macOS-iOS-iPadOS-Guide
macOS/iOS/iPadOS Guide
https://github.com/mikeroyal/macOS-iOS-iPadOS-Guide
Last synced: 4 days ago
JSON representation
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Node.js Tools
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Objective-C Tools, Libraries, and Frameworks
- nvm - user, and invoked per-shell. nvm works on any POSIX-compliant shell (sh, dash, ksh, zsh, bash), in particular on these platforms: unix, macOS, and windows WSL.
- Meteor - simple environment for building modern web applications with JavavScript.
- NW.js
- NPM
- Hexo
- Express
- PM2 - in load balancer. It allows you to keep applications alive forever, to reload them without downtime and to facilitate common system admin tasks.
- node-docker
- NestJS
- jenkins-nodejs - installer, allowing to create as many NodeJS installations "profiles" as you want.
- Strapi
- Standard
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DevOps Tools
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Objective-C Tools, Libraries, and Frameworks
- Docker - level virtualization to deliver software in packages called containers. Containers are isolated from one another and bundle their own software, libraries and configuration files; they can communicate with each other through well-defined channels. All containers are run by a single operating-system kernel and are thus more lightweight than virtual machines.
- Cucumber
- AWS ECS - performance container orchestration service that supports Docker containers and allows you to easily run and scale containerized applications on AWS. Amazon ECS eliminates the need for you to install and operate your own container orchestration software, manage and scale a cluster of virtual machines, or schedule containers on those virtual machines.
- GitLab - based DevOps lifecycle tool that provides a Git-repository manager providing wiki, issue-tracking and CI/CD pipeline features, using an open-source license, developed by GitLab Inc.
- GitHub
- Slack - based proprietary instant messaging platform developed by Slack Technologies.
- AWS Lambda - driven, serverless computing platform provided by Amazon as a part of the Amazon Web Services. It is a computing service that runs code in response to events and automatically manages the computing resources required by that code.
- AWS CodeBuild
- AWS CodeDeploy - premises servers. AWS CodeDeploy makes it easier for you to rapidly release new features, helps you avoid downtime during application deployment, and handles the complexity of updating your applications.
- Team City
- OpenStack - source software platform for cloud computing, mostly deployed as infrastructure-as-a-service that controls large pools of compute, storage, and networking resources throughout a datacenter, managed through a dashboard or via the OpenStack API. OpenStack works with popular enterprise and open source technologies making it ideal for heterogeneous infrastructure.
- Microsoft Azure - managed data centers.
- ElasticSearch - capable full-text search engine with an HTTP web interface and schema-free JSON documents. Elasticsearch is developed in Java.
- JUnit
- Prometheus - time metrics in a time series database (allowing for high dimensionality) built using a HTTP pull model, with flexible queries and real-time alerting.
- Circle CI
- Bitbucket - based version control repository hosting service owned by Atlassian, for source code and development projects that use either Mercurial or Git revision control systems. Bitbucket offers both commercial plans and free accounts. It offers free accounts with an unlimited number of private repositories. Bitbucket integrates with other Atlassian software like Jira, HipChat, Confluence and Bamboo.
- Mocha
- Jira
- New Relic - based monitoring tool that fully supports the way DevOps teams work in the modern enterprise by streamlining your workflows with today's collaboration software and orchestration tools like Puppet, Chef, and Ansible.
- Trello - based Kanban-style list-making application that gives you perspective over all your projects, at work and at home.
- Apache Hadoop - availability, the library itself is designed to detect and handle failures at the application layer, so delivering a highly-available service on top of a cluster of computers, each of which may be prone to failures.
- Splunk - generated big data, via a Web-style interface.
- SonarQube - source platform developed by SonarSource for continuous inspection of code quality to perform automatic reviews with static analysis of code to detect bugs, code smells, and security vulnerabilities on 20+ programming languages.
- GitHub Codespaces
- Chef
- Salt - based, open-source software for event-driven IT automation, remote task execution, and configuration management. Supporting the "Infrastructure as Code" approach to data center system and network deployment and management, configuration automation, SecOps orchestration, vulnerability remediation, and hybrid cloud control.
- Azure DevOps - platform, scalable apps and services; Azure Pipelines Continuously build, test, and deploy to any platform and cloud; Azure Lab Services Set up labs for classrooms, trials, development and testing, and other scenarios.
- Cloud Foundry
- Bamboo
- Drone - compose, to define and execute Pipelines inside Docker containers.
- Shippable
- Spinnaker - cloud continuous delivery platform for releasing software changes with high velocity and confidence.
- CFEngine - source configuration management system, written by Mark Burgess.Its primary function is to provide automated configuration and maintenance of large-scale computer systems, including the unified management of servers, desktops, consumer and industrial devices, embedded networked devices, mobile smartphones, and tablet computers.
- GitHub Actions - us/azure/developer/github/github-actions) you can create workflows that you can set up in your repository to build, test, package, release and deploy to Azure.Learn more about all other integrations with Azure.
