IoT-Guide

IoT Guide
https://github.com/mikeroyal/IoT-Guide

Last synced: 3 days ago
JSON representation

Networking Tools & Concepts
- 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)
- cURL Fuzzer
- DoH - alone application for DoH (DNS-over-HTTPS) name resolves and lookups.
- HTTPStat
- Wuzz
- Websocat - line client for WebSockets, like netcat (or curl) for ws:// with advanced socat-like functions.
- Wireshark
- HTTPie - line HTTP client. Its goal is to make CLI interaction with web services as human-friendly as possible. HTTPie is designed for testing, debugging, and generally interacting with APIs & HTTP servers.
Network Protocols
- Interfaces
  - OAuth 2.0 - party applications to access the user account.
SQL/NoSQL Learning Resources
- Interfaces
SQL/NoSQL Tools and Databases
- Interfaces
  - 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).
  - 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.
  - MySQL - native applications using the world's most popular open source database.
  - PostgreSQL - relational database system with over 30 years of active development that has earned it a strong reputation for reliability, feature robustness, and performance.
  - 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.
  - ElasticSearch - capable full-text search engine with an HTTP web interface and schema-free JSON documents. Elasticsearch is developed in Java.
  - 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.
  - 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.
  - 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/).
  - MongoDB - like documents.
  - OracleDB - critical data with the highest availability, reliability, and security.
  - MariaDB - critical applications.
  - 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.
  - SQLite Database Browser
  - 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/).
  - 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.
  - dbWatch - premise, hybrid/cloud database environments.
  - 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
  - Azure SQL Database - powered and automated features that optimize performance and durability for you. Serverless compute and Hyperscale storage options automatically scale resources on demand, so you can focus on building new applications without worrying about storage size or resource management.
  - Azure SQL Managed Instance - premises applications to the cloud with very few application and database changes. Managed instance has split compute and storage components.
  - Azure Data Studio
  - Netdata - fidelity infrastructure monitoring and troubleshooting, real-time monitoring Agent collects thousands of metrics from systems, hardware, containers, and applications with zero configuration. It runs permanently on all your physical/virtual servers, containers, cloud deployments, and edge/IoT devices, and is perfectly safe to install on your systems mid-incident without any preparation.
  - 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.
  - 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.
  - Azure Synapse Analytics
  - Hadoop Distributed File System (HDFS) - yarn/hadoop-yarn-site/YARN.html).
  - SQL Server Data Tools (SSDT)
  - Bulk Copy Program - line tool that comes with Microsoft SQL Server. BCP, allows you to import and export large amounts of data in and out of SQL Server databases quickly snd efficeiently.
  - Logstash
  - Kibana
  - Atlas - memory dimensional [time series database](https://en.wikipedia.org/wiki/Time_series_database).
  - VMware
  - Azure SQL Database - powered and automated features that optimize performance and durability for you. Serverless compute and Hyperscale storage options automatically scale resources on demand, so you can focus on building new applications without worrying about storage size or resource management.
Telco Learning Resources
- Interfaces
Tools
- Interfaces
  - Open Stack - as-a-service (IaaS) to orchestrate data center operations on bare metal, private cloud hardware, public cloud resources, or both (hybrid/multi-cloud architecture). OpenStack includes advance use of virtualization & SDN for network traffic optimization to handle the core cloud-computing services of compute, networking, storage, identity, and image services.
  - StarlingX - low latency use cases.
  - Airship
  - Virtualized Infrastructure Manager (VIM)
  - Management and Orchestration(MANO) - hosted initiative to develop an Open Source NFV Management and Orchestration (MANO) software stack aligned with ETSI NFV. Two of the key components of the ETSI NFV architectural framework are the NFV Orchestrator and VNF Manager, known as NFV MANO.
  - OpenRAN - vendor deployments.
  - Open vSwitch(OVS)
  - Multi-access edge computing (MEC) - parties across multi-vendor Multi-access Edge Computing platforms.
  - Cloud-Native Network Functions(CNF)
  - Physical Network Function(PNF)
  - 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.
  - 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.
  - Opacus
  - Kubernetes (K8s) - source system for automating deployment, scaling, and management of containerized applications.
  - 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
  - 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.
  - Grafana Kubernetes App
  - 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.
  - Edge
  - 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/).
  - TensorFlow Privacy
  - PyDP
  - Skorch - learn compatible neural network library that wraps PyTorch.
  - Diffprivlib
  - Azure Kubernetes Service (AKS) - grade security and governance. Unite your development and operations teams on a single platform to rapidly build, deliver, and scale applications with confidence.
