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In this node lies notes relating to theoretical concepts tying with maths and/or computer science. I will need to find a way to categorise different notes, but it's a wip.
# Microlise:
## ESS
- [ESS](id:abe43fdc-e90d-4c2c-9320-cc7929f0c99a)
- [SEB Search Improvement — Couchbase Caching](id:0b6e7dc0-1171-4dc4-982e-a5d95765e09c)
## AI Training:
- [Data Camp AI Training](id:ceeb2ad1-b091-49d8-8cd6-752f28a6fd86)
# Mathematical Concepts
Part of being a software engineer is having a good grasp of mathematical concepts. Here are some notes on various mathematical concepts that I find useful.
- [XOR](id:F32F8F09-3DEC-4FD1-8CFA-401A316E906B)
# Core Programming Concepts
- [Powershell MOC](id:360df04d-ea24-4f04-b8e1-3595f34aac4d)
- [Solid Principles](id:6820973F-613E-441A-BC1D-8FE5CD9BD6F7)
- [Big O Notation, Time and Space Complexity](id:275988a8-59d8-40c8-a8b4-47118d6eb834)
- [Design patterns](id:631b2086-4b8f-4fe3-829d-be1dc014e293) WIP
- [CI/CD Example - Sitevisits](id:2767b5ac-f2c9-4b1e-ab87-82c43cdec4c1)
- [CI/CD Summary](id:5b714c6c-7eaf-4f3f-b4f6-2166ff3a9963)
- [Software Development Methodologies](id:67ad330b-cc11-4e8e-b054-12b9da45ea60)
- [MVP and MVT](id:fdb8fa52-0c9d-4332-9f32-53bc6fee24b9)
- [Test Driven Development](id:2729599d-ae2b-4f22-b73d-bf22d81e0767)
Some core programming concepts that are essential for software development. The things I need to add here are:
# APIs
- [RESTful API](id:6a5bf6dd-d0ec-43e4-8e07-9956f4715f10)
- [API Architecture](id:49b195c8-e116-40ca-86e8-62c65dbb5a4f) (Just needs spell checks and re read)
- [API Intro Notes](id:e7f082e4-1b9f-4ebe-96d6-94d92e80a07e)
- [ASP.NET Core Web API Fundamental Notes](id:b2fd7038-42a8-4cbe-882b-92fbe2c12a11) (todo)
# Database Related
- [Database Permissions, Roles, and Accounts](id:b4858f6a-b05c-47f2-972e-905e0bb2c352)
- [SQL Joins](id:de3bef27-81c9-49d1-85bb-edceb9a80e65)
# Misc
- [Windows Services](id:faa7f193-5af6-4a2f-a73e-540f833a7fd0)
- [Dynamic Link Library (DLL)](id:e717c252-0e15-4403-898f-93163dd1b147)
# Security:
- [Cross Site Scripting (XSS)](id:01c89142-7e14-42b2-bd01-743656908fd2)
# Concepts to learn and talk about (cs and maths)
- ~~xor~~
- ~~big O notation~~
- ~~time complexity~~
- ~~space complexity~~
- data structures
- algorithms
- design patterns
- functional programming
- object-oriented programming
- relational databases vs non-relational databases
- ~~Database permissions, roles and accounts~~
- networking basics
- operating systems fundamentals
- concurrency and parallelism
- software development methodologies (Agile, Scrum, etc.)
- version control systems (Git, etc.)
- testing methodologies (unit testing, integration testing, etc.)
- security best practices
- cloud computing basics
- containerization (Docker, Kubernetes, etc.)
- DevOps practices
- ~~CI/CD pipelines~~
- microservices architecture
- API design and development
- ~~restful apis~~
- web development fundamentals (HTML, CSS, JavaScript)
- mobile app development basics
- machine learning basics
- data science fundamentals
- big data concepts
- blockchain basics
- cryptography fundamentals
- user experience (UX) design principles
- software architecture patterns (MVC, MVVM, etc.)
- debugging techniques
- performance optimization strategies
- software documentation best practices
- ethical considerations in software development
- emerging technologies in software development
- career development in software engineering
- soft skills for software engineers (communication, teamwork, etc.)
- project management basics for software projects
- open source contribution best practices
- remote work best practices for software engineers
- continuous learning strategies for software engineers
- data types
- bytes and bits
- number systems (binary, decimal, hexadecimal)
- logic gates
- set theory
- graph theory
- combinatorics
- probability theory
- statistics
- linear algebra
- calculus
- discrete mathematics
- compilers
- interpreters
- automata theory
- formal languages
- Turing machines
- computability theory
- MVPs and MVTs