Unity-Guide
Unity Engine Guide
https://github.com/mikeroyal/Unity-Guide
Last synced: 4 days ago
JSON representation
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Augmented Reality (AR) & Virtual Reality (VR) Tools and Frameworks
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VS Code Extensions for Developer Productivity
- GPUImage framework - licensed iOS library that lets you apply GPU-accelerated filters and other effects to images, live camera video, and movies. In comparison to Core Image (part of iOS 5.0), GPUImage allows you to write your own custom filters, supports deployment to iOS 4.0, and has a simpler interface. However, it currently lacks some of the more advanced features of Core Image, such as facial detection.
- GPUImage3 - accelerated image and video processing on Mac and iOS. The original GPUImage framework was written in Objective-C and targeted Mac and iOS, the second iteration rewritten in Swift using OpenGL to target Mac, iOS, and Linux, and now this third generation is redesigned to use [Apple's Metal](https://developer.apple.com/metal/) in place of OpenGL.
- OpenVX™ - source, royalty-free standard for cross platform acceleration of computer vision applications. OpenVX enables performance and power-optimized computer vision processing, especially important in embedded and real-time use cases such as face, body and gesture tracking, smart video surveillance, advanced driver assistance systems (ADAS), object and scene reconstruction, augmented reality, visual inspection, robotics and more.
- openXR - performance access to Augmented Reality (AR) and Virtual Reality (VR) collectively known as XR—platforms and devices.
- Monado - start development of an open source XR ecosystem and provide the fundamental building blocks for device vendors to target the GNU/Linux platform.
- Vuforia - ranging solution suite ensures that we can provide the right AR technology to every customer based on their business needs.
- Vuforia Studio
- ARCore
- PlayStation
- SteamVR
- Steam
- OpenVR Benchmark on Steam
- OpenHMD - mounted display) devices such as Oculus Rift, HTC Vive, Sony PSVR, and others.
- Adobe Aero
- ARToolKit
- ARmedia
- Kundan
- OVR Toolkit
- ARToolKit
- Simula - 638454156)).
- OpenVR
- Libsurvive
- NVIDIA Flex - based simulation library designed for real-time applications.
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Metal Tools, Libraries, and Frameworks
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VS Code Extensions for Developer Productivity
- Cocoapods - C used in Xcode projects by specifying the dependencies for your project in a simple text file. CocoaPods then recursively resolves dependencies between libraries, fetches source code for all dependencies, and creates and maintains an Xcode workspace to build your project.
- AppCode - fixes to resolve them automatically. AppCode provides lots of code inspections for Objective-C, Swift, C/C++, and a number of code inspections for other supported languages.
- Apple Foundation Framework
- Apple Core Animation Framework
- Apple Core Graphics Framework - level, lightweight 2D rendering with unmatched output fidelity.
- Paravirtualized Graphics Framework - accelerated graphics for macOS running in a virtual machine, hereafter known as the guest. The macOS operating system provides a graphics driver that runs inside the guest, communicating with the framework in the host operating system to take advantage of Metal-accelerated graphics.
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Getting Started with Xcode
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VS Code Extensions for Developer Productivity
- Apple
- TestFlight
- SwiftUI
- UIKit - Touch and other types of input to your app, and the main run loop needed to manage interactions among the user, the system, and your app.
- AppKit
- ARKit - reality apps for iOS developed by Apple. The latest version ARKit 3.5 takes advantage of the new LiDAR Scanner and depth sensing system on iPad Pro(2020) to support a new generation of AR apps that use Scene Geometry for enhanced scene understanding and object occlusion.
- RealityKit - performance 3D simulation and rendering with information provided by the ARKit framework to seamlessly integrate virtual objects into the real world.
- Mac Catalyst
- Instruments - analysis and testing tool that’s part of the Xcode tool set. It’s designed to help you profile your iOS, watchOS, tvOS, and macOS apps, processes, and devices in order to better understand and optimize their behavior and performance.
- Apple Developer Documentation for Xcode
- Xcode - based CPUs and Apple Silicon. It includes a unified macOS SDK that features all the frameworks, compilers, debuggers, and other tools you need to build apps that run natively on Apple Silicon and the Intel x86_64 CPU.
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SQL/NoSQL Tools and Databases
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Interfaces
- DataGrip - sensitive code completion, helping you to write SQL code faster. Completion is aware of the tables structure, foreign keys, and even database objects created in code you're editing.
- SQLite Database Browser
- MongoDB - like documents.
- Amazon DynamoDB - value and document database that delivers single-digit millisecond performance at any scale. It is a fully managed, multiregion, multimaster, durable database with built-in security, backup and restore, and in-memory caching for internet-scale applications.
- InfluxDB - us/azure/architecture/data-guide/relational-data/etl) or monitoring and alerting purposes, user dashboards, Internet of Things sensor data, and visualizing and exploring the data and more. It also has support for processing data from [Graphite](http://graphiteapp.org/).
- MariaDB - critical applications.
- PostgreSQL - relational database system with over 30 years of active development that has earned it a strong reputation for reliability, feature robustness, and performance.
- Redis(REmote DIctionary Server) - memory data structure store, used as a database, cache, and message broker. It provides data structures such as strings, hashes, lists, sets, sorted sets with range queries, bitmaps, hyperloglogs, geospatial indexes, and streams.
- Trino - us/azure/architecture/data-guide/relational-data/etl), allow them all to use standard SQL statement, and work with numerous data sources and targets all in the same system.
- ElasticSearch - capable full-text search engine with an HTTP web interface and schema-free JSON documents. Elasticsearch is developed in Java.
- Apache Spark - in modules for streaming, SQL, machine learning and graph processing.
- MSSQL for Visual Studio Code
- SQL Server Migration Assistant
- SQL Server Business Intelligence(BI)
- Tableau - releases/press-release-details/2019/Salesforce-Completes-Acquisition-of-Tableau/default.aspx).
- MySQL - native applications using the world's most popular open source database.
- FoundationDB - value store and employs ACID transactions for all operations. It is especially well-suited for read/write workloads but also has excellent performance for write-intensive workloads. FoundationDB was acquired by [Apple in 2015](https://techcrunch.com/2015/03/24/apple-acquires-durable-database-company-foundationdb/).
- CouchbaseDB - model NoSQL document-oriented database](https://en.wikipedia.org/wiki/Multi-model_database). It creates a key-value store with managed cache for sub-millisecond data operations, with purpose-built indexers for efficient queries and a powerful query engine for executing SQL queries.
- OracleDB - critical data with the highest availability, reliability, and security.
- SQLite - language library that implements a small, fast, self-contained, high-reliability, full-featured, SQL database engine.SQLite is the most used database engine in the world. SQLite is built into all mobile phones and most computers and comes bundled inside countless other applications that people use every day.
- dbWatch - premise, hybrid/cloud database environments.
- Cosmos DB Profiler - time visual debugger allowing a development team to gain valuable insight and perspective into their usage of Cosmos DB database. It identifies over a dozen suspicious behaviors from your application’s interaction with Cosmos DB.
- DBeaver
- Toad - in expertise. This SQL management tool resolve issues, manage change and promote the highest levels of code quality for both relational and non-relational databases.
- Sequel Pro
- Apache HBase™ - source, NoSQL, distributed big data store. It enables random, strictly consistent, real-time access to petabytes of data. HBase is very effective for handling large, sparse datasets. HBase serves as a direct input and output to the Apache MapReduce framework for Hadoop, and works with Apache Phoenix to enable SQL-like queries over HBase tables.
