awesome-basics
Digitaler Ressourcen-Pool für Informatik/KI
https://github.com/cyberlytics/awesome-basics
Last synced: 7 days ago
JSON representation
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Kinder und Jugendliche
- Vereine, Stiftungen und Projekte zur MINT-Förderung
- Förderung im MINT-Bereich
- ZDF goes Schule - schule.de/), [Lehrer Schmidt](https://www.youtube.com/@lehrerschmidt) (u.a. Mathe), [schoolseasy](https://www.youtube.com/@schoolseasy), [Die Merkhilfe](https://www.youtube.com/@diemerkhilfe), [Sommers Weltliteratur](https://www.youtube.com/@SommersWeltliteraturToGo), [Simple Club Geschichte](https://www.youtube.com/@simpleclub_geschichte), [Kurzgesagt](https://www.youtube.com/user/KurzgesagtDE), [StudyFlix](https://www.youtube.com/@studyflix)
- Quarks - Gesellschaft](https://www.youtube.com/@leibniz-gemeinschaft), [Max-Planck-Gesellschaft](www.youtube.com/user/MaxPlanckSociety/), [Helmholtz Gemeinschaft](https://www.youtube.com/user/HelmholtzTV), [Spektrum der Wissenschaft](www.youtube.com/@spektrumverlag/)
- Arduino - roberta.org/))
- Bildungsmonitor - studie/) (zzgl. dt. [DESI](https://www.dipf.de/de/forschung/projektarchiv/deutsch-englisch-schuelerleistungen-international)), [PIAAC](https://www.gesis.org/piaac/piaac-home), [TIMSS](https://timss.bc.edu/timss-landing.html), [PIRLS/IGLU](https://www.kmk.org/themen/qualitaetssicherung-in-schulen/bildungsmonitoring/internationale-schulleistungsvergleiche/pirlsiglu.html)) (zzgl. weitere: [Hattie](http://d-nb.info/1058566075), …)
- Posner
- Prof. Gopnik
- Bias
- Posner
- Regenbogen-Schmetterling - Mini-Loet-und-Programmierbausatz-fuer-Jugendliche-und-Neugierige/blink23156.4), uvm.
- Microsoft zu Windows und Office - Herstellern](https://www.datenschutzexperte.de/blog/datenschutz-im-unternehmen/browser-datenschutz-welcher-browser-schuetzt-ihre-daten/) und aller [BigTech-Unternehmen](https://techcrunch.com/2024/08/10/the-10-largest-gdpr-fines-on-big-tech/), was im Kontext Kinder/Schulen ins Problembewusstein treten sollte
- Datenschutz leicht erklärt
- ZDF goes Schule - schule.de/), [Lehrer Schmidt](https://www.youtube.com/@lehrerschmidt) (u.a. Mathe), [schoolseasy](https://www.youtube.com/@schoolseasy), [Die Merkhilfe](https://www.youtube.com/@diemerkhilfe), [Sommers Weltliteratur](https://www.youtube.com/@SommersWeltliteraturToGo), [Simple Club Geschichte](https://www.youtube.com/@simpleclub_geschichte), [Kurzgesagt](https://www.youtube.com/user/KurzgesagtDE), [StudyFlix](https://www.youtube.com/@studyflix)
- Checker Welt - schule.de/), [Lehrer Schmidt](https://www.youtube.com/@lehrerschmidt) (u.a. Mathe), [schoolseasy](https://www.youtube.com/@schoolseasy), [Die Merkhilfe](https://www.youtube.com/@diemerkhilfe), [Sommers Weltliteratur](https://www.youtube.com/@SommersWeltliteraturToGo), [Simple Club Geschichte](https://www.youtube.com/@simpleclub_geschichte), [Kurzgesagt](https://www.youtube.com/user/KurzgesagtDE), [StudyFlix](https://www.youtube.com/@studyflix)
- **AI 101** for Teachers
- Konfabulation
- Sycophancy
- AI slop
- Enshitification
- Jugend und Medien - und-radikalisierung) (Hate Speech, Sexismus, Rassismus, Diskriminierung, …)
- Medienführerschein Bayern - plus/medienfuehrerschein-werkstaetten)** ⭐
- mebis - mit-mebis/index.html), u.a. [mebis Magazin](https://mebis.bycs.de/) sowie [digitalkompass.schule](https://mebis.bycs.de/digitalkompass/startseite)
- Faktenfuchs
- Fakefinder Kids
- Medienführerschein Werkstätten - -66f1fed9e09b25eb436a6eb49a29d158.pdf), [klicksafe](https://www.klicksafe.de/materialien)