- Zuul-CI
- Artifactory - site replication and scalable.
- Karma
- Jasmine - enabled platform, to not intrude on the application nor the IDE, and to have easy-to-read syntax.
- Vault
- VMware vSphere - leading compute virtualization platform, and your first step to application modernization. It has been rearchitected with native Kubernetes to allow customers to modernize the 70 million+ workloads now running on vSphere.
- Loki - scalable, highly-available, multi-tenant log aggregation system inspired by Prometheus. It is designed to be very cost effective and easy to operate. It does not index the contents of the logs, but rather a set of labels for each log stream.
- Nagios - software application that monitors systems, networks and infrastructure. Nagios offers monitoring and alerting services for servers, switches, applications and services. It alerts users when things go wrong and alerts them a second time when the problem has been resolved.
- Pivotal Tracker - time collaboration around a shared, prioritized backlog.
- Microsoft Teams
- Pagerduty
- Veracode - class application security, seamlessly integrating agile security solutions for organizations around the globe. In addition to application security services and secure devops services, Veracode provides a full security assessment to ensure your website and applications are secure, and ensures full enterprise data protection.
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Flutter Tools
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Objective-C Tools, Libraries, and Frameworks
- Firebase - as-a-Service (BaaS) app development platform that provides hosted backend services such as a realtime database, cloud storage, authentication, crash reporting, machine learning, remote configuration, and hosting for your static files.
- FlutterFire - plugins/) that enable Flutter apps to use [Firebase](https://firebase.google.com/) services. You can follow an example that shows how to use these plugins in the [Firebase for Flutter](https://codelabs.developers.google.com/codelabs/flutter-firebase/index.html#0) codelab.
- Appwrite - to-end backend server for Web, Mobile, and Flutter developers that is packaged as a set of Docker containers for easy deployment.
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Swift Development
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Swift Tools, Libraries, and Frameworks
- Kingfisher - Swift library for downloading and caching images from the web. It provides you a chance to use a pure-Swift way to work with remote images in your next app.
- Alamofire
- ReactiveCocoa
- Perfect - facing and server-side applications.
- Vapor
- Hero
- Eureka
- Carthage
- 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.
- 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
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Swift Learning Resources
- Swift - C.
- Xcode + Swift
- Swift 5.3 Basics
- Apple Developer Documentation
- Apple Foundation Framework
- Apple Core Animation Framework
- Apple Core Graphics Framework
- Virtualization Framework
- Paravirtualized Graphics Framework
- Getting Started with LLDB
- Amazon EC2 Mac Instances
- Swift Forums
- Swift Courses Online from Coursera
- Swift Courses Online from Udemy
- Learning Swift course from Codecademy
- Google's Swift Style Guide
- Swift GitHub
- Swift - C.
- Swift Evolution - visible enhancements to the Swift Programming Language.
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Objective-C Development
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Objective-C Tools, Libraries, and Frameworks
- Mantle
- Nimbus
- Quick - driven development framework for Swift and Objective-C.
- Cocoapods - C in your 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.
- Infer - C, and C.
- 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.
- AppKit
- 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 Hypervisor - party kernel extensions. Hypervisor provides C APIs so you can interact with virtualization technologies in user space, without writing kernel extensions (KEXTs). As a result, the apps you create using this framework are suitable for distribution on the [Mac App Store](https://www.appstore.com/).
- Does it ARM? Apps that are reported to support Apple Silicon
- Apple A-series - bit ARM-based system on a chip (SoC) used in their iPhones and iPads. Though, at WWDC 2020 it was announced that [Apple Silicon](https://developer.apple.com/documentation/apple_silicon) would [transition into Mac laptops](https://www.apple.com/newsroom/2020/06/apple-announces-mac-transition-to-apple-silicon/).
- Apple M1 Chip - core CPU and 8-core GPU), custom technologies, and great power efficiency. The M1 Chip is now availble for [Macbook Pro 13 with M1](https://www.apple.com/macbook-pro-13/), [Macbook Air 13 with M1](https://www.apple.com/macbook-air/), and [Mac Mini with M1](https://www.apple.com/mac-mini/).
- Universal App Quick Start Program
- Writing ARM64 Code for Apple Platforms
- Porting Your macOS Apps to Apple Silicon
- Building a Universal macOS Binary
- Addressing Architectural Differences in Your macOS Code
- Porting Just-In-Time(JIT) Compilers to Apple Silicon
- Porting Your Audio Code to Apple Silicon
- Porting Your Metal Code to Apple Silicon
- Tuning Your Code’s Performance for Apple Silicon
- Learn how Rosetta translates executables and what Rosetta can’t translate
- Running Your iOS Apps on macOS
- Adapting iOS Code to Run in the macOS Environment
- Implementing Drivers, System Extensions, and Kexts
- Installing a Custom Kernel Extension
- Debugging a Custom Kernel Extension
- Aspects - C and Swift.