- Extract, transform, and load (ETL)
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C# Tools, Libraries and Frameworks
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viii. Linear Regression
- Rider - platform .NET IDE devloped by JetBrains to develop .NET, ASP.NET, .NET Core, Xamarin; or Unity applications for Windows, Mac, Linux.
- ANTLR (ANother Tool for Language Recognition)
- .NET Fiddle
- dotPeek
- Resharper - the-fly code quality analysis for C#, VB.NET, XAML, ASP.NET, ASP.NET MVC, JavaScript, TypeScript, CSS, HTML, and XML. Letting you know right away if your code needs to be improved.
- Mono
- dotTrace
- dotMemory
- dotCover - the-fly which unit tests are affected by your latest code changes, and automatically re-runs the affected tests for you. The continuous testing mode can be switched on for any unit test session.
- Uno Platform - based code (C# and XAML) to run on iOS, Android, macOS, WebAssembly, Linux and Windows 7. It provides the full definitions of the UWP [Windows 10 2004 (19041)](https://docs.microsoft.com/en-us/windows/uwp/whats-new/windows-10-build-19041), and the implementation of a growing number of parts of the UWP API, such as Windows.UI.Xaml, to enable UWP and WinUI applications to run on these platforms.
- Json.NET - performance JSON framework for .NET.
- Octopus Deploy
- Appveyor - based continuous integration system that integrates natively with your source control and allows CI configuration files to live alongside your projects.
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DirectX Tools, Libraries, and Frameworks
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VS Code Extensions for Developer Productivity
- Visual Studio Code
- Visual Studio - rich application that can be used for many aspects of software development. Visual Studio makes it easy to edit, debug, build, and publish your app. By using Microsoft software development platforms such as Windows API, Windows Forms, Windows Presentation Foundation, and Windows Store.
- Simple DirectMedia Layer - platform development library designed to provide low level access to audio, keyboard, mouse, joystick, and graphics hardware via OpenGL and Direct3D. It is used by video playback software, emulators, and popular games including Valve's award winning catalog.
- NVIDIA® Nsight™ Visual Studio Edition
- Radeon™ GPU Profiler
- Radeon™ GPU Analyzer
- Radeon™ Memory Visualizer (RMV)
- PIX on Windows
- DirectStorage API - us/2020/07/14/a-closer-look-at-xbox-velocity-architecture/) to Windows. The DirectX API is architected in a way that takes all this into account and maximizes performance throughout the entire pipeline from NVMe drive all the way to the GPU. It does this in several ways: by reducing per-request NVMe overhead, enabling batched many-at-a-time parallel IO requests which can be efficiently fed to the GPU, and giving games finer grain control over when they get notified of IO request completion instead of having to react to every tiny IO completion. The DirectStorage API will be available on [Windows 11](https://www.microsoft.com/en-us/windows/windows-11) PCs with NVMe SSDs, but will also be support in [Windows 10](https://www.microsoft.com/software-download/windows10) version 1909 and newer.
- FAudio - us/windows/win32/xaudio2/xaudio2-introduction), [X3DAudio](https://docs.microsoft.com/en-us/windows/win32/xaudio2/x3daudio-overview), [XAPO](https://docs.microsoft.com/en-us/windows/win32/xaudio2/xapo-overview), and [XACT3](https://en.wikipedia.org/wiki/Cross-platform_Audio_Creation_Tool).
- DXVK - based translation layer for Direct3D 9/10/11 which allows running 3D applications on Linux using Wine.
- VKD3D-Proton
- NVRHI (NVIDIA Rendering Hardware Interface)
- RTXMU - RTX Memory Utility SDK
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Networking Tools & Concepts
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viii. Linear Regression
- Wireshark
- cURL - line tool for transferring data using various network protocols(HTTP, HTTPS, FTP, FTPS, SCP, SFTP, TFTP, DICT, TELNET, LDAP LDAPS, MQTT, POP3, POP3S, RTMP, RTMPS, RTSP, SCP, SFTP, SMB, SMBS, SMTP or SMTPS). cURL is also used in cars, television sets, routers, printers, audio equipment, mobile phones, tablets, settop boxes, media players and is the Internet transfer engine for thousands of software applications in over ten billion installations.
- Authelia - source highly-available authentication server providing single sign-on capability and two-factor authentication to applications running behind [NGINX](https://nginx.org/en/).
- nginx(engine x)
- Proxmox Virtual Environment(VE) - source platform for enterprise virtualization. It inlcudes a built-in web interface that you can easily manage VMs and containers, software-defined storage and networking, high-availability clustering, and multiple out-of-the-box tools on a single solution.
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Xcode Developer Platforms for Apps
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VS Code Extensions for Developer Productivity
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C/C++ Tools and Frameworks
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viii. Linear Regression
- OpenCV - time applications. Cross-Platform C++, Python and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
- Cython
- Cmake - source, cross-platform family of tools designed to build, test and package software. CMake is used to control the software compilation process using simple platform and compiler independent configuration files, and generate native makefiles and workspaces that can be used in the compiler environment of your choice.
- Libtool
- GCC - C, Fortran, Ada, Go, and D, as well as libraries for these languages.
- GDB
- Conan
- GSL - squares fitting. There are over 1000 functions in total with an extensive test suite.
- ReSharper C++
- CLion - platform IDE for C and C++ developers developed by JetBrains.
- Code::Blocks
- High Performance Computing (HPC) SDK
- Boost - edge C++. Boost has been a participant in the annual Google Summer of Code since 2007, in which students develop their skills by working on Boost Library development.
- Automake
- OpenGL Extension Wrangler Library (GLEW) - platform open-source C/C++ extension loading library. GLEW provides efficient run-time mechanisms for determining which OpenGL extensions are supported on the target platform.
- Maven
- TAU (Tuning And Analysis Utilities) - based sampling. All C++ language features are supported including templates and namespaces.
- Clang - C, C++ and Objective-C++ compiler when targeting X86-32, X86-64, and ARM (other targets may have caveats, but are usually easy to fix). Clang is used in production to build performance-critical software like Google Chrome or Firefox.
- Oat++ - efficient web application. It's zero-dependency and easy-portable.
- Infer - C, and C. Infer is written in [OCaml](https://ocaml.org/).
- AWS SDK for C++
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Game Development Tools
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VS Code Extensions for Developer Productivity
- Panda3D - source and free for any purpose, including commercial ventures.
- Open Graphics Library(OpenGL) - accelerated rendering of 2D/3D vector graphics currently developed by the [Khronos Group](https://www.khronos.org/).
- OpenGL ES
- OpenCL
- URHO3D - platform 2D and 3D game engine implemented in C++ and released under the MIT license. Greatly inspired by OGRE and Horde3D.
- Houdini
- Amazon Lumberyard
- AutoDesk 3ds Max
- Metal - level GPU programming framework used for rendering 2D and 3D graphics on Apple platforms such as iOS, iPadOS, macOS, watchOS and tvOS.
- Mesa 3D Graphics Library - source implementation of the OpenGL specification. A system for rendering interactive 3D graphics. Mesa ties into several other open-source projects: the [Direct Rendering Infrastructure](https://dri.freedesktop.org/), [X.org](https://x.org/), and [Wayland](https://wayland.freedesktop.org/) to provide OpenGL support on Linux, FreeBSD, and other operating systems.
- EGL
- VDPAU
- VA API - source library and API specification, which provides access to graphics hardware acceleration capabilities for video processing.