- Lehrer Schmidt
- Telekolleg
- kolleg24 - Sortiment](https://www.ardalpha.de/lernen/telekolleg/service/begleitmaterial/index.html)) von BR/ARD (vormals: [Telekolleg](https://www.ardalpha.de/lernen/telekolleg/index.html))
- Bayernportal
- superrr
- Frauen verbinden
- LeanIn
- Women in Tech
- Women in Tech - regensburg.de/) (WiDS) Regensburg
- LizzyNet
- PINK - women-dating-chat-app/id1485018886))
- Bumble
- Tea
- Golightly
- SKR Frauenreisen - frauenreisen.de/), [Frauenreisen Weltweit](https://frauenreisen-weltweit.com/), …
- Contributor Covenant (DE) - berlin.de/fachbereich/frauen/Service/code-of-conduct_bcp/index.html)
- Contributor Covenant - digital-health-innovation-forum/code-of-conduct/), [superrr](https://superrr.net/de/code-of-conduct), [Women in GovTech](https://govstack.global/code-of-conduct-for-women-in-govtech-challenge-2025/)
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Kultur
-
Deutsche High-Tech Unternehmen (Informtik/KI)
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-
Master-Level
-
Master Informatik/KI
- ETH Zürich **Processing in Memory**
- Performance-Aware Programming
- Optimizing software in C++
- Writing High-Performance .NET Code
- Writing High-Performance C# and .NET Code
- High Performance Python
- The Rust Performance Book
- Profiler
- Liste von Lehrplänen für das Advanced Level
- Architektur-Spicker
- Enterprise Integration Patterns
- Clean Architecture
- Langlebige Software-Architekturen
- Domain-Driven Design
- Implementing Domain-Driven Design
- Patterns of Enterprise Application Architecture
- Working Effectively with Legacy Code
- UML@Work - wissenschaftlichen Perspektive; etwas älter aber weitestgehend zeitlos
- Generative Programming - System-Familien
- arc42
- V-Modell XT
- Quasar
- Capgemini **IAF**
- Zachman Framework
- **Applying UML and Patterns**: An Introduction to Object-Oriented Analysis and Design and Iterative Development
- **CMMI** Maturity Levels
- **TOGAF**®
- Spezifikation
- Agile Modeling
- Software-Pioniere
- Eberhard Wolff - architektur.tv](https://software-architektur.tv/chronologisch.html)** | [Carola Lilienthal](https://www.youtube.com/results?search_query=Carola+Lilienthal) (WPS) | [Gernot Starke](https://www.youtube.com/results?search_query=gernot+starke) (INNOQ) | [Stefan Zörner](https://www.youtube.com/results?search_query=stefan+z%C3%B6rner) (embarc)
- How They **Test** - Test**](https://github.com/aliesbelik/how-they-load), [How They **DevOps**](https://github.com/bregman-arie/howtheydevops), [How They **SRE**](https://github.com/upgundecha/howtheysre), [How They **AWS**](https://github.com/upgundecha/howtheyaws), [How They Automate on **Mobile**](https://github.com/testableapple/how-they-automate-on-mobile)
- Awesome Software Architecture - architect) + [System Design Roadmap](https://roadmap.sh/system-design) + [Software Design and Architecture](https://roadmap.sh/software-design-architecture)
- **Test-Driven Development**: By Example
- Syllabus der ISTQB Model-based Tester
- Automatisierte Architekturprüfungen mit **ArchUnit** – Praxiswissen
- guru99 **JMeter** Tutorial for Beginners
- Docker **TestContainers** in Java Tests
- **Moto** für Mocks zu AWS-Diensten
- **Agile Engineering Fluency** – Stages of Practice Map
- Flight Levels – Operationalisierung der Unternehmensstrategie durch Darstellung der Zusammenhänge
- **PMBOK**® Guide
- PMP Exam Prep
- IAPM **International** Project Management Guide 2.0
- Basiswissen Requirements Engineering
- **BABOK**© Guide
- User Stories Applied
- User Story Mapping
- What Is IEC 61508?