- Hammerspoon
- Tensorflow_macOS - optimized version of TensorFlow and TensorFlow Addons for macOS 11.0+ accelerated using Apple's ML Compute framework.
- Xcode 12 - 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.
- Realm
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Objective-C Learning Resources
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Adding External Storage
- Apple
- Setapp
- Sabrent XTRM Q - res photos, videos, sound files, etc. It's perfect for saving, creating and editing available in 500GB, 1TB, 2TB, and 4TB drives.
- Shell Thunder - performance Intel-Certified Thunderbolt 3 SSD Enclosure engineered for active cooling with smart fan technology. Shell Thunder is designed for 2280 and 2260 m.2 NVME SSDs for macOS and Windows.
- Orico USB4.0 NVMe SSD Enclosure - performance SSD Enclosure engineered with up to a 40Gbps transmission rate and 2 TB capacity. It supports Windows, macOS, and Linux devices.
- USB-C to Lightning Cable (2 m) - C or Thunderbolt 3 (USB-C) enabled Mac for syncing and charging, or to your USB-C enabled iPad for charging.
- Apple App Store
- Get the Top Apps of 2020
- Developing for the App Store
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Game Development Learning Resources
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Objective-C Tools, Libraries, and Frameworks
- Genymotion
- Ardour
- Audacity - to-use, multi-track audio editor and recorder for Windows, Mac OS X, GNU/Linux and other operating systems. Developed by a group of volunteers as open source and offered free of charge. Amazing support community.
- HandBrake
- Shotcut - platform video editor. You can perform various actions such as video editing (including 4K video quality), add effects, create new movies, import most image files formats, export to almost any file format and much more.
- OBS (Open Broadcaster Software)
- LMMS
- Parallels Desktop for Mac - by-side with macOS (no restarting required) on your MacBook, MacBook Pro, iMac, iMac Pro, Mac mini or Mac Pro. Share files and folders, copy and paste images and text & drag and drop files between Mac and Windows applications.
- Kdenlive
- OpenShot - source video editing tool that's designed for users new in the editing environment. It has simple features such as a simple drag-and-drop function, it provides an easy-to-use and quick-to-learn user interface. The powerful video editor offers tons of efficient ways to cut and trim down your videos. You can freely utilize the unlimited tracks, video effects engine, title editor, 3D animations, slow motion, and time effects. It supports commonly used video codecs that are supported by FFmpeg like WebM (VP9), AVCHD (libx264), HEVC (libx265) and audio codecs like mp3 (libmp3lame) and aac (libfaac). The program can render MPEG4, ogv, Blu-ray and DVD video, and Full HD videos for uploading to the internet video websites like YouTube.
- Blender - in video sequence editor allows you to perform basic actions like video cuts and splicing, as well as more complex tasks like video masking or color grading. The Video Editor includes: Live preview, luma waveform, chroma vectorscope and histogram displays. Audio mixing, syncing, scrubbing and waveform visualization.
- REAPER
- Unreal Online Learning - on video courses and guided learning paths.
- Unreal Engine Authorized Training Program
- Unreal Engine for education
- Unreal Engine Training & Simulation
- Unity Certifications
- 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
- Android Virtual Device (AVD)
- Free
- H.264(AVC) - oriented and motion-compensated integer-DCT coding that defines multiple profiles (tools) and levels (max bitrates and resolutions) with support up to 8K.
- H.265(HEVC) - rate.
- FFmpeg
- Dynamic Adaptive Streaming over HTTP (DASH)
- OpenMAX™ - platform API that provides comprehensive streaming media codec and application portability by enabling accelerated multimedia components to be developed, integrated and programmed across multiple operating systems and silicon platforms.
- Lightworks - linear video editing appluication for editing and mastering digital video used by the film industry. Its professional edition has been used for box office hits, such as Shutter Island, Pulp Fiction, and Mission Impossible. Intimidating user interface. Like professional video editors, such as Adobe Premiere Pro, Lightworks is rather complicated to use for new users.
- Natron
- JACK Audio Connection Kit AKA JACK - time, low-latency connections for both audio and MIDI data between applications that implement its API. JACK can be configured to send audio data over a network to a "master" machine, which then outputs the audio to a physical device. This can be useful to mix audio from a number of "slave" computers without requiring additional cables or hardware mixers, and keeping the audio path digital for as long as possible.
- PipeWire - latency, graph based processing engine on top of audio and video devices that can be used to support the use cases currently handled by both pulseaudio and JACK. PipeWire was designed with a powerful security model that makes interacting with audio and video devices from containerized applications easy. Nodes in the graph can be implemented as separate processes, communicating with sockets and exchanging multimedia content using fd passing.
- Sonobus - quality, low-latency peer-to-peer audio between devices over the internet or a local network.
- Avid Pro Tools - production software for songwriters, musicians, producers, and engineers.
- HTTP Live Streaming (HLS)
- Apple ProRes - quality & high-performance editing in Final Cut Pro that supports up to 8K.