- XvMC
- AMD Radeon ProRender - based rendering engine that enables creative professionals to produce stunningly photorealistic images on virtually any GPU, any CPU, and any OS in over a dozen leading digital content creation and CAD applications.
- AMD FidelityFX Super Resolution (FSR) - quality solution for producing high resolution frames from lower resolution inputs. It uses a collection of cutting-edge Deep Learning algorithms with a particular emphasis on creating high-quality edges, giving large performance improvements compared to rendering at native resolution directly. FSR enables “practical performance” for costly render operations, such as hardware ray tracing for the AMD RDNA™ and AMD RDNA™ 2 architectures.
- Intel Xe Super Sampling (XeSS) - cores to run XeSS. The GPUs will have Xe Matrix eXtenstions matrix (XMX) engines for hardware-accelerated AI processing. XeSS will be able to run on devices without XMX, including integrated graphics, though, the performance of XeSS will be lower on non-Intel graphics cards because it will be powered by [DP4a instruction](https://www.intel.com/content/dam/www/public/us/en/documents/reference-guides/11th-gen-quick-reference-guide.pdf).
- Unigine - platform game engine designed for development teams (C++/C# programmers, 3D artists) working on interactive 3D apps.
- Source 2 - Life: Alyx.
- Havok
- AppGameKit
- Superpowers - time collaborative projects . You can use it solo like a regular offline game maker, or setup a password and let friends join in on your project through their Web browser.
- Vivox
- HGIG
- GameBlocks - Cheat & Middleware software.
- Frostbite - platform use on Microsoft Windows and game consoles such as PlayStation 3 Xbox 360, PlayStation 4, Xbox One, Nintendo Switch, PlayStation 5, and Xbox Series X/S.
- Augmented Reality (AR) - world environment where the objects that reside in the real world are enhanced by computer-generated perceptual information.
- Virtual Reality (VR)
- Mixed Reality (MR) - exist and interact in real time.
- Extended Reality (XR) - and-virtual combined environments and human-machine interactions generated by computer technology and wearables. Including augmented reality (AR), mixed reality (MR) and virtual reality (VR).
- Virtual Reality - Experiences and Devices
- Oculus | VR Headsets, Games & Equipment
- Virtual Reality on Steam
- PlayStation VR
- HTC Vive VR Headset
- Augmented Reality applications - Apple
- Unity Learn Training Program
- Intro to XR: VR, AR, and MR Foundations - Unity Learn
- Unity XR: Build VR and AR Apps
- Top Virtual Reality Courses Online | Udemy
- Top Augmented Reality Courses Online | Udemy
- Google AR & VR Online Courses | Coursera
- Top Augmented Reality Courses | Coursera
- Learn Augmented Reality with Online Courses and Lessons | edX
- Vivox
- Oculus | VR Headsets, Games & Equipment
- NVIDIA Reflex - in-time for rendering, eliminating the GPU render queue and reducing CPU back pressure in GPU-bound scenarios. In addition to latency reduction functions, the SDK also features measurement markers to calculate both Game and Render Latency that are great for debugging and visualizing in-game performance counter.
- MonoGame - platform games. The spiritual successor to XNA with thousands of titles shipped across desktop, mobile, and console platforms. MonoGame is a fully managed .NET open source game framework without any black boxes.
- cocos2d-x - platform framework for building 2d games, interactive books, demos and other graphical applications. It is based on cocos2d-iphone, but instead of using Objective-C, it uses C++. It works on iOS, Android, macOS, Windows and Linux.
- LibGDX - platform Java game development framework based on OpenGL (ES) that works on Windows, Linux, Mac OS X, Android, your WebGL enabled browser and iOS.
- DirectX 12 Ultimate
- AppGameKit
- Godot - packed, cross-platform game engine to create 2D and 3D games from a unified interface. It provides a comprehensive set of common tools, so that users can focus on making games without having to reinvent the wheel. Games can be exported in one click to a number of platforms, including the major desktop platforms (Linux, Mac OSX, Windows) as well as mobile (Android, iOS) and web-based (HTML5) platforms.
- Vulkan - platform graphics and compute API that provides high-efficiency, cross-platform access to modern GPUs used in a wide variety of devices from PCs and consoles to mobile phones and embedded platforms. Vulkan is currently in development by the Khronos consortium.
- Blender
- High Level Shading Language(HLSL) - like programmable shaders for the Direct3D pipeline. HLSL was first created with DirectX 9 to set up the programmable 3D pipeline.
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Deep Learning Tools, Libraries, and Frameworks
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viii. Linear Regression
- Jupyter Notebook - source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text. Jupyter is used widely in industries that do data cleaning and transformation, numerical simulation, statistical modeling, data visualization, data science, and machine learning.
- Anaconda
- PyTorch
- Azure Databricks - based big data analytics service designed for data science and data engineering. Azure Databricks, sets up your Apache Spark environment in minutes, autoscale, and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python, Scala, R, Java, and SQL, as well as data science frameworks and libraries including TensorFlow, PyTorch, and scikit-learn.
- Open Neural Network Exchange(ONNX) - in operators and standard data types.
- Apache MXNet
- AutoGluon - accuracy deep learning models on tabular, image, and text data.
- Apache PredictionIO
- BigDL
- Eclipse Deeplearning4J (DL4J) - based(Scala, Kotlin, Clojure, and Groovy) deep learning application. This means starting with the raw data, loading and preprocessing it from wherever and whatever format it is in to building and tuning a wide variety of simple and complex deep learning networks.
- XGBoost
- NVIDIA DLSS (Deep Learning Super Sampling)
- LIBSVM - SVC, nu-SVC), regression (epsilon-SVR, nu-SVR) and distribution estimation (one-class SVM). It supports multi-class classification.
- Microsoft Project Bonsai - code AI platform that speeds AI-powered automation development and part of the Autonomous Systems suite from Microsoft. Bonsai is used to build AI components that can provide operator guidance or make independent decisions to optimize process variables, improve production efficiency, and reduce downtime.
- Predictive Maintenance Toolbox™ - based and model-based techniques, including statistical, spectral, and time-series analysis.
- Navigation Toolbox™ - based path planners, as well as metrics for validating and comparing paths. You can create 2D and 3D map representations, generate maps using SLAM algorithms, and interactively visualize and debug map generation with the SLAM map builder app.
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Vulkan Tools, Libraries, and Frameworks
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VS Code Extensions for Developer Productivity
- GLFW - platform library for OpenGL, OpenGL ES and Vulkan application development. It provides a simple, platform-independent API for creating windows, contexts and surfaces, reading input, handling events, etc. GLFW natively supports Windows, macOS and Linux and other Unix-like systems. On Linux both X11 and Wayland are supported.
- SPIR-V - level language front-ends to emit programs in a standardized intermediate form to be ingested by Vulkan, OpenGL or OpenCL drivers. It eliminates the need for high-level language front-end compilers in device drivers, significantly reducing driver complexity, enables a broad range of language and framework front-ends to run on diverse hardware architectures and encourages a vibrant ecosystem of open source analysis, porting, debug and optimization tools.
- Vulkan® Memory Allocator (VMA)
- AMD Open Source Driver for Vulkan® - source Vulkan driver for AMD Radeon™ graphics adapters on Linux®.
- Vulkan-Hpp
- ImGui - free graphical user interface library for C++. It outputs optimized vertex buffers that you can render anytime in your 3D-pipeline enabled application. It is fast, portable, renderer agnostic and self-contained (no external dependencies).
- gfx-rs - level, cross-platform graphics and compute abstraction library in Rust.
- Vortice.Vulkan - level bindings for Vulkan API.