- The Safety Critical Systems Handbook
- Requirements Tracibility
- Security Engineering: A Guide to Building Dependable Distributed Systems
- Hacker101 - security/all-materials/detailed)
- Hack the Box - pentesting-1,216/), [Mr. Robot](https://www.vulnhub.com/entry/mr-robot-1,151/), [Quaoar](https://www.vulnhub.com/entry/hackfest2016-quaoar,180/), [The Necromancer](https://www.vulnhub.com/entry/the-necromancer-1,154/), [The Wall](https://www.vulnhub.com/entry/the-wall-1,130/))
- **0xdf** hacks stuff - with-Github/Awesome-Hacking)**
- SOCRadar **Top-10** - hacker-search-engines) sowie Google Dorking via [**Google** Hacking Database](https://www.exploit-db.com/google-hacking-database)
- Bekannte Bücher - Shirt Book](https://en.wikipedia.org/wiki/Peter_Norton), [The Devil Book](https://archive.org/details/designimplementa0000unse) (sowie das Dragon Book über Compilerbau, das aber nur mit Programmierfähigkeiten i. Allg. assoziiert ist)
- Awesome InfoSec - pentest)
- Awesome Sec Talks
- Cybrary
- TraceBoK
- Entity-Attribute-Value
- A generalized relational schema for an integrated clinical patient database
- Organization of heterogeneous scientific data using the **EAV/CR** representation
- Anchor Modeling
- Anchor Modeling - An Agile Modeling Technique Using the Sixth Normal Form for Structurally and Temporally Evolving Data - content/uploads/2010/08/SU_KTH_Course_Presentation.pdf)) von Regardt & Rönnbäck
- Modern SQL - tutorial/intro-to-advanced-sql/)
- **Assertions** und **Triggers**
- **EXPLAIN** …;
- Architecture of a Database System
- Datenbanksysteme: Konzepte und Techniken der Implementierung
- Database Systems: The Complete Book - Molina, Ullman & Widom
- Hasso Plattner **In-Memory Data Management**
- Dynamic programming strikes back - 2015.de/res/proceedings/Hauptband/Wiss/Neumann-Unnesting_Arbitrary_Querie.pdf) (2025) von Th. Neumann & Kemper
- Fast Serializable **Multi-Version Concurrency Control** for Main-Memory Database Systems
- The **Adaptive Radix Tree**: ARTful Indexing for Main-Memory Databases
- Efficient Processing of **Window Functions** in Analytical SQL Queries
- Netflix
- Chat application
- Google Calendar
- Google Sheets
- Autocomplete (= Typeahead)
- Data Table
- Poll widget
- Notion
- CodeSandbox
- Excalidraw/Figma/Draw.io
- Web Accessibility Initiative
- Micro Frontends - frondends.org](https://micro-frontends.org/)** | [Awesome Micro-Frontends](https://github.com/rajasegar/awesome-micro-frontends) | [Awesome Micro-Frontend](https://awesome-architecture.com/micro-frontend/)
- Architektur-Portraits - portraet-visual-studio-code/), [Spring Framework](https://www.embarc.de/architektur-portraet-spring-framework/), [Corona-Warn-App](https://www.embarc.de/architektur-portraet-corona-warn-app/), [Go-Lang](https://www.embarc.de/architektur-portraet-golang/), [Neo4j](https://www.embarc.de/architektur-portraet-neo4j/), [Der statische Website-Generator Hugo](https://www.embarc.de/architektur-portraet-hugo/), [Threema](https://www.embarc.de/architektur-portraet-threema/), [Apache Maven](https://www.embarc.de/architektur-portraet-maven/), [Prometheus](https://www.embarc.de/architektur-portraet-prometheus/), [AWS Lambda](https://www.embarc.de/architektur-portraet-lambda/)
- Teil1 - architektur-blogserie-teil-2-microservices/), [Teil3](https://www.embarc.de/netflix-architektur-blogserie-teil-3-netflix-open-source-services-oss/) (2015) von Stefan Toth (Stefan Zörner dazu: "Die klassische Netflix-Architektur ist für Microservices sowas wie der Kölner Dom für die Gotik. Schon schlüssig, dass Studierende sich das anschauen wollen.")