- Premiere Pro - leading video editing software for film, TV, and the web. Creative tools, integration with other apps and services, and the power of Adobe Sensei help you craft footage into polished films and videos. With [Premiere Rush](https://www.adobe.com/products/premiere-rush.html) you can create and edit new projects from any device.
- Final Cut Pro
- iZotope
- Unreal Engine for education
- Unreal Engine Training & Simulation
- Unreal Online Learning - on video courses and guided learning paths.
- Scrcpy
- OpenCore for Windows 10
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Java Tools
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Objective-C Tools, Libraries, and Frameworks
- Retrofit - safe HTTP client for Android and Java develped by Square.
- Guava
- RxJava - based programs by using observable sequences. It extends the [observer pattern](http://en.wikipedia.org/wiki/Observer_pattern) to support sequences of data/events and adds operators that allow you to compose sequences together declaratively while abstracting away concerns about things like low-level threading, synchronization, thread-safety and concurrent data structures.
- IntelliJ IDEA
- Apache Groovy - typing and static compilation capabilities, for the Java platform aimed at improving developer productivity thanks to a concise, familiar and easy to learn syntax. It integrates smoothly with any Java program, and immediately delivers to your application powerful features, including scripting capabilities, Domain-Specific Language authoring, runtime and compile-time meta-programming and functional programming.
- YourKit
- Jenkins - source automation server. Built with Java, it provides over 1700 [plugins](https://plugins.jenkins.io/) to support automating virtually anything, so that humans can actually spend their time doing things machines cannot.
- GraalVM - based languages like Java, Scala, Clojure, Kotlin, and LLVM-based languages such as C and C++.
- Gradle - language software development. From mobile apps to microservices, from small startups to big enterprises, Gradle helps teams build, automate and deliver better software, faster. Write in Java, C++, Python or your language of choice.
- Apache Flink - and batch-processing capabilities with elegant and fluent APIs in Java and Scala.
- Apache Spark - scale data processing. It provides high-level APIs in Scala, Java, Python, and R, and an optimized engine that supports general computation graphs for data analysis. It also supports a rich set of higher-level tools including Spark SQL for SQL and DataFrames, MLlib for machine learning, GraphX for graph processing, and Structured Streaming for stream processing.
- Java SE
- JDK Development Tools
- Fastjson
- 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.
- Redisson - Memory Data Grid. Over 50 Redis based Java objects and services: Set, Multimap, SortedSet, Map, List, Queue, Deque, Semaphore, Lock, AtomicLong, Map Reduce, Publish / Subscribe, Bloom filter, Spring Cache, Tomcat, Scheduler, JCache API, Hibernate, MyBatis, RPC, and local cache.
- JaCoCo
- Junit
- Mockito
- SpotBugs
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React Tools and Frameworks
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Objective-C Tools, Libraries, and Frameworks
- Flutter
- RxDB - database for JavaScript Applications like Websites, hybrid Apps, Electron-Apps, Progressive Web Apps and NodeJs.
- Storybook
- WebStorm - the-fly error detection, powerful navigation and refactoring for JavaScript, TypeScript, stylesheet languages, and all the most popular frameworks([Angular](https://angular.io/), [React](https://reactjs.org/), [Vue.js](https://vuejs.org/), [Ionic](https://ionicframework.com/), [Apache Cordova](https://cordova.apache.org/), [React Native](https://reactnative.dev/), [Node.js](https://nodejs.org/), [Meteor](https://www.meteor.com/#!), and [Electron](https://www.electronjs.org/)).
- GraphQL
- Gatsby
- React Hook Form
- React Boilerplate - first foundation with the best developer experience and a focus on performance and best practices.
- Ant Design - class UI design language and React UI library.
- React Boilerplate - first foundation with the best developer experience and a focus on performance and best practices.
- React Boilerplate - first foundation with the best developer experience and a focus on performance and best practices.
- React Boilerplate - first foundation with the best developer experience and a focus on performance and best practices.
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Security Tools
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Objective-C Tools, Libraries, and Frameworks
- Kali Linux - class information security training and penetration testing services.
- Cilium
- Wireshark - source packet analyzer. It is used for network troubleshooting, analysis, software and communications protocol development, and education.
- Pi-hole - side software, intended for use on a private network. It is designed for use on embedded devices with network capability, such as the Raspberry Pi, but it can be used on other machines running Linux and cloud implementations.
- Control Groups(Cgroups) - defined groups of tasks (processes) running on a system.
- Libgcrypt
- Aircrack-ng - PSK cracker and analysis tool for 802.11 wireless LANs. It works with any wireless network interface controller whose driver supports raw monitoring mode and can sniff 802.11a, 802.11b and 802.11g traffic.
- Burp Suite
- KernelCI - based open source distributed test automation system focused on upstream kernel development. The primary goal of KernelCI is to use an open testing philosophy to ensure the quality, stability and long-term maintenance of the Linux kernel.
- Continuous Kernel Integration project
- Istio
- Scapy - based interactive packet manipulation program & library.