- SPIRV-Reflect - V shader bytecode in Vulkan applications.
- Vulkan® Tools
- PerfDoc - platform Vulkan layer which checks Vulkan applications for [best practices on Arm Mali](https://developer.arm.com/graphics/developer-guides/mali-gpu-best-practices) devices.
- VulkanSharp
- Vulkan.jl
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Lua Learning Resources
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C/C++ Learning Resources
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viii. Linear Regression
- Google C++ Style Guide
- C - purpose, high-level language that was originally developed by Dennis M. Ritchie to develop the UNIX operating system at Bell Labs. It supports structured programming, lexical variable scope, and recursion, with a static type system. C also provides constructs that map efficiently to typical machine instructions, which makes it one was of the most widely used programming languages today.
- Embedded C - committee) to address issues that exist between C extensions for different [embedded systems](https://en.wikipedia.org/wiki/Embedded_system). The extensions hep enhance microprocessor features such as fixed-point arithmetic, multiple distinct memory banks, and basic I/O operations. This makes Embedded C the most popular embedded software language in the world.
- C & C++ Developer Tools from JetBrains
- Open source C++ libraries on cppreference.com
- C++ Graphics libraries
- C++ Libraries in MATLAB
- Introduction C++ Education course on Google Developers
- C++ style guide for Fuchsia
- Chromium C++ Style Guide
- C++ Core Guidelines
- C++ Style Guide for ROS
- Learn C++
- Learn C : An Interactive C Tutorial
- C++ Online Training Courses on LinkedIn Learning
- C++ Tutorials on W3Schools
- Learn C Programming Online Courses on edX
- Learn C++ with Online Courses on edX
- Learn C++ on Codecademy
- Coding for Everyone: C and C++ course on Coursera
- C++ For C Programmers on Coursera
- C++ Online Courses on Udemy
- Top C Courses on Udemy
- Basics of Embedded C Programming for Beginners on Udemy
- C++ For Programmers Course on Udacity
- C++ Fundamentals Course on Pluralsight
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ML Frameworks, Libraries, and Tools
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viii. Linear Regression
- Amazon SageMaker
- Apple CoreML - tune models, all on the user's device. A model is the result of applying a machine learning algorithm to a set of training data. You use a model to make predictions based on new input data.
- Apache OpenNLP - source library for a machine learning based toolkit used in the processing of natural language text. It features an API for use cases like [Named Entity Recognition](https://en.wikipedia.org/wiki/Named-entity_recognition), [Sentence Detection](), [POS(Part-Of-Speech) tagging](https://en.wikipedia.org/wiki/Part-of-speech_tagging), [Tokenization](https://en.wikipedia.org/wiki/Tokenization_(data_security)) [Feature extraction](https://en.wikipedia.org/wiki/Feature_extraction), [Chunking](https://en.wikipedia.org/wiki/Chunking_(psychology)), [Parsing](https://en.wikipedia.org/wiki/Parsing), and [Coreference resolution](https://en.wikipedia.org/wiki/Coreference).
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LiDAR Learning Resources
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VS Code Extensions for Developer Productivity
- OpenStreetMap Wiki
- Introduction to Lidar Course - NOAA
- Lidar 101:An Introduction to Lidar Technology, Data, and Applications(PDF) - NOAA
- Understanding LiDAR Technologies - GIS Lounge
- LiDAR University Free Lidar Training Courses on MODUS AI
- LiDAR | Learning Plan on ERSI
- Light Detection and Ranging Sensors Course on Coursera
- Quick Introduction to Lidar and Basic Lidar Tools(PDF)
- LIDAR - GIS Wiki
- OpenStreetMap Frameworks
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Network Protocols
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Interfaces
- OAuth 2.0 - party applications to access the user account.
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CUDA Learning Resources
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viii. Linear Regression
- CUDA - accelerated applications, the sequential part of the workload runs on the CPU, which is optimized for single-threaded. The compute intensive portion of the application runs on thousands of GPU cores in parallel. When using CUDA, developers can program in popular languages such as C, C++, Fortran, Python and MATLAB.
- CUDA Toolkit Documentation
- CUDA Quick Start Guide
- CUDA on WSL
- NVIDIA Deep Learning cuDNN Documentation
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SQL/NoSQL Learning Resources
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Interfaces
- SQL
- SQL Tutorial by W3Schools
- Learn SQL Skills Online from Coursera
- SQL Courses Online from Udemy
- SQL Online Training Courses from LinkedIn Learning
- Learn SQL For Free from Codecademy
- GitLab's SQL Style Guide
- OracleDB SQL Style Guide Basics
- Databases on AWS
- Best Practices and Recommendations for SQL Server Clustering in AWS EC2.
- Connecting from Google Kubernetes Engine to a Cloud SQL instance.
- MySQL Certifications
- What is NoSQL?
- Transact-SQL(T-SQL) - SQL commands.
- Introduction to Transact-SQL
- Tableau CRM: BI Software and Tools
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CUDA Tools Libraries, and Frameworks
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viii. Linear Regression
- CUDA Toolkit - accelerated applications. The CUDA Toolkit allows you can develop, optimize, and deploy your applications on GPU-accelerated embedded systems, desktop workstations, enterprise data centers, cloud-based platforms and HPC supercomputers. The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library to build and deploy your application on major architectures including x86, Arm and POWER.
- CUDA-X HPC - X HPC includes highly tuned kernels essential for high-performance computing (HPC).
- Chainer - based deep learning framework aiming at flexibility. It provides automatic differentiation APIs based on the define-by-run approach (dynamic computational graphs) as well as object-oriented high-level APIs to build and train neural networks. It also supports CUDA/cuDNN using [CuPy](https://github.com/cupy/cupy) for high performance training and inference.
- CuPy - compatible multi-dimensional array on CUDA. CuPy consists of the core multi-dimensional array class, cupy.ndarray, and many functions on it. It supports a subset of numpy.ndarray interface.
- CatBoost
- cuDF - like API that will be familiar to data engineers & data scientists, so they can use it to easily accelerate their workflows without going into the details of CUDA programming.
- ArrayFire - purpose library that simplifies the process of developing software that targets parallel and massively-parallel architectures including CPUs, GPUs, and other hardware acceleration devices.
- AresDB - powered real-time analytics storage and query engine. It features low query latency, high data freshness and highly efficient in-memory and on disk storage management.
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Computer Vision Tools, Libraries, and Frameworks
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VS Code Extensions for Developer Productivity
- NVIDIA cuDNN - accelerated library of primitives for [deep neural networks](https://developer.nvidia.com/deep-learning). cuDNN provides highly tuned implementations for standard routines such as forward and backward convolution, pooling, normalization, and activation layers. cuDNN accelerates widely used deep learning frameworks, including [Caffe2](https://caffe2.ai/), [Chainer](https://chainer.org/), [Keras](https://keras.io/), [MATLAB](https://www.mathworks.com/solutions/deep-learning.html), [MxNet](https://mxnet.incubator.apache.org/), [PyTorch](https://pytorch.org/), and [TensorFlow](https://www.tensorflow.org/).
- Parallel Computing Toolbox™ - intensive problems using multicore processors, GPUs, and computer clusters. High-level constructs such as parallel for-loops, special array types, and parallelized numerical algorithms enable you to parallelize MATLAB® applications without CUDA or MPI programming. The toolbox lets you use parallel-enabled functions in MATLAB and other toolboxes. You can use the toolbox with Simulink® to run multiple simulations of a model in parallel. Programs and models can run in both interactive and batch modes.