- The eBay Architecture: Striking a Balance between Site Stability, Feature Velocity, Performance, and Cost - replatform-open-source/) (2018) von Daniel Bryant
- Raffi Krikorian - musk-and-twitters-system-design-8bc2a97680e6) (2022)
- Donne Maritin - is-the-software-architecture-of-twitter)
- **BPMN Meets DMN**: Business Process and Decision Modeling
- BPMN 2.0
- **Praxishandbuch BPMN**: Mit Einführung in **DMN**
- **Ontologien** in der Softwaretechnik
- Protégé: **Pizzas in 10 Minutes**
- **Ontology Development 101**: A Guide to Creating Your First Ontology
- **Protégé OWL Tutorial** (überarbeitet von Michael Debellis für Protégé 5) - Tutorial hinaus!
- [Original von Matthew Horridge aber nur zu Protégé 4
- Manchester Family History **Advanced OWL Tutorial**
- Knowledge Graphs
- Semantic Web **Cheat Sheet**
- Schema.org - knowledge.org/graph/) | [SparQL on **YAGO**](http://www.yago-knowledge.org/sparql) | [SparQL on **Wikidata**](https://query.wikidata.org/) | [SparQL on **DBpedia**](https://dbpedia.org/sparql) | [**prefix**.cc](https://prefix.cc/)
- Semantic Web
- **Semantic Web for the Working Ontologist**: Effective Modeling for Linked Data, RDFS, and OWL
- **Semantische Technologien**: Grundlagen. Konzepte. Anwendungen.
- **Knowledge Graphs**: Methodology, Tools and Selected Use Cases
- Handbook of **Knowledge Representation**
- Linked Data A Geographic Perspective
- Geospatial Semantics and the Semantic Web: Foundations, Algorithms, and Applications
- Geospatial Semantic Web
- YAGO
- **Google** knowledge graph - product-graphs-automatically), etc.
- golden.com
- Notable People
- **Graph Databases For Dummies**, Neo4j Special Edition
- RDF Triple Stores vs. **Labeled Property Graphs**: What’s the Difference?