- OSSEC - source host-based intrusion detection system. It performs log analysis, integrity checking, Windows registry monitoring, rootkit detection, time-based alerting, and active response.
- Metasploit Project
- Nmap
- pfSense
- Snort - source, free and lightweight network intrusion detection system (NIDS) software for Linux and Windows to detect emerging threats.
- OpenSCAP
- Open Vulnerability and Assessment Language
- ClamAV
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Tools
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Objective-C Tools, Libraries, and Frameworks
- Kubernetes (K8s) - source system for automating deployment, scaling, and management of containerized applications.
- Rider - platform .NET IDE devloped by JetBrains to develop .NET, ASP.NET, .NET Core, Xamarin; or Unity applications for Windows, Mac, Linux.
- GNU Image Manipulation Program(GIMP) - platform raster graphics editor based on the GNU Image Manipulation Program(GIMP) available for Linux, macOS, and Windows. A great free alternative for Photoshop.
- Vectr
- 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.
- Inkscape - source vector graphics editor; it can be used to create or edit vector graphics such as illustrations, diagrams, line arts, charts, logos and complex paintings.
- 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.
- 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/).
- Open Computing Language (OpenCL) - to-parallel-computing-zNrIS) of heterogeneous platforms consisting of CPUs, GPUs, and other hardware accelerators found in supercomputers, cloud servers, personal computers, mobile devices and embedded platforms.
- Kubernetes.io
- Amazon EKS
- AWS Controllers for Kubernetes (ACK) - available Kubernetes applications that utilize AWS services.
- Odo
- Thanos
- Rook - managing, self-scaling, self-healing storage services. It automates the tasks of a storage administrator: deployment, bootstrapping, configuration, provisioning, scaling, upgrading, migration, disaster recovery, monitoring, and resource management.
- Kubespray - sigs/kubespray/blob/master/docs/aws.md), GCE, [Azure](https://github.com/kubernetes-sigs/kubespray/blob/master/docs/azure.md), [OpenStack](https://github.com/kubernetes-sigs/kubespray/blob/master/docs/openstack.md), [vSphere](https://github.com/kubernetes-sigs/kubespray/blob/master/docs/vsphere.md), [Packet](https://github.com/kubernetes-sigs/kubespray/blob/master/docs/packet.md) (bare metal), Oracle Cloud Infrastructure (Experimental), or Baremetal.
- Helm
- Knative - based platform to build, deploy, and manage modern serverless workloads. Knative takes care of the operational overhead details of networking, autoscaling (even to zero), and revision tracking.
- KubeFlow
- Etcd - value store that provides a reliable way to store data that needs to be accessed by a distributed system or cluster of machines. Etcd is used as the backend for service discovery and stores cluster state and configuration for Kubernetes.
- OpenEBS - based tool to create stateful applications using Container Attached Storage.
- Container Storage Interface (CSI) - in.
- MicroK8s - the-air updates for ultra-reliable operations. It is supported on Linux, Windows, and MacOS.
- Lens
- kind
- Flux CD
- 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.
- Avalonia - platform XAML-based UI framework providing a flexible styling system and supporting a wide range of Operating Systems such as Windows via .NET Framework and .NET Core, Linux via Xorg, macOS.
- Hangfire
- Houdini
- Affinity Designer - quality concept art.
- Photopea
- AutoDesk Maya
- 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.
- 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.
- Adobe Creative Cloud
- Opacus
- Source 2 - Life: Alyx.
- 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.
- AutoDesk
- Privacy on Beam - to-end differential privacy solution built on [Apache Beam](https://beam.apache.org/documentation/). It is intended to be usable by all developers, regardless of their differential privacy expertise.
- BoTorch
- Glimpse - platform raster graphics editor based on the GNU Image Manipulation Program available for Linux, macOS, and Windows. A great tool for making YouTube video thumbnails.
- FreeCAD - source general-purpose parametric 3D CAD modeler and a building information modeling software with finite-element-method support.
- Dust3D - platform open-source modeling software. It helps you create a 3D watertight model in seconds. Use it to speed up your character modeling in game making, 3D printing, and so on.
- Sketchfab - source 3D models ready to view, buy, and download for free.
- Vivox
- Container Engine for Kubernetes (OKE) - managed container orchestration service that can reduce the time and cost to build modern cloud native applications. Unlike most other vendors, Oracle Cloud Infrastructure provides Container Engine for Kubernetes as a free service that runs on higher-performance, lower-cost compute.
- Krita
- OKD - tenant deployment. OKD adds developer and operations-centric tools on top of Kubernetes to enable rapid application development, easy deployment and scaling, and long-term lifecycle maintenance for small and large teams.
- MAUI - platform App UI, a framework for building native device applications spanning mobile, tablet, and desktop.
- ILSpy - source .NET assembly browser and decompiler.