- Computer Vision Toolbox™
- Statistics and Machine Learning Toolbox™
- Mapping Toolbox™
- UAV Toolbox
- Partial Differential Equation Toolbox™
- ROS Toolbox
- Robotics Toolbox™ - holonomic vehicle. The Toolbox also including a detailed Simulink model for a quadrotor flying robot.
- Deep Learning Toolbox™ - term memory (LSTM) networks to perform classification and regression on image, time-series, and text data. You can build network architectures such as generative adversarial networks (GANs) and Siamese networks using automatic differentiation, custom training loops, and shared weights. With the Deep Network Designer app, you can design, analyze, and train networks graphically. It can exchange models with TensorFlow™ and PyTorch through the ONNX format and import models from TensorFlow-Keras and Caffe. The toolbox supports transfer learning with DarkNet-53, ResNet-50, NASNet, SqueezeNet and many other pretrained models.
- Reinforcement Learning Toolbox™ - making algorithms for complex applications such as resource allocation, robotics, and autonomous systems.
- Deep Learning HDL Toolbox™ - built bitstreams for running a variety of deep learning networks on supported Xilinx® and Intel® FPGA and SoC devices. Profiling and estimation tools let you customize a deep learning network by exploring design, performance, and resource utilization tradeoffs.
- Model Predictive Control Toolbox™ - loop simulations, you can evaluate controller performance.
- Vision HDL Toolbox™ - streaming algorithms for the design and implementation of vision systems on FPGAs and ASICs. It provides a design framework that supports a diverse set of interface types, frame sizes, and frame rates. The image processing, video, and computer vision algorithms in the toolbox use an architecture appropriate for HDL implementations.
- Scikit-Learn
- LRSLibrary - Rank and Sparse Tools for Background Modeling and Subtraction in Videos. The library was designed for moving object detection in videos, but it can be also used for other computer vision and machine learning problems.
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MATLAB Learning Resources
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viii. Linear Regression
- MATLAB
- MATLAB Documentation
- Getting Started with MATLAB
- MATLAB Online Courses from Udemy
- MATLAB Online Courses from Coursera
- MATLAB Online Courses from edX
- Building a MATLAB GUI
- MATLAB Style Guidelines 2.0
- Setting Up Git Source Control with MATLAB & Simulink
- Pull, Push and Fetch Files with Git with MATLAB & Simulink
- Create New Repository with MATLAB & Simulink
- PRMLT
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Unity Tools
- ParSec - company/newsroom/unity-enters-agreement-acquire-parsec).
- Unity Asset Store
- Unity Hub
- Unity Plus
- Unity Pro
- Unity Enterprise
- Unity XR - in framework that enables XR providers to integrate with the Unity engine and make full use of its features.
- Unity MARS
- Unity Build Server
- Unity Teams
- Unity Automated QA - demand tests that anyone on your team can create and run without writing code.
- Unity Simulation Pro - optimized version of the Unity runtime.
- Unity Forma - time 3D to your marketing. It turns 3D product data into interactive 3D configurators, stunning images and more.
- Unity Reflect - time 3D environments, including in AR and VR, for better decision-making across your entire project lifecycle.
- Unity Reflect Develop
- Unity ArtEngine
- Unity Machine Learning Agents - of-the-art deep learning technology.
- Unity Essential Success
- Bolt Visual scripting - based system, instead of writing traditional lines of code.
- VisualLive - time by overlaying large BIM and CAD files onto jobsites using AR.
- Professional Services: Optimization Accelerator - day sprint with hands-on guidance from a Unity engineer. It will help you analyze performance problems, test solutions, and implement improvements.
- Odin Inspector Enterprise
- Multiplay
- Relayᴮᴱᵀᴬ
- Lobbyᴮᴱᵀᴬ
- Cloud Codeᴮᴱᵀᴬ
- Cloud Saveᴮᴱᵀᴬ
- Furioos - time 3D platforms, and Windows applications with peak visual quality in any web browser.
- OctaneRender® for Unity - quality scenes with OctaneRender materials and lighting.
- Pacelab WEAVR - scale immersive training.
- Pixyz - time visualizations in Unity.
- Backtrace
- SpeedTree® - details/2021/Unity-Acquires-Interactive-Data-Visualization-Inc.-IDV-Creators-of-SpeedTree-Environment-Creation-Suite/default.aspx).
- SyncSketch - acquired-by-unity/).
- Weta Digital - company/newsroom/unity-announces-intent-acquire-weta-digital).
- Unity Forma - time 3D to your marketing. It turns 3D product data into interactive 3D configurators, stunning images and more.
- Bolt Visual scripting - based system, instead of writing traditional lines of code.
- Multiplay
- Vivox - to-implement, feature-rich voice and text chat service.
- Furioos - time 3D platforms, and Windows applications with peak visual quality in any web browser.
- Pacelab WEAVR - scale immersive training.
- Interact - time, human-centric simulations on any VR configuration for training, visualization, and safety.
- Prespective - time 3D. Create common ground among stakeholders and speed up decision processes with improved visualization tools.
- Plastic SCM Cloud Edition - to-use version control system (VCS) made for programmers, artists and designers.
- Backtrace
- Unity Asset Store
- SpeedTree® - details/2021/Unity-Acquires-Interactive-Data-Visualization-Inc.-IDV-Creators-of-SpeedTree-Environment-Creation-Suite/default.aspx).
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MATLAB Tools, Libraries, Frameworks
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viii. Linear Regression
- MATLAB and Simulink Services & Applications List
- MATLAB in the Cloud - cloud) including [AWS](https://aws.amazon.com/) and [Azure](https://azure.microsoft.com/).
- Simulink - Based Design. It supports simulation, automatic code generation, and continuous testing of embedded systems.
- Simulink Online™
- MATLAB Drive™
- Image Processing Toolbox™ - standard algorithms and workflow apps for image processing, analysis, visualization, and algorithm development. You can perform image segmentation, image enhancement, noise reduction, geometric transformations, image registration, and 3D image processing.
- SoC Blockset™
- Wireless HDL Toolbox™ - verified, hardware-ready Simulink® blocks and subsystems for developing 5G, LTE, and custom OFDM-based wireless communication applications. It includes reference applications, IP blocks, and gateways between frame and sample-based processing.
- ThingSpeak™ - of-concept IoT systems that require analytics.
- hctsa - series analysis using Matlab.
- YALMIP
- hctsa - series analysis using Matlab.
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C# Learning Resources
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LiDAR Tools & Frameworks
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VS Code Extensions for Developer Productivity
- Lidar Toolbox™ - camera cross calibration for workflows that combine computer vision and lidar processing.
- Microsoft AirSim - source, cross platform, and supports [software-in-the-loop simulation](https://www.mathworks.com/help///ecoder/software-in-the-loop-sil-simulation.html) with popular flight controllers such as PX4 & ArduPilot and [hardware-in-loop](https://www.ni.com/en-us/innovations/white-papers/17/what-is-hardware-in-the-loop-.html) with PX4 for physically and visually realistic simulations. It is developed as an Unreal plugin that can simply be dropped into any Unreal environment. AirSim is being developed as a platform for AI research to experiment with deep learning, computer vision and reinforcement learning algorithms for autonomous vehicles.
- Automated Driving Toolbox™ - eye-view plot and scope for sensor coverage, detections and tracks, and displays for video, lidar, and maps. The toolbox lets you import and work with HERE HD Live Map data and OpenDRIVE® road networks. It also provides reference application examples for common ADAS and automated driving features, including FCW, AEB, ACC, LKA, and parking valet. The toolbox supports C/C++ code generation for rapid prototyping and HIL testing, with support for sensor fusion, tracking, path planning, and vehicle controller algorithms.