- Advanced Cyber Security
- Threat Modeling **Manifesto** - community/Threat_Modeling_Process) | Threat Identification: **[STRIDE](https://www.softwaresecured.com/stride-threat-modeling/)** | Risk Assessment: **[DREAD](https://owasp.org/www-community/Threat_Modeling_Process#subjective-model-dread)**
- **Payloads** All The Things
- Common Attack Pattern Enumerations and Classifications (**CAPEC**)
- The Art, Science, and Engineering of **Fuzzing**: A Survey - intelligence.com/what-is-fuzz-testing) | [Awesome Fuzzing](https://github.com/cpuu/awesome-fuzzing)
- **Hacking** Techniques and Intrusion Detection
- **CISSP** Study Resources
- Über die Rolle der NSA
- Building a Secure Computer System
- **Cybersecurity for Executives** in the Age of Cloud
- **Best Practices** for Security, Identity, & Compliance - Architected Framework: **Security Pillar**](https://docs.aws.amazon.com/wellarchitected/latest/security-pillar/welcome.html)
- Amazon **EKS Best Practices** Guide for Security
- AWS **Security Maturity** Roadmap
- The State of **AWS Security**: A Look Into Real-World AWS Environments - World AWS Environments](https://www.youtube.com/watch?v=HUJXJoPI6TQ)
- **Riskiest** Cloud Native AWS **Configurations**
- Hacking **Mobile Devices** - mobile-security)
- **OWASP** Top 10 for **Large Language Model Applications**
- Privacy-preserving Machine Learning - privacy-awesomeness.html) | [Awesome Privacy-Preserving Machine Learning](https://github.com/innovation-cat/awesome-privacy-preserving-machine-learning) | [Awesome Differentlia Privacy #1](https://github.com/menisadi/awesome-differential-privacy) | [Awesome Differentlia Privacy #2](https://github.com/Billy1900/Awesome-Differential-Privacy)
- **Postmortem** Culture
- Catalog of **AWS Customer Security Incidents**
- Learning from a Security Incident: A **Post-Mortem Checklist**
- 7 Infamous **Cloud Security Breaches**
- Buying Security
- Awesome Security Hardening
- Nicht so unveränderlich, dezentral und unantastbar-ggb-staatlichem-Eingriff wie man meint
- Parallelverarbeitug
- Communicating Sequential Processes
- Actor Model
- **POSA2**: Patterns for Concurrent and Networked Objects
-
Programming Languages
Categories
Bachelor-Level
793
Master-Level
396
Vor einer PhD-Phase
115
Kinder und Jugendliche
108
Vor einer wiss. Abschlussarbeit (Informatik/KI)
108
Vor einer Post-Doc-Phase oder Professur
92
Informatik-Nachrichten
35
Forschungsdatenmanagement
33
U-Literatur
30
Vor Eintritt in ein Bachelorstudium
28
Für Kinder und Jugendliche
23
Vor Eintritt in ein **Informatik**\- oder **KI**\-Studium
21
Humor
18
State Actors
17
Vor Eintritt in ein Informatik- oder KI-Studium
16
Job-Interview Training
11
China-Aufenthalt
8
Kultur
6
Appendix: Course Recommendations & Repos
6
Footer
4
Filme und TV-Serien
4
MINT
3
Öffentlichkeitsarbeit
1
Sub Categories
M.Sc.: Bonusliste
330
Bachelor Informatik/KI
320
B.Sc.: Big Data and Cloud Computing for AI
300
Master Informatik/KI
248
B.Sc.: Bonusliste
199
Handwerkszeug: Schreiben
72
Deutsche High-Tech Unternehmen (Informtik/KI)
66
Post-Doc-Bonusliste
50
M.Sc.: Big Data and Cloud Computing for AI
41
Handwerkszeug: Getting S#\*t Done
20
Orientierung
17
Handwerkszeug: Getting Sh\*t Done
16
Web-Terminologie
7
Gymnasialer Informatik- und KI-Stoff
6
Schulischer Informatik- und KI-Stoff
5
Fundament
4
Regionale Gruppen
3
Handwerkszeug
2
Informatik-Podcasts
2
Wissenschaftliche Mailinglisten
2
Backers
2
License
2
Keywords
awesome-list
26
awesome
25
list
8
programming
6
free
6
machine-learning
6
security
5
computer-science
4
students
4
resources
3
infosec
3
data-structures
3
engineering
3
ai
3
deep-learning
3
data-visualization
3
artificial-intelligence
3
best-practices
3
tools
3
data-science
3
data-mining
3
tutorial
3
pentest
2
algorithm
2
papers
2
tree
2
graph
2
kubernetes
2
java
2
software-engineering
2
devops
2
software-testing
2
prompt
2
visualization
2
graphics-programming
2
hacking
2
python
2
big-data
2
tor
2
science
2
text-to-image
2
penetration-testing
2
darknet
2
distributed-systems
2
llm
2
javascript
2
generative-art
2
open-source
2
outlier-detection
2
paper
2