- PySyft - learning-collaborative.html), [Differential Privacy](https://www.microsoft.com/en-us/ai/ai-lab-differential-privacy), and Encrypted Computation (like [Multi-Party Computation (MPC)](https://multiparty.org) and [Homomorphic Encryption (HE)](https://www.microsoft.com/en-us/research/project/homomorphic-encryption/) within the main Deep Learning frameworks like [PyTorch](https://pytorch.org/) and [TensorFlow](https://www.tensorflow.org/).
- .NET runtime
- 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.
- Polly - fault-handling library that allows developers to express policies such as Retry, Circuit Breaker, Timeout, Bulkhead Isolation, and Fallback in a fluent and thread-safe manner.
- Goxel
- Skorch - learn compatible neural network library that wraps PyTorch.
- 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.
- Quasar - weight remote administration tool coded in C#. The usage ranges from user support through day-to-day administrative work to employee monitoring. Providing high stability and an easy-to-use user interface, Quasar is the perfect remote administration solution for you.
- 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.
- Diffprivlib
- PyDP
- PhotoGIMP
- TensorFlow Privacy
- React Native Windows - class application experiences on native platforms using a consistent developer experience based on JavaScript and React.
- Refit - safe REST library for .NET Core, Xamarin and .NET.It's heavily inspired by Square's Retrofit library, Refit turns your REST API into a live interface.
- OpenShift Hive
- KubeInit
- OpenTimelineIO - less library for dealing strictly with time, opentime.
- OpenSubdiv
- Gthree
- 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.
- 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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Virtualization
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Objective-C Tools, Libraries, and Frameworks
- 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.
- 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.
- KVM (for Kernel-based Virtual Machine) - V). It consists of a loadable kernel module, kvm.ko, that provides the core virtualization infrastructure and a processor specific module, kvm-intel.ko or kvm-amd.ko.
- 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?
- 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
- Tableau CRM: BI Software and Tools
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Python Frameworks and Tools
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Objective-C Tools, Libraries, and Frameworks
- PyCharm
- Matplotlib - quality figures in a variety of hardcopy formats and interactive environments across platforms.
- Python Package Index (PyPI)
- Django - level Python Web framework that encourages rapid development and clean, pragmatic design.
- Web2py - source web application framework written in Python allowing allows web developers to program dynamic web content. One web2py instance can run multiple web sites using different databases.
- Falcon - performance Python web framework for building large-scale app backends and microservices with support for MongoDB, Pluggable Applications and autogenerated Admin.
- Pillow
- IPython
- Pandas
- Scikit-Learn
- Python Tools for Visual Studio(PTVS)
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C/C++ Tools
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Objective-C Tools, Libraries, and Frameworks
- Visual Studio Code
- 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/).
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C# Tools and Frameworks
-
Objective-C Tools, Libraries, and Frameworks
- ANTLR (ANother Tool for Language Recognition)
- .NET Fiddle
- dotPeek
- 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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Node.js Learning Resources
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Objective-C Tools, Libraries, and Frameworks
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Flutter Learning Resources
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Objective-C Tools, Libraries, and Frameworks
- Adding Firebase to your Flutter app
- Dart - source, scalable programming language, with robust libraries and runtimes, for building web, server, and mobile apps using the Flutter framework.
- Style Guide for Flutter
- Dart and Flutter: The Complete Developer's Guide on Udemy
- Flutter for Beginners course on Pluralsight
- Flutter Online Training Courses on LinkedIn Learning
- The Complete Flutter App Development Bootcamp with Dart by App Brewery
- Fuchsia Project
- Getting Started with Fuchsia
- Fuchsia Reference
- Contributing to Fuchsia
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ML frameworks & applications
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Objective-C Tools, Libraries, and Frameworks
- 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.
- Amazon SageMaker
- Anaconda
- 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/).
- 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.
- 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
- 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.
- Apache Spark™ MLflow
- MLflow Tracking
- MLflow Projects
- MLflow Models
- Model Registry
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C/C++ Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- 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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Java Learning Resources
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Objective-C Tools, Libraries, and Frameworks
-
-
React Learning Resources
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Objective-C Tools, Libraries, and Frameworks
-
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Game Engines
-
Objective-C Tools, Libraries, and Frameworks
- If you would like to Donate to the Blender Project
- If you would like to Donate to the Godot Project
- Unigine - platform game engine designed for development teams (C++/C# programmers, 3D artists) working on interactive 3D apps.
- Unity - platform game development platform. Use Unity to build high-quality 3D and 2D games, deploy them across mobile, desktop, VR/AR, consoles or the Web, and connect with loyal and enthusiastic players and customers.
- Unreal Engine 4 - time 3D creation tool. Continuously evolving to serve not only its original purpose as a state-of-the-art game engine, today it gives creators across industries the freedom and control to deliver cutting-edge content, interactive experiences, and immersive virtual worlds.
- Godot Engine - 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.
- Blender
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-
Tools for Robotics
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Objective-C Tools, Libraries, and Frameworks
- Arduino - source platform used for building electronics projects. Arduino consists of both a physical programmable circuit board (often referred to as a microcontroller) and a piece of software, or IDE (Integrated Development Environment) that runs on your computer, used to write and upload computer code to the physical board.