- Light Detection and Ranging (lidar) - resolution models of ground elevation with a vertical accuracy of 10 centimeters (4 inches). Lidar equipment, which includes a laser scanner, a Global Positioning System (GPS), and an Inertial Navigation System (INS), is typically mounted on a small aircraft. The laser scanner transmits brief pulses of light to the ground surface. Those pulses are reflected or scattered back and their travel time is used to calculate the distance between the laser scanner and the ground. Lidar data is initially collected as a “point cloud” of individual points reflected from everything on the surface, including structures and vegetation. To produce a “bare earth” Digital Elevation Model (DEM), structures and vegetation are stripped away.
- National Map Data Download and Visualization Services
- Mola
- MOLA
- LASer(LAS) - dimensional point cloud data data between data users. Although developed primarily for exchange of lidar point cloud data, this format supports the exchange of any 3-dimensional x,y,z tuplet. This binary file format is an alternative to proprietary systems or a generic ASCII file interchange system used by many companies. The problem with proprietary systems is obvious in that data cannot be easily taken from one system to another. There are two major problems with the ASCII file interchange. The first problem is performance because the reading and interpretation of ASCII elevation data can be very slow and the file size can be extremely large even for small amounts of data. The second problem is that all information specific to the lidar data is lost. The LAS file format is a binary file format that maintains information specific to the lidar nature of the data while not being overly complex.
- 3D point cloud - dimensional coordinates system.. Point clouds can be produced directly by 3D scanner which records a large number of points returned from the external surfaces of objects or earth surface. These data are exchanged between LiDAR users mainly through LAS format files (.las).
- ArcGIS Desktop - effective desktop geographic information system (GIS) software. It is the essential software package for GIS professionals. ArcGIS Desktop users can create, analyze, manage, and share geographic information so decision-makers can make intelligent, informed decisions.
- USGS 3DEP Lidar Point Cloud Now Available as Amazon Public Dataset
- National Geospatial Program
- USGS Lidar Base Specification(LBS) online edition
- Linear algebra
- Linear Algebra - Online Courses | Harvard University
- Linear Algebra | MIT Open Learning Library
- Mathematics for Machine Learning: Linear Algebra on Coursera
- Top Linear Algebra Courses on Udemy
- Learn Linear Algebra with Online Courses and Classes on edX
- Linear Algebra in Twenty Five Lectures | UC Davis
- Linear Algebra | UC San Diego Extension
- Linear Algebra Resources | Dartmouth
- Linear Algebra - Khan Academy
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viii. Linear Regression
- Fuzzy logic - tree processing and better integration with rules-based programming.
- ResearchGate
- Support Vector Machine (SVM) - group classification problems.
- OpenClipArt
- Convolutional Neural Networks (R-CNN)
- CS231n
- Slideteam
- DeepAI
- wikimedia
- Decision trees - structured models for classification and regression.
- CMU
- Naive Bayes - theorem.html) with strong independence assumptions between the features.
- mathisfun
- Medium
- Linear regression
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- wikimedia
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
- Medium
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i. Vector operations
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iii. Matrix-vector product
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iv. Linear transformations
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v. Fundamental vector spaces
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i. Solving systems of equations
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ii. Systems of equations as matrix equations
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i. Using row operations
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iii. Transpose of a Matrix
-
i. Basis
-
vi. Determinants
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vii. Eigenvalues and eigenvectors
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ii. Matrix operations
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ii. Matrix representations of linear transformations
-
iii. Dimension and Basis for Vector Spaces
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iv. Row space, columns space, and rank of a matrix
-
-
Metal Learning Resources
-
VS Code Extensions for Developer Productivity
-
-
Photogrammetry Tools, Libraries, and Frameworks
-
VS Code Extensions for Developer Productivity
- Pix4D
- Agisoft Metashape - alone software product that performs photogrammetric processing of digital images and generates 3D spatial data to be used in GIS applications, cultural heritage documentation, and visual effects production as well as for indirect measurements of objects of various scales.
- WebODM - friendly, commercial grade software for drone image processing. Generate georeferenced maps, point clouds, elevation models and textured 3D models from aerial images. It supports multiple engines for processing, currently [ODM](https://github.com/OpenDroneMap/ODM) and [MicMac](https://github.com/dronemapper-io/NodeMICMAC/).
- Autodesk® ReCap™
- Autodesk® ReCap™ Photo - connected solution tailored for drone/UAV photo capturing workflows. Using ReCap Photo, you can create textured meshes, point clouds with geolocation, and high-resolution orthographic views with elevation maps.
- PIX4Dmapper
- Adobe Scantastic - based photogrammetry pipeline), users can easily scan objects in their physical environment and turn them into 3D models which can then be imported into tools like [Adobe Dimension](https://www.adobe.com/products/dimension.html) and [Adobe Aero](https://www.adobe.com/products/aero.html).
- MicroStation
- Leica Photogrammetry Suite (LPS) - friendly environment that guarantees results even for photogrammetry novices.
- Terramodel
- COLMAP - purpose Structure-from-Motion (SfM) and Multi-View Stereo (MVS) pipeline with a graphical and command-line interface. It offers a wide range of features for reconstruction of ordered and unordered image collections.
- Multi-View Environment (MVE) - view datasets and to support the development of algorithms based on multiple views. It features Structure from Motion, Multi-View Stereo and Surface Reconstruction. MVE is developed at the TU Darmstadt.
- PhotoModeler - effective way for accurate 2D or 3D measurement, photo-digitizing, surveying, 3D scanning, and reality capture.
- ODM
- NodeODM
- FIELDimageR
- Regard3D - from-motion program. It converts photos of an object, taken from different angles, into a 3D model of this object.
- sdsu-physics
- Leica Photogrammetry Suite (LPS) - friendly environment that guarantees results even for photogrammetry novices.
- Meshroom - source 3D Reconstruction Software based on the AliceVision framework.
- AliceVision - of-the-art computer vision algorithms that can be tested, analyzed and reused.
- MicMac - source photogrammetry software tools for 3D reconstruction.
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Getting Started with VS Code
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- Code Server
- Visual Studio Marketplace
- VS Code Documentation
- Working with GitHub in VS Code
- GitHub Codespaces - based VS Code environment with the source code file ready for editing. That dot (.) press to bring up the web-based VS Code editor takes you to https://github.dev/.
- Language Server Protocol (LSP)
- Visual Studio Code - in support for JavaScript, TypeScript and Node.js and has a rich ecosystem of extensions for other languages (such as C++, C#, Java, Python, PHP, Go) and runtimes (such as .NET and Unity).
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VS Code Extensions for Developer Productivity
- Prettier - printing it with its own rules that take the maximum line length into account, wrapping code when necessary.
- Markdown All in One
- VSCode Icons
- Discord Presence
- Profile Switcher
- GitHub Pull Requests and Issues
- GitLens
- Live Server
- Code Spell Checker
- Visual Studio Live Share
- GistPad
- Terminal
- Material Icon Theme
- One Dark Pro
- Import Cost - webpack-plugin in order to detect the imported size.
- Auto Rename Tag
- Auto-Close Tag
- Settings Sync
- Bookmarks
- Better Comments
- CSS Peak
- Tailwind CSS IntelliSense
- NPM Intellisense
- Path Intellisense
- Relative Path
- Path Autocomplete
- Code Runner - C, Rust, Racket, Scheme, Kotlin, Dart, Haskell, Nim, D, CUDA, and custom command.
