Title: Programmiertutorials
Course: Projekt Abschlussarbeiten > Section: Praktische Arbeit

Eine Liste mit Tutorials zu verschiedenen Programmieraufgaben

Allgemeine Programmiertutorials

Autor/Anbieter | Schriftlich | Video | Interaktiv
Codecademy (alle gängigen Programmiersprachen) |  |  | https://www.codecademy.com/
Khan Academy (HTML, CSS, SQL, JS) |  |  | https://de.khanacademy.org/
Coursera (verschiedene Programmierkenntnisse) |  |  | https://www.coursera.org/browse/computer-science
Coding Dojo |  |  | https://algorithm.codingdojo.com/
MOOC |  |  | https://www.mooc.org/
Datacamp (Python, R, Data Science) |  |  | https://www.datacamp.com/community/tutorials/python-numpy-tutorial

Python

Autor/Anbieter | Schriftlich | Video | Interaktiv
Das Python-Tutorial | https://py-tutorial-de.readthedocs.io/de/python-3.3/ |  |
Python-Kurs | https://www.python-kurs.eu/python3_kurs.php |  |
W3C | https://www.w3schools.com/python/ |  | https://www.w3schools.com/python/
Tutorialspoint | https://www.tutorialspoint.com/python/index.htm |  | https://www.tutorialspoint.com/python/index.htm
Learn Python |  |  | https://www.learnpython.org/
Python lernen | https://www.python-lernen.de/ |  |
Guido van Rossumand the Python development team | https://bugs.python.org/file47781/Tutorial_EDIT.pdf |  |
Michael Markert et al | https://readthedocs.org/projects/py-tutorial-de/downloads/pdf/python-3.3/ |  |
Bernhard Grotz | https://www.grund-wissen.de/informatik/python/_downloads/grundkurs-python3.pdf |  |
CS Dojo |  | https://www.youtube.com/watch?v=Z1Yd7upQsXY (Teil 1 einer Serie, ca. 25 Minuten) |
freeCodeCamp.org |  | https://www.youtube.com/watch?v=rfscVS0vtbw (Kompletter Python-Kurs, ca. 4,5 Stunden) |
edureka! |  | https://www.youtube.com/watch?v=WGJJIrtnfpk (Kompletter Python-Kurs, ca. 12 Stunden) |

Scikit-Learn

Autor/Anbieter | Schriftlich | Video | Interaktiv
Scikit-Learn | https://scikit-learn.org/stable/tutorial/index.html |  |
RIP Tutorial | https://riptutorial.com/de/scikit-learn |  |
Tutorialspoint | https://www.tutorialspoint.com/scikit_learn/index.htm |  |
t3n (sehr rudimentär) | https://t3n.de/news/crash-kurs-python-machine-879300/ |  |

Tensorflow

Autor/Anbieter | Schriftlich | Video | Interaktiv
Tutorialspoint | https://www.tutorialspoint.com/tensorflow/index.htm |  |
Tensorflow | https://www.tensorflow.org/tutorials/quickstart/beginner |  | https://www.tensorflow.org/tutorials/quickstart/beginner (Kann mit Colabs geöffnet werden)
Data Science Blog | https://data-science-blog.com/blog/2018/10/09/ii-einfuhrung-in-tensorflow-grundverstandnis-fur-tensorflow/ |  |
Pythonprogramming | https://pythonprogramming.net/tensorflow-introduction-machine-learning-tutorial/ | https://pythonprogramming.net/tensorflow-introduction-machine-learning-tutorial/ (Zusätzlich zum Text, ca. 15 Minuten) |
Simplilearn | https://www.simplilearn.com/tutorials/deep-learning-tutorial/tensorflow | https://www.simplilearn.com/tutorials/deep-learning-tutorial/tensorflow (Zusätzlich zum Text, ca. 1 Stunde) | Tutorial im Text verlinkt
freeCodeCamp.org |  | https://www.youtube.com/watch?v=tPYj3fFJGjk (Kompletter Kurs, ca. 7 Stunden) |

PyTorch

Autor/Anbieter | Schriftlich | Video | Interaktiv
Tutorialspoint | https://www.tutorialspoint.com/pytorch/index.htm |  |
PyTorch | https://pytorch.org/tutorials/beginner/pytorch_with_examples.html |  |
towards data science | https://towardsdatascience.com/understanding-pytorch-with-an-example-a-step-by-step-tutorial-81fc5f8c4e8e |  |
Machine Learning Mastery | https://machinelearningmastery.com/pytorch-tutorial-develop-deep-learning-models/ |  |
Adventures Machine Laerning | https://adventuresinmachinelearning.com/pytorch-tutorial-deep-learning/ |  |
SuperDataScience (Installationsanleitung für Windows) | https://www.superdatascience.com/blogs/pytorch-windows-installation-walkthrough |  |