- Robotics System Toolbox
- AutoGluon - to-machine-learning) that automates machine learning tasks enabling you to easily achieve strong predictive performance in your applications. With just a few lines of code, you can train and deploy high-accuracy deep learning models on tabular, image, and text data.
- AWS RoboMaker - managed, scalable infrastructure for simulation that customers use for multi-robot simulation and CI/CD integration with regression testing in simulation.
- Robot Framework - readable keywords. Its capabilities can be extended by libraries implemented with Python or Java.
- ROS - level device control, implementation of commonly used functionality, message-passing between processes, and package management.
- ROS2 - of-the-art algorithms, and with powerful developer tools, ROS has what you need for your next robotics project. And it’s all open source.
- ArduPilot
- Light Detection and Ranging(LiDAR) - driving vehicles.
- ROS-Industrial
- Microsoft Robotics Developer Studio - based programming environment for building robotics applications.
-
-
Game Streaming
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Objective-C Tools, Libraries, and Frameworks
- Chiaki
- Geforce NOW
- Moonlight Game Streaming
- Xbox Project xCloud - based Xbox game-streaming technology **(currently in Beta)**. **Play games like Forza Horizon 4, Halo 5: Guardians, Gears of War 4, Sea of Thieves, Cuphead, Red Dead Redemption 2, and 100+ other games on your mobile device or Chrome web browser**. Microsoft's Xbox Project xCloud does require an [Xbox Game Pass Ultimate](https://www.xbox.com/en-US/xbox-game-pass/cloud-gaming) subscription.
- Amazon Luna
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-
Networking Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- AWS Certified Security - Specialty Certification
- Cisco Security Certifications
- The Red Hat Certified Specialist in Security: Linux
- Linux Professional Institute LPIC-3 Enterprise Security Certification
- Citrix Certified Associate – Networking(CCA-N)
- Citrix Certified Professional – Virtualization(CCP-V)
- CCNP Routing and Switching
- Certified Information Security Manager(CISM)
- Wireshark Certified Network Analyst (WCNA)
- Networking courses and specializations from Coursera
- Network & Security Courses from Udemy
- Network & Security Courses from edX
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-
Protocols
-
Objective-C Tools, Libraries, and Frameworks
- OAuth 2.0 - party applications to access the user account.
-
-
Kubernetes Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- Getting started with Kubernetes on AWS
- Getting started with Google Cloud
- Getting started with Kubernetes on Red Hat
- YAML basics in Kubernetes
- Elastic Cloud on Kubernetes
- Kubernetes Across VMware vRealize Automation
- VMware Tanzu Kubernetes Grid
- All the Ways VMware Tanzu Works with AWS
- VMware Tanzu Education
- Using Ansible in a Cloud-Native Kubernetes Environment
- Setting up a Kubernetes cluster using Vagrant and Ansible
- Kubernetes Fluentd
- Understanding the new GitLab Kubernetes Agent
- Kubernetes Contributors
- KubeAcademy from VMware
- Simplify Machine Learning Inference on Kubernetes with Amazon SageMaker Operators
- Docker and Kubernetes
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-
Open Source Security Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- Certified Cloud Security Professional(CCSP) Certification
- Microsoft Open Source Software Security
- How Layer 7 of the Internet Works
- The Libgcrypt Reference Manual
- The Open Web Application Security Project(OWASP) Foundation Top 10
- RSA Certification Program
- Check Point Certified Security Master (CCSM) Certification
- Certified Information Systems Security Professional (CISSP) Certification
- Security Training Certifications and Courses from Udemy
- Security Certifications Training from Pluarlsight
- Statistical Noise
- Laplacian Noise - distributed noise to a function.
-
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.NET Learning Resources
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Objective-C Tools, Libraries, and Frameworks
-
-
C# Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
-
-
Robotics Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- Open Source Security Foundation (OpenSSF) - industry collaboration that brings together leaders to improve the security of open source software by building a broader community, targeted initiatives, and best practices. The OpenSSF brings together open source security initiatives under one foundation to accelerate work through cross-industry support. Along with the Core Infrastructure Initiative and the Open Source Security Coalition, and will include new working groups that address vulnerability disclosures, security tooling and more.
- Learn Robotics with Online Courses and Classes from edX
- Top Robotics Courses Online from Udemy
- Free Online AI & Robotics Courses
- Carnegie Mellon Robotics Academy
- RIA Robotic Integrator Certification Program
- Microsoft AI School
- Azure VM templates to bootstrap ROS and ROS 2 environments
- Google Robotics Research
- AWS RoboMaker – Develop, Test, Deploy, and Manage Intelligent Robotics Apps
- RIA Robotic Integrator Certification Program
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-
Security Standards, Frameworks and Benchmarks
-
Python Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- CheckiO
- PCPP – Certified Professional in Python Programming 2
- Getting Started with Python in Visual Studio Code
- Google's Python Style Guide
- Google's Python Education Class
- Intro to Python for Data Science
- Intro to Python by W3schools
- Codecademy's Python 3 course
- Learn Python with Online Courses and Classes from edX
- Python Courses Online from Coursera
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-
Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- Blender Education
- Blender Network
- Blender Courses from Udemy
- First steps with Universal Scene Description in Blender
- Intro to using Universal Scene Description with NVIDIA
- AutoDesk Learning, Training & Certification
- AutoDesk Courses and Specializations from Coursera
- Adobe Creative Cloud Training Courses
- Adobe Creative Cloud Certifications
- AutoDesk Design Academy
- Getting Started with Cinema 4D
- AMD Radeon ProRender Developer Suite
- Graphic Design Masterclass(Photoshop, Illustrator, InDesign) from Udemy
- Vectr: Beginner's Guide To Graphic Design from udemy
- Canva MasterClass: Design For EveryDay Use from Udemy
- Blender Foundation Certification Training
-
-
Augmented Reality (AR) & Virtual Reality (VR)
-
Objective-C Tools, Libraries, and Frameworks
- 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.
- ARCore
- SteamVR
- OpenVR Benchmark on Steam
- OpenHMD - mounted display) devices such as Oculus Rift, HTC Vive, Sony PSVR, and others.
- Simula - 638454156)).
- OpenVR
- Libsurvive
-
-
Online ML Learning Resources
-
Steam
-
Objective-C Tools, Libraries, and Frameworks
-
-
Game Emulators
-
Objective-C Tools, Libraries, and Frameworks
- RetroArch
- Citra - source emulator for the Nintendo 3DS capable of playing many of your favorite games.
- DOSBox - source DOS emulator which primarily focuses on running DOS Games.
- yuzu - source emulator for the Nintendo Switch from the creators of Citra.
- MAME
- xemu
- yuzu - source emulator for the Nintendo Switch from the creators of Citra.
-
-
DevOps Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- Microsoft Certified: DevOps Engineer Expert Cert.
- Introduction to Azure DevOps from A Cloud Guru
- DevOps Engineering on AWS from AWS Training
- AWS Certified DevOps Engineer - Professional from A Cloud Guru
- Architecting with Google Compute Engine
- Architecting with Google Kubernetes Engine in Google Cloud
- VMware Training and Certification Program
- Cloudera Certification Program
- Salesforce Certification Program
- Salesforce Superbadges
- Red Hat Training and Certification Program
- Linux Foundation Training and Certification Program
- Linux Professional Institute(LPI) Training and Certification
- Learn DevOps with Online Courses and Lessons from edX
- Top DevOps Courses Online from Udemy
- Devops Courses from Coursera
-
-
Performance Benchmarks
-
Objective-C Tools, Libraries, and Frameworks
- Geekbench 5 - platform benchmark that measures your system's performance with the press of a button.
- UNIGINE Superposition
- Phoronix Test Suite
-
-
Apple Arcade
-
Objective-C Tools, Libraries, and Frameworks
- Apple Arcade - app purchases.
-
-
Privacy Learning Resources
-
Objective-C Tools, Libraries, and Frameworks
- Apple's Differential Privacy Overview
- Learning with Privacy at Scale with Apple Machine Learning
- Microsoft Research Differential Privacy Overview
- Responsible Machine Learning with Microsoft Azure
- Responsible AI Resources with Microsoft AI
- Preserve data privacy by using differential privacy and the SmartNoise package
- Open Differential Privacy(OpenDP) Initiative by Microsoft and Harvard
- Computing Private Statistics with Privacy on Beam from Google Codelabs
- Introducing TensorFlow Privacy: Learning with Differential Privacy for Training Data
- Differentially-Private Stochastic Gradient Descent(DP-SGD)
- Learning Differential Privacy from Harvard University Privacy Tools Project
- Harvard University Privacy Tools Project Courses & Educational Materials
- The Weaknesses of Differential Privacy course on Coursera
- The Differential Privacy of Bayesian Inference
- Simultaneous private learning of multiple concepts
- The Complexity of Computing the Optimal Composition of Differential Privacy
- Order revealing encryption and the hardness of private learning
- SAP HANA data anonymization using SAP Software Solutions
- SAP HANA Security using their In-Memory Database
- DEFCON Differential Privacy Training Launch
- Secure and Private AI course on Udacity
- Differential Privacy - Security and Privacy for Big Data - Part 1 course on Coursera
- Differential Privacy - Security and Privacy for Big Data - Part 2 course on Coursera
- Certified Ethical Emerging Technologist Professional Certificate course on Coursera
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Programming Languages
Categories
Tools
82
DevOps Tools
47
Game Development Learning Resources
45
Objective-C Development
39
Virtualization
35
Swift Development
32
C/C++ Learning Resources
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24
C/C++ Tools
21
Security Tools
20
Java Tools
20
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ML frameworks & applications
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Learning Resources
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Node.js Tools
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11
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11
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9
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