- Kite - powered programming assistant that helps you write code faster inside Visual Studio Code. Kite works for all major programming languages: Python, Java, Go, PHP, C/C#/C++, Javascript, HTML/CSS, Typescript, React, Ruby, Scala, Kotlin, Bash, Vue and React.
- Tabnine
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Autodesk Tools and Frameworks
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VS Code Extensions for Developer Productivity
- Autodesk
- Maya LT™ - looking characters, props, and environments using the sophisticated 3D modeling and animation tools.
- Arnold
- ReCap™ - built conditions to gain insights and make better decisions.
- Flame®
- Autodesk
- Character Generator® - based laboratory to create fully rigged 3D characters for animation packages and game engines.
- Smoke® - based compositing tools in a timeline-centered editing environment.
- ShotGrid
- Autodesk
- AutoCAD LT® - aided design (CAD) software that architects, engineers, construction professionals, and designers rely on to design, draft, and document with precise 2D geometry.
- AutoCAD® Mobile App
- AutoCAD® Web App
- Tinkercad® - to-use app for 3D design, electronics, and coding. It's used by teachers, kids, hobbyists, and designers to imagine, design, and make anything.
- Revit®
- AEC(Architecture, Engineering & Construction) Collection® - based common data environment that facilitates project delivery from early-stage design through to construction.
- Fusion 360®
- Autodesk
- Fusion 360 with FeatureCAM®
- Fusion 360 with Netfabb®
- Fusion 360 Manage
- Fusion Team - based coll tool that helps eliminate the inefficiencies that disparate tools create when working with your internal and external teams.
- Fusion 360 with PowerInspect®
- Autodesk
- Fusion 360 with PowerShape®
- Autodesk PartMaker® - spindle machining operations. These can be used for turning, indexed and interpolated C-axis milling, Y-axis, and B-axis milling.
- Robot Structural Analysis Professional - integrated workflows to exchange data with Revit. It can help you to create more resilient, constructible designs that are accurate, coordinated, and connected to BIM.
- Revit LT™ - effective BIM (Building Information Modeling) solution, you can produce high-quality 3D architectural designs and documentation.
- Advance Steel®
- Media & Entertainment Collection®
- Civil 3D®
- Autodesk
- Inventor® CAM - embedded 2.5-axis to 5-axis milling, turning, and mill-turn capabilities.
- Inventor Nastran® - embedded finite element analysis software that delivers finite element analysis (FEA) tools for engineers and analysts. Simulation covers multiple analysis types, such as linear and nonlinear stress, dynamics, and heat transfer.
- Inventor® Nesting - embedded, true-shape nesting tools for Inventor that helps you optimize yield from flat raw material. Easily compare nesting studies to optimize efficiency and reduce costs, and export 3D models or DXF™ files of the completed nest for cutting path generation.
- Inventor Tolerance Analysis® - embedded tolerance stackup analysis software that is designed to help Inventor users make more informed decisions while specifying manufacturing tolerances.
- Product Design & Manufacturing Collection - grade applications that connect everyone, from concept to production, with shared tools to streamline your product development process.
- Autodesk
- BIM Collaborate Pro - based design collaboration and coordination software that connects AEC teams, helping you execute on design intent and deliver high-quality constructible models on a single platform.
- InfraWorks®
- SketchBook®
- Alias®
- Assemble BIM Data - in-place tracking, and more.
- Autodesk® Forge - based developer platform from Autodesk. That let's you access design and engineering data in the cloud with the Forge platform. Whether you want to automate processes, connect teams and workflows, or visualize your data using Forge APIs.
- Autodesk® Rendering - resolution cloud rendering software that let's you produce stunning, high-quality renderings from designs and models with cloud rendering. This service uses cloud credits, which is a universal measure across Autodesk consumption-based cloud services to perform certain tasks in the cloud.
- Autodesk® CFD
- Autodesk® Drive
- Autodesk® Viewer
- Autodesk BIM 360®
- Autodesk® Build
- Autodesk® Takeoff
- BuildingConnected - time construction network that connects owners and builders through an easy-to-use platform to streamline the bid and risk management process.
- Design Review
- TradeTapp
- EAGLE
- Fabrication ESTmep™, CADmep™, and CAMduct™ - alone or in the Architecture, Engineering & Construction Collection..
- Formit - based 3D sketching. The pro version of FormIt includes the tools in the FormIt app, plus Dynamo computation, and collaboration and analysis features.
- Helius Composite - in solvers minimize the need to have secondary finite element analysis (FEA) software to analyze material characteristics more quickly.
- Helius PFA
- HSMWorks - embedded 2.5 to 5-axis milling, turning, and mill-turn capabilities. HSMWorks is included with your Fusion 360 subscription.
- Insight - efficient buildings with advanced simulation engines and building performance analysis data integrated in Revit.
- Moldflow®
- MotionBuilder®
- PlanGrid Build
- Point Layout
- Structural Bridge Design® - span bridges used by engineers to deliver design reports faster.
- Vault®
- Vehicle Tracking®
- VRED® - rendering modes.
- Within Medical®
- Pype
- Pype Closeout
- CAMplete - code post-processing, verification, and simulation for different kinds of CNC machinery. Import data from leading CAM software then use proven post-processors and highly accurate 3D machine models, developed in partnership with machine tool builders, to rapidly produce high-quality, collision free NC machining code.
- Vault PLM - wide collaboration and product lifecycle management.
- Bid Board Pro
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Vulkan Learning Resources
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VS Code Extensions for Developer Productivity
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-
DirectX Learning Resources
-
VS Code Extensions for Developer Productivity
- Microsoft DirectX® - level API that handles tasks related to multimedia for game programming and video on Microsoft platforms(Windows & Xbox).