  - Kata Operator
  - OpenShift Hive
  - VMware Tanzu
  - KubeInit
  - Rancher
  - K3s - constrained, remote locations or inside IoT appliances.
  - Charmed Kubernetes - key, conformant Kubernetes platform, optimized for your multi-cloud environments developed by Canonical.
  - TensorFlow Federated (TFF) - source framework for machine learning and other computations on decentralized data. TFF has been developed to facilitate open research and experimentation with [Federated Learning (FL)](https://ai.googleblog.com/2017/04/federated-learning-collaborative.html), an approach to machine learning where a shared global model is trained across many participating clients that keep their training data locally.
  - PyTorch Geometric (PyG)
  - Smart Noise - of-the-art differential privacy (DP) techniques to inject noise into data, to prevent disclosure of sensitive information and manage exposure risk.
Security Standards, Frameworks and Benchmarks
- Interfaces
  - STIGs Benchmarks - Security Technical Implementation Guides
  - ISO Standards Catalogue
  - Common Criteria for Information Technology Security Evaluation (CC)
  - EU GDPR (General Data Protection Regulation)
  - CCPA (California Consumer Privacy Act)
  - ISO 22301 - practice framework for implementing an optimised BCMS (business continuity management system).
  - ISO 27701
  - SOC 2
Security Tools
- Interfaces
  - AppArmor - to-use Linux application security system. AppArmor proactively protects the operating system and applications from external or internal threats, even zero-day attacks, by enforcing good behavior and preventing both known and unknown application flaws from being exploited. AppArmor supplements the traditional Unix discretionary access control (DAC) model by providing mandatory access control (MAC). It has been included in the mainline Linux kernel since version 2.6.36 and its development has been supported by Canonical since 2009.
  - Control Groups(Cgroups) - defined groups of tasks (processes) running on a system.
  - Libgcrypt
  - Kali Linux - class information security training and penetration testing services.
  - 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.
  - 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
  - Cilium
  - 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
  - SELinux - rwxr-xr-x) are modifiable by the user and the applications which the user runs. Conversely, SELinux access controls are determined by a policy loaded on the system which may not be changed by careless users or misbehaving applications.
  - EarlyOOM - memory situations with heavy swap usage.
  - Hubble
  - Certgen
  - syzkaller - guided kernel fuzzer.
  - SchedViz
  - oss-fuzz
  - Wfuzz
  - Patchwork - based patch tracking system designed to facilitate the contribution and management of contributions to an open-source project.
  - Snowpatch - based, mailing-list-centric git workflow. This workflow is used by a number of well-known open source projects such as the Linux kernel.
  - Tink - language, cross-platform, open source library that provides cryptographic APIs that are secure, easy to use correctly, and harder to misuse.
Open Source Security Learning Resources
- Interfaces
Learning Resources
- Interfaces
Kubernetes Learning Resources
- Interfaces
ML frameworks & applications
- Interfaces
  - Amazon SageMaker
  - Open Neural Network Exchange(ONNX) - in operators and standard data types.
  - 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/).
  - 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.
  - Apache PredictionIO
  - BigDL
  - MLflow Tracking
  - MLflow Projects
  - MLflow Models
  - Model Registry
  - 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.
  - 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.
  - Apache Spark™ MLflow
  - Tensorman
  - 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.
  - PlaidML
  - OpenCV - time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
  - Caffe
  - Theano - dimensional arrays efficiently including tight integration with NumPy.
  - nGraph - of-use to AI developers.
  - Apache Spark Connector for SQL Server and Azure SQL - performance connector that enables you to use transactional data in big data analytics and persists results for ad-hoc queries or reporting. The connector allows you to use any SQL database, on-premises or in the cloud, as an input data source or output data sink for Spark jobs.
  - Cluster Manager for Apache Kafka(CMAK)
  - Numba - aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support for automatic parallelization of loops, generation of GPU-accelerated code, and creation of ufuncs and C callbacks.
  - cuML - learn.
  - AutoGluon - accuracy deep learning models on tabular, image, and text data.
Online ML Learning Resources
- Interfaces
  - Machine Learning by Stanford University from Coursera
  - Machine Learning Courses Online from Udemy
  - Learn Machine Learning with Online Courses and Classes from edX
  - DBus - process communication, and remote procedure call mechanism that allows communication between multiple processes running concurrently on the same machine.
  - Constrained Application Protocol (CoAP) - to-machine (M2M) applications such as smart energy and building automation."