Numpy

Autor/Anbieter | Schriftlich | Video | Interaktiv
Numpy | https://numpy.org/devdocs/user/quickstart.html |  |
Python-Kurs | https://www.python-kurs.eu/numpy.php |  |
CS231n | https://cs231n.github.io/python-numpy-tutorial/ |  | GitHub-Seite verlinkt
Tutorialspoint | https://www.tutorialspoint.com/numpy/index.htm |  |
W3C | https://www.w3schools.com/python/numpy_intro.asp |  |
Datacamp |  |  | https://www.datacamp.com/community/tutorials/python-numpy-tutorial
Stéfan van der Walt | https://mentat.za.net/numpy/numpy_advanced_slides/ (Folien zum Klicken) |  |
M. Scott Shell | https://sites.engineering.ucsb.edu/~shell/che210d/numpy.pdf |  |
Nicolas P. Rougier | https://github.com/rougier/numpy-tutorial |  | Code dabei
Keith Galli |  | https://www.youtube.com/watch?v=GB9ByFAIAH4 (Komplettes Tutorial, ca. 1 Stunde) |
edureka! |  | https://www.youtube.com/watch?v=8JfDAm9y_7s (ca. 35 Minuten) |
Derek Banas |  | https://www.youtube.com/watch?v=8Y0qQEh7dJg (ca. 1 Stunde) |

Machine Learning

Autor/Anbieter | Schriftlich | Video | Interaktiv
Google |  |  | https://developers.google.com/machine-learning/crash-course/
Great Learning |  | https://www.youtube.com/watch?v=RnFGwxJwx-0 (ca. 10,5 Stunden) |
Tech with Tim |  | https://www.youtube.com/watch?v=ujTCoH21GlA (Video 1 einer Serie, ca. 11 Minuten) |
Programming with Mosh |  | https://www.youtube.com/watch?v=7eh4d6sabA0 (ca. 50 Minuten) |

MySQL

Autor/Anbieter | Schriftlich | Video | Interaktiv
Programming with Mosh |  | https://www.youtube.com/watch?v=7S_tz1z_5bA (ca. 3 Stunden) |

NLP

Autor/Anbieter | Schriftlich | Video | Interaktiv
Stanford | https://nlp.stanford.edu/fsnlp/ |  |
RSREETech - NLP/AI/ML simplified |  | https://www.youtube.com/watch?v=MsL79ZIqWpg (Text Classification with CNNs, ca. 30 Minuten) |
RSREETech - NLP/AI/ML simplified |  | https://www.youtube.com/watch?v=rJGFdl1zbtY (Text Classification with NNs, ca. 30 Minuten) |
RSREETech - NLP/AI/ML simplified |  | https://www.youtube.com/watch?v=9EFvyW2dKNU (Text Classification using spaCy, ca. 20 Minuten) |
Weights & Biases |  | https://www.youtube.com/watch?v=8YsZXTpFRO0 (Text Classification with CNNs, ca. 15 Minuten) |

Neural Networks

Autor/Anbieter | Schriftlich | Video | Interaktiv
Tutorialspoint | https://www.tutorialspoint.com/pytorch/pytorch_recursive_neural_networks.htm |  |
Simplilearn
https://www.simplilearn.com/tutorials/deep-learning-tutorial/rnn?source=sl_frs_nav_playlist_video_clicked
https://www.simplilearn.com/tutorials/deep-learning-tutorial/rnn?source=sl_frs_nav_playlist_video_clicked

(Zusätzlich zum Text, ca. 1 Stunde)

https://www.youtube.com/watch?v=lWkFhVq9-nc

(RNN + LSTM,

ca. 1 Stunde)
sentdex |  | https://www.youtube.com/watch?v=Wo5dMEP_BbI (Video 1 einer Reihe, ca. 15 Minuten) |
3Blue1Brown |  | https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi (Video 1 einer Reihe, ca. 20 Minuten) |
The Semicolon |  | https://www.youtube.com/watch?v=iMIWee_PXl8 (RNN + LSTM, ca. 10 Minuten) |

Programmier-Apps

SoloLearn (diverse Programmiersprachen)

https://www.sololearn.com/