- Getting Started with the DirectX 12 Agility SDK
- DirectX— Feature Level 12_2
- AMD DirectX® 12 (DX12) Technology | AMD
- Top Microsoft DirectX Courses Online | Udemy
- DirectX - Learn Microsoft DirectX from Scratch Course | Udemy
- DirectX 11 Programming Course | Udemy
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Unity Learning Resources
- Getting Started with DirectX 12 Ultimate
- Unity Certifications
- Autodesk for Games
- Game Design Online Courses from Udemy
- Game Design Online Courses from Skillshare
- Learn Game Design with Online Courses and Classes from edX
- Game Design Courses from Coursera
- Game Design and Development Specialization Course from Coursera
- Unity Knowledge Base
- Unity Forum
- Unity Issue Tracker
- Learn game development with Unity
- Unity Courses, Training, and Lessons on Udemy
- Learn Unity 3D with Online Courses and Lessons on edX
- Unity Courses, Training, and Lessons on Coursera
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Learning Resources for ML
-
viii. Linear Regression
- Machine Learning by Stanford University from Coursera
- Machine Learning Scholarship Program for Microsoft Azure from Udacity
- Microsoft Certified: Azure Data Scientist Associate
- Microsoft Certified: Azure AI Engineer Associate
- Azure Machine Learning training and deployment
- Learning Machine learning and artificial intelligence from Google Cloud Training
- JupyterLab
- Scheduling Jupyter notebooks on Amazon SageMaker ephemeral instances
- How to run Jupyter Notebooks in your Azure Machine Learning workspace
- Machine Learning Courses Online from Udemy
- Machine Learning Courses Online from Coursera
- Learn Machine Learning with Online Courses and Classes from edX
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-
Deep Learning Learning Resources
-
viii. Linear Regression
- Top Deep Learning Courses Online | Coursera
- Top Deep Learning Courses Online | Udemy
- Learn Deep Learning with Online Courses and Lessons | edX
- Deep Learning Online Course Nanodegree | Udacity
- Machine Learning Engineering for Production (MLOps) course by Andrew Ng | Coursera
- Data Science: Deep Learning and Neural Networks in Python | Udemy
- Understanding Machine Learning with Python | Pluralsight
- How to Think About Machine Learning Algorithms | Pluralsight
- Deep Learning Courses | Stanford Online
- Deep Learning - UW Professional & Continuing Education
- Deep Learning Online Courses | Harvard University
- Machine Learning for Everyone Courses | DataCamp
- Artificial Intelligence Expert Course: Platinum Edition | Udemy
- Top Artificial Intelligence Courses Online | Coursera
- Learn Artificial Intelligence with Online Courses and Lessons | edX
- Professional Certificate in Computer Science for Artificial Intelligence | edX
- Artificial Intelligence Nanodegree program
- Artificial Intelligence (AI) Online Courses | Udacity
- Intro to Artificial Intelligence Course | Udacity
- Reasoning: Goal Trees and Rule-Based Expert Systems | MIT OpenCourseWare
- Expert Systems and Applied Artificial Intelligence
- Autonomous Systems - Microsoft AI
- Introduction to Microsoft Project Bonsai
- Autonomous Maritime Systems Training | AMC Search
- Top Autonomous Cars Courses Online | Udemy
- Applied Control Systems 1: autonomous cars: Math + PID + MPC | Udemy
- Learn Autonomous Robotics with Online Courses and Lessons | edX
- Autonomous Systems Online Courses & Programs | Udacity
- Autonomous Systems MOOC and Free Online Courses | MOOC List
- Robotics and Autonomous Systems Graduate Program | Standford Online
- Mobile Autonomous Systems Laboratory | MIT OpenCourseWare
- Mobile Autonomous Systems Laboratory | MIT OpenCourseWare
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Computer Vision Learning Resources
-
VS Code Extensions for Developer Productivity
- Computer Vision
- OpenCV Courses
- Top Computer Vision Courses Online | Coursera
- Top Computer Vision Courses Online | Udemy
- Learn Computer Vision with Online Courses and Lessons | edX
- Computer Vision and Image Processing Fundamentals | edX
- Computer Vision Nanodegree program | Udacity
- Machine Vision Course |MIT Open Courseware
- Computer Vision Training Courses | NobleProg
- Visual Computing Graduate Program | Stanford Online
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Photogrammetry Learning Resources
-
VS Code Extensions for Developer Productivity
- Terrestrial(Close-range) photogrammetry
- Top Photogrammetry Courses Online | Udemy
- Photogrammetry With Drones: In Mapping Technology | Udemy
- Introduction to Photogrammetry Course | Coursera
- Photogrammetry Online Classes and Training | Linkedin Learning
- Pix4D training and certification for mapping professionals
- Drone mapping and photogrammetry workshops with Pix4D
- Digital Photogrammetric Systems Course | Purdue Online Learning
- Photogrammetry Training | Deep3D Photogrammetry
- ASPRS Certification Program
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-
Autodesk Learning Resources
-
VS Code Extensions for Developer Productivity
- Autodesk
- CNC programming (Computer Numerical Control Programming)
- AutoDesk Learning & Training
- Autodesk Certification
- Autodesk University
- Autodesk Design Academy
- Autodesk Customer Success Hub
- Software and Services for Education | Autodesk Education
- AutoDesk Developer Network
- Learning Civil 3D on Autodesk Knowledge Network
- Top Autodesk Courses on Udemy
- Top Autodesk Courses on Coursera
- Top Autodesk Fusion 360 Courses on Coursera
- Autodesk Customer Success Hub
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Lua Tools, Libraries, and Frameworks
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viii. Linear Regression
- Algernon - in support for QUIC, HTTP/2, Lua, Markdown, Pongo2, HyperApp, Amber, Sass(SCSS), GCSS, JSX, BoltDB (built-in, stores the database in a file, like SQLite), Redis, PostgreSQL, MariaDB/MySQL, rate limiting, graceful shutdown, plugins, users and permissions.
- Lua Fun - performance functional programming library for Lua designed with LuaJIT's trace compiler in mind.
- Luakit - browser framework extensible by Lua using the WebKit web content engine and the GTK+ toolkit.
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Categories
LiDAR Tools & Frameworks
116
Autodesk Tools and Frameworks
75
Game Development Tools
56
Unity Tools
47
Getting Started with VS Code
36
Deep Learning Learning Resources
32
SQL/NoSQL Tools and Databases
27
C/C++ Learning Resources
26
Augmented Reality (AR) & Virtual Reality (VR) Tools and Frameworks
23
Photogrammetry Tools, Libraries, and Frameworks
22
C/C++ Tools and Frameworks
21
SQL/NoSQL Learning Resources
16
Computer Vision Tools, Libraries, and Frameworks
16
Deep Learning Tools, Libraries, and Frameworks
16
Unity Learning Resources
15
DirectX Tools, Libraries, and Frameworks
14
Autodesk Learning Resources
14
Vulkan Tools, Libraries, and Frameworks
13
C# Tools, Libraries and Frameworks
13
Learning Resources for ML
12
MATLAB Tools, Libraries, Frameworks
12
MATLAB Learning Resources
12
Getting Started with Xcode
11
Photogrammetry Learning Resources
10
Computer Vision Learning Resources
10
LiDAR Learning Resources
10
Lua Learning Resources
9
CUDA Tools Libraries, and Frameworks
8
DirectX Learning Resources
7
Metal Learning Resources
7
Vulkan Learning Resources
6
Metal Tools, Libraries, and Frameworks
6
Networking Tools & Concepts
5
C# Learning Resources
5
CUDA Learning Resources
5
ML Frameworks, Libraries, and Tools
3
Lua Tools, Libraries, and Frameworks
3
Xcode Developer Platforms for Apps
1
License
1
Network Protocols
1
Sub Categories
VS Code Extensions for Developer Productivity
353
viii. Linear Regression
253
Interfaces
45
vi. Determinants
2
v. Fundamental vector spaces
2
i. Basis
2
iv. Linear transformations
2
iii. Matrix-vector product
2
i. Vector operations
2
ii. Systems of equations as matrix equations
2
iii. Dimension and Basis for Vector Spaces
1
i. Using row operations
1
iii. Transpose of a Matrix
1
iv. Row space, columns space, and rank of a matrix
1
vii. Eigenvalues and eigenvectors
1
i. Solving systems of equations
1
ii. Matrix representations of linear transformations
1
ii. Matrix operations
1
Keywords
vulkan
7
game-development
4
game-engine
4
gamedev
4
graphics
4
vr
2
linux
2
gpu
2
metal
2
structure-from-motion
2
photogrammetry
2
meshroom
2
vulkan-api
2
computer-vision
2
camera-tracking
2
alicevision
2
3d-reconstruction
2
android
2
ios
2
windows
2
3d
2
cpp
2
framework
2
cross-platform
2
csharp
2
dotnet
2
rust
1
api
1
best-practices
1
graphics-programming
1
khronos
1
xna
1
tutorials
1
open-source
1
monogame
1
game-framework
1
vulkan-samples
1
c-plus-plus
1
cocos2d
1
cocos2d-x
1
c-sharp
1
linx
1
immediate-gui
1
library
1
multi-platform
1
native
1
toolkit
1
tools
1
ui
1
d3d11
1