  - Manjaro Linux ARM
  - Arch Linux ARM
  - Ubuntu MATE for Raspberry Pi
  - Ubuntu Core on a Raspberry Pi
  - Ubuntu Server for ARM
  - Debian
  - openSUSE
  - SUSE
  - Kali Linux for the Raspberry Pi
  - RetroArch
  - RetroPie
  - LibreELEC
  - HeliOS
  - Simba
  - Trampoline
  - VxWorks - leading real-time operating systems (RTOS) for building embedded devices and systems for more than 30 years.
  - Zephyr OS - oriented RTOS with a small-footprint kernel designed for use on resource-constrained and embedded systems. Zephyr has a small-foorprint Kernel focusing on embedded devices compatible with x86, ARM, RISC-V, Xtensa and [others](https://docs.zephyrproject.org/latest/boards/index.html).
  - FreeRTOS - time operating system for microcontrollers that makes small, low-power edge devices easy to program, deploy, secure, connect, and manage.
  - Contiki-os - constrained systems with a focus on low-power wireless Internet of Things devices.
  - IoTSyS
  - Red Hat® JBoss® Middleware - term maintenance.
  - Raspberry Pi OS
  - SOAP
  - LWM2M
  - Advanced Message Queuing Protocol (AMQP)
  - Constrained Application Protocol (CoAP) - to-machine (M2M) applications such as smart energy and building automation."
  - OASIS Message Queuing Telemetry Transport (MQTT) - subscribe network protocol that transports messages between devices. The protocol usually runs over TCP/IP; however, any network protocol that provides ordered, lossless, bi-directional connections can support MQTT.
  - Very Simple Control Protocol (VSCP) - or home-automation is in the main focus. Its main advantage is that each VSCP-node can work completely autonomous, being part of distributed network of other nodes.
  - Hass.io(Home Assistant OS)
  - Ubuntu Desktop for Raspberry Pi
  - Fedora ARM
  - OSMC
  - RISC OS
  - Windows 10 IoT Core
  - HeliOS
  - Trampoline
  - LynxOS - time partitioning operating system developed by Lynx Software Technologies.
  - Arm Mbed TLS
  - Kaa - duty, enterprise-grade IoT solutions in mind. It banishes a monolithic approach to architecture in favour of highly portable microservices, which allow for flexible rearrangement and customization even in the middle of the solution's lifecycle.
  - LWM2M
  - Fedora ARM
  - DuinOS
  - OpenIoT - connected objects, while at the same time generating and processing important business/applications events.
  - OpenRemote
  - Debian
  - Ubuntu Core on a Raspberry Pi
- Toolkits
  - Thingful
  - openPicus FlyportPro - on-module is the best solution for those customers looking for flexibility and for development time and risk reduction.
  - Pinoccio - Internet access to all yout IoT devices, and it is Arduino compatible. Each board can assume the role of Scout in a Troop and one of the Scouts is the Lead to connect internet: Field Scouts talk to each other using a mesh network (called a Troop), using an extremely low-power radio.
  - Arduino Ethernet Shield 2
  - KinomaJS
  - IoT Toolkit - performance collection of libraries optimized for minimum memory consumption in RAM, ROM, high speed, and versatility working on any device.
  - Freeboard - time dashboard builder for IOT and other web mashups. A free open-source alternative to Geckoboard.
  - BeagleBone - power open-source single-board computer produced by Texas Instruments. It runs Android, Ubuntu and other Linux flavors.
- In-memory data grids
  - openHAB - platform software with the aim to integrate all kinds of Smart Home technologies, devices, etc.
  - Eclipse SmartHome - to-use solution. It offers a large set of features to choose from and leaves enough possibilities to design a Smart Home solution specific to your expectations. Its modular design brings millions of combinations and proves to be easily extensible by custom parts.
  - The Thing System
  - Open Source Robotics Foundation
  - Hazelcast - memory data grid based on Java.
  - Home Assistant
Tools for Robotics
- In-memory data grids
  - ROS - level device control, implementation of commonly used functionality, message-passing between processes, and package management.
  - Robot Framework - readable keywords. Its capabilities can be extended by libraries implemented with Python or Java.
  - Robotics System Toolbox
  - 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.
  - ArduPilot
  - Light Detection and Ranging(LiDAR) - driving vehicles.
  - ROS-Industrial
  - AWS RoboMaker - managed, scalable infrastructure for simulation that customers use for multi-robot simulation and CI/CD integration with regression testing in simulation.
  - Microsoft Robotics Developer