues tracker ](https://github.com/webartifex/intro-to-data-science/issues) + or initiate a [pull request ](https://help.github.com/en/articles/about-pull-requests) + if you are familiar with the concept. +Simple issues that *anyone* can **help fix** are, for example, + **spelling mistakes** or **broken links**. +If you feel that some topic is missing entirely, you may also mention that. +The materials here are considered a **permanent work-in-progress**. ## About the Author -Alexander Hess is a PhD student at the Chair of Logistics Management at the -[WHU - Otto Beisheim School of Management](https://www.whu.edu) where he -conducts research on urban delivery platforms and teaches an introductory -course on Python (cf., [Fall Term 2019](https://vlv.whu.edu/campus/all/event.asp?objgguid=0xE57C2715B01B441AAFD3E79AA05CACCF&from=vvz&gguid=0x6A2B0ED5B2B949E69957A2099E7DE2F1&mode=own&tguid=0x3980A9BBC3BF4A638E977F2DC163F44B&lang=en), -[Spring Term 2020](https://vlv.whu.edu/campus/all/event.asp?objgguid=0x3354F4C108FF4E959CDD692A325D9AFE&from=vvz&gguid=0x262E29795DD742CFBDE72B12B69CEFD6&mode=own&lang=en&tguid=0x2E4A7D1FF3C34AD08FF07685461781C9)). - -Connect him on [LinkedIn](https://www.linkedin.com/in/webartifex). +Alexander Hess is a PhD student + at the Chair of Logistics Management at [WHU - Otto Beisheim School of Management](https://www.whu.edu) + where he conducts research on urban delivery platforms + and teaches coding courses based on Python in the BSc and MBA programs. +Connect with him on [LinkedIn](https://www.linkedin.com/in/webartifex). diff --git a/pyproject.toml b/pyproject.toml index 756eb4a..74ac3d9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,6 +21,10 @@ keywords = [ ] license = "MIT" +readme = "README.md" +homepage = "https://github.com/webartifex/intro-to-data-science" +repository = "https://github.com/webartifex/intro-to-data-science" + [tool.poetry.dependencies] python = "^3.8" diff --git a/static/link/README.md b/static/link/README.md new file mode 100644 index 0000000..f5c9136 --- /dev/null +++ b/static/link/README.md @@ -0,0 +1,2 @@ +This folder contains small images +that are used to enhance the links in the notebooks and markdown files. diff --git a/static/link/to_gh.png b/static/link/to_gh.png new 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2d29004ddd209213450bbf2c113f28baa53cd201 Mon Sep 17 00:00:00 2001 From: Alexander Hess Date: Mon, 24 May 2021 15:30:19 +0200 Subject: [PATCH 04/13] Remove requirements.txt --- requirements.txt | 56 ------------------------------------------------ 1 file changed, 56 deletions(-) delete mode 100644 requirements.txt diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 90a97c6..0000000 --- a/requirements.txt +++ /dev/null @@ -1,56 +0,0 @@ -attrs==19.3.0 -backcall==0.1.0 -bleach==3.1.0 -cycler==0.10.0 -decorator==4.4.1 -defusedxml==0.6.0 -entrypoints==0.3 -importlib-metadata==1.2.0 -ipykernel==5.1.3 -ipython==7.10.1 -ipython-genutils==0.2.0 -ipywidgets==7.5.1 -jedi==0.15.1 -Jinja2==2.10.3 -joblib==0.14.0 -jsonschema==3.2.0 -jupyter==1.0.0 -jupyter-client==5.3.4 -jupyter-console==6.0.0 -jupyter-core==4.6.1 -kiwisolver==1.1.0 -MarkupSafe==1.1.1 -matplotlib==3.1.2 -mistune==0.8.4 -more-itertools==8.0.0 -nbconvert==5.6.1 -nbformat==4.4.0 -notebook==6.0.2 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0 bytes raw/python_general.png | Bin 186541 -> 0 bytes raw/python_ml.png | Bin 115421 -> 0 bytes raw/r.png | Bin 77645 -> 0 bytes raw/spam.png | Bin 98647 -> 0 bytes raw/what_is_machine_learning.png | Bin 74739 -> 0 bytes workshop.ipynb | 1674 -------------------------- 13 files changed, 1674 deletions(-) delete mode 100644 raw/3_types_of_machine_learning.png delete mode 100644 raw/classification_vs_regression.png delete mode 100644 raw/examples.png delete mode 100644 raw/generalization.png delete mode 100644 raw/iris.png delete mode 100644 raw/iris_data.png delete mode 100644 raw/knn.png delete mode 100644 raw/python_general.png delete mode 100644 raw/python_ml.png delete mode 100644 raw/r.png delete mode 100644 raw/spam.png delete mode 100644 raw/what_is_machine_learning.png delete mode 100644 workshop.ipynb diff --git a/raw/3_types_of_machine_learning.png b/raw/3_types_of_machine_learning.png deleted file mode 100644 index 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