Master-Level

• Master Informatik/KI

  • 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
  • Concurrency Is Not Parallelism
  • Concurrency in C# Cookbook
  • Awesome Concurrency
  • Stanford CS149, Parallel Computing
  • Amdahl's Law
  • Introduction to **Parallel Computing Tutorial**
  • Applications of Parallel Computers
  • Awesome Parallel Computing Resources
  • GPU architecture and CUDA Programming
  • Programming Massively Parallel Processors: A Hands-on Approach
  • GPU Work Graphs
  • Async and Await - is-no-thread.html)**, **[Don't Block on Async Code](http://blog.stephencleary.com/2012/07/dont-block-on-async-code.html)** sowie sein obiges Buch | CodinGame [Your **Ultimate** async / await **Tutorial** in C#](https://www.codingame.com/playgrounds/4240/your-ultimate-async-await-tutorial-in-c/introduction)
  • Asynchronous Programming in JavaScript for Beginners
  • Awesome (**Python**) asyncio - swift-async-await) |
  • Distributed systems for fun and profit
  • **5 Challenges** in Building Distributed Systems - Technical Readers)
  • **8 Fallacies** of Distributed Computing
  • MVCC
  • RAFT
  • Rich Hickey
  • Catalog of Patterns of Distributed Systems
  • Mind Your State for Your State of Mind
  • Awesome Distributed Systems
  • Awesome GPU - CUDA) | [Awesome WebGPU](https://github.com/mikbry/awesome-webgpu)
  • The System Design Primer - Shortener, Twitter or Facebook timeline and search, Web Crawler, Mint.com, data structures for a social network, key-value store for a search engine, Amazon sales ranking
  • ByteByteGo System Design Interview - value Store, URL-Shortener, Web Crawler, News Feed System, Chat System, YouTube, Hotel Reservation System, Real-time Gaming Leaderboard
  • Documenting Architecture Decisions
  • ADR GitHub Org - Tooling](https://adr.github.io/adr-tooling/))
  • ADR-Template Sammlung - Templates](https://adr.github.io/adr-templates/) von ADR.github.org
  • Automatisierte Architekturprüfungen mit **ArchUnit** – Praxiswissen
  • Manchester Family History **Advanced OWL Tutorial**
  • **Riskiest** Cloud Native AWS **Configurations**
  • **8 Fallacies** of Distributed Computing

• M.Sc.: Big Data and Cloud Computing for AI

  • Enabling Fast **Differentially Private** SGD via Just-in-Time Compilation and Vectorization
  • Awesome GDPR - privacy)
  • **Big Data** Disclaimer
  • Data Mesh - mesh-principles.html)
  • BEAM✲
  • Einordnung - Data-Warehouse-Design-Sampler.pdf) aus dem Buch
  • Handbook of Big Data Technologies
  • Mining of Massive Datasets (**MMDS**)
  • Kafka by Example - docs-stable/)** » Learn Flink: Hands-on Training | **[Kafka vs. RabbitMQ](https://www.upsolver.com/blog/kafka-versus-rabbitmq-architecture-performance-use-case)**
  • How to beat the CAP theorem
  • Questioning the Lambda Architecture
  • Awesome **Log Analysis**
  • A Drill-Down Into Exasol
  • The Snowflake Elastic Data Warehouse - spent-another-6-hours-understanding-the-design-principles-of-snowflake-heres-what-i-found-dea9fd74ae96) (2024) von Vu Trinh
  • Embedded Analytics
  • Kubernetes **Learning Roadmap**
  • Certified Kubernetes Administrator Study Guide
  • **Martin Fowler** über Serverless
  • The Scale to Zero Problem - to-zero-with-kubernetes)
  • Parse
  • Container Security - to-improve-your-docker-containers-security-cheat-sheet/)** | **[Best practices for managing and storing secrets](https://blog.gitguardian.com/secrets-api-management/)** | **[Kubernetes Hardening Tutorial](https://blog.gitguardian.com/kubernetes-tutorial-part-1-pods/)**
  • Awesome **Cloud Native Tutorials**
  • **BlockChain Developer** Roadmap
  • Polkadot Whitepaper
  • Dev-Doku
  • Awesome Blockchain
  • SAE J3016 Levels of Driving Automation
  • tensorflow.org Tutorials
  • Understanding **Large Language Models** – A Transformative Reading List
  • Awesome **Machine-Learning Tutorials** - production-machine-learning) | [My Self-Created **Artificial Intelligence Masters Degree**](https://hackernoon.com/my-self-created-ai-masters-degree-ddc7aae92d0e?source=linkShare-dbc019e228f5-1513738324) | [Awesome AI Awesomeness](https://github.com/amusi/awesome-ai-awesomeness)
  • Learn Spark from Experts - spark-python#gs.fMIIqxM)** | datacamp [Getting Started with **Pyspark**](https://www.datacamp.com/tutorial/pyspark-tutorial-getting-started-with-pyspark#gs.fMIIqxM)
  • R for Data Science
  • Awesome **Data Science #1** - datascience.html)

• M.Sc.: Bonusliste

  • Die Organisation des Wissens
  • dt. Liste - Z](https://www.anti-bias.eu/wissen/biases-von-a-z/)
  • Kognitive Dissonanz - brain/paradox-of-human-expertise-why-experts-get-it-wrong/D7D9DCD8E0074ACA9C66B2C044177A74), [Dunning-Kruger-Effekt](https://de.wikipedia.org/wiki/Dunning-Kruger-Effekt), [Brandolinis Gesetz](https://de.wikipedia.org/wiki/Brandolinis_Gesetz)
  • Widerlegen, aber richtig
  • Programs, life cycles, and laws of **software evolution** - classification](https://www.expressionsofchange.org/lehman-spe-classification/)**
  • **BPR implementation process**: an analysis of key success and failure factors
  • Six Sigma - defectives-six-sigma/)
  • Distracting software engineers is much more harmful than you think
  • Mit der **5-Satz-Technik** zur perfekten Rede
  • **Presentation Zen**: Simple Ideas on Presentation Design and Delivery
  • Die 10 Besten Tricks von Steve Jobs
  • slide:ology
  • Takahashi - Methode / [Lessig](https://presentationzen.blogs.com/presentationzen/2005/10/the_lessig_meth.html)-Methode
  • Pecha Kucha
  • Einführung in die **Systemtheorie**
  • Zurück an die Arbeit
  • Wir führen anders!
  • Befreiende Impulse für Manager
  • Holocrazy
  • The Practice of Management
  • Club of Rome
  • New Work
  • Eine kompakte Einführung in die Systemtheorie
  • Wie C-Level Funktionen Dein Führungsteam zerstören können
  • Was ist eine gute Strategie?
  • Glaubenssätze in traditionellen Unternehmen
  • Welches Spiel spielt Dich?
  • Wie lassen sich Organisationen wirksam irritieren?
  • Beliebte Denkfehler und -fallen
  • Wie diese Unternehmen die individuellen Zielvereinbarungen abgeschafft haben
  • Welche Rolle spielt HR in der neuen Arbeitswelt?
  • 5 Anzeichen, dass Eure Mitarbeiter doch noch motiviert sind
  • Die Ämterfalle: Wie Du Talente verheizt
  • Warum eine Führungskraft kein Coach sein kann
  • Der Talent-Irrtum
  • Magische Emergenz
  • Work early, Hire late, Fire slow
  • Wie ich mich in der Generation Y getäuscht habe
  • Mein perfekter Chef (den ich nie hatte)
  • Immer gegen die Wand gelaufen
  • Meeting-Wahnsinn: Wieso die üblichen Tipps nichts bringen
  • Die 6 Phasen zur Führungsmeisterschaft
  • Möge die Macht mit euch sein
  • Chris Croft
  • **Objectives & Key Results (OKR)**: Das agile Betriebssystem für moderne Organisationen
  • Die größten Fake News Rund um OKR
  • i-nexus **Hoshin Kanri** Guide
  • **SWOT**-Analyse
  • 1979 internal presentation at IBM
  • The **engineering KPIs** that actually matter
  • Sunk-Cost fallacy
  • Base-Rate Fallacy
  • Planning Fallacy
  • Escalation of Commitment
  • Asymmetrically Dominated Choice
  • Loss Aversion
  • Decoy Effect
  • 10 Tipps zur wirksamen Transformation im Mittelstand
  • 3 konkrete Ideen um mit einem unlösbaren Problem umzugehen
  • Der schädliche Zielreflex
  • Wieso wirksame Veränderung auf Appelle verzichtet
  • Verkündet Entscheidungen, keine Vorhaben
  • Wie man ein Unternehmen erfolgreich verändert
  • Mit meinen Leuten geht das nicht
  • David Kelley
  • Awesome Design Thinking
  • The Man Who Killed Google Search
  • A Shattered Dream - rs
  • Koalitionstracker
  • Regierungsmonitor
  • Premature Generalization
  • Featuritis
  • a vast majority of people chose to augment rather than remove
  • Art of Subtraction
  • ISO 8602 - Time Dokumentation](https://www.joda.org/joda-time/index.html); Video [Leap Seconds](https://www.youtube.com/watch?v=1E5GKh1OUoY); Timescales/[TAI-UT1](https://stjarnhimlen.se/comp/time.html))
  • Unicode Lernmaterialien - Einstiegsartikel](https://www.joelonsoftware.com/2003/10/08/the-absolute-minimum-every-software-developer-absolutely-positively-must-know-about-unicode-and-character-sets-no-excuses/); [UTF-8 Debugging](https://www.i18nqa.com/debug/utf8-debug.html), bspw. [Double Mis-Conversion](https://www.i18nqa.com/debug/bug-double-conversion.html))
  • Awesome Falsehood - programmers-believe/)), **[Awesome CTO](https://github.com/kuchin/awesome-cto)**
  • Misquotes from **History**
  • **Fundamentals** of quantum algorithms
  • PlanQK
  • qiskit - YouTube-Channel (guter Einstieg ⭐) sowie MOOC-Kurse von Stanford: [Quantum Mechanics for Scientists and Engineers 1](https://www.edx.org/learn/quantum-physics-mechanics/stanford-university-quantum-mechanics-for-scientists-and-engineers-1) & [2](https://www.edx.org/learn/quantum-physics-mechanics/stanford-university-quantum-mechanics-for-scientists-and-engineers-2)
  • **Shor**-Algorithmus - Crypto), [**Grover**-Algorithmus](https://de.m.wikipedia.org/wiki/Grover-Algorithmus) (Suche in ungeordneten Daten) und [**weitere** Quantenalgorithmen](https://en.wikipedia.org/wiki/Quantum_algorithm)
  • Awesome **Quantum Computing** - quantum-machine-learning/)
  • A (somewhat) gentle introduction to lattice-based post-quantum cryptography
  • Post-Quantum Cryptography
  • Cryptographic Suite for Algebraic Lattices (CRYSTALS) - crystals.org/kyber/index.shtml) für secure key encapsulation mechanism (KEM) zzgl. [Dilithium](https://pq-crystals.org/dilithium/index.shtml) als digital signature scheme
  • KPI Examples by Department and Industry
  • Die Organisation des Wissens
  • Software Maintenance Costs
  • **Presentation Zen**: Simple Ideas on Presentation Design and Delivery
  • slide:ology
  • Einführung in die **Systemtheorie**
  • Zurück an die Arbeit
  • Wir führen anders!
  • Befreiende Impulse für Manager
  • Holocrazy
  • The Practice of Management
  • Die größten Fake News Rund um OKR
  • 1979 internal presentation at IBM
  • Design Thinking Playbook - thinking-where-it-came-from-and-the-type-of-people-who-made-it-all-happen-dc3a05411e53) | Artikel [How to combine **Design Thinking and Agile in practice**](https://medium.com/startup-frontier/how-to-combine-design-thinking-and-agile-in-practice-36c9fc75c6e6)
  • Art of Subtraction
  • Drucker never said „**Culture eats strategy for breakfast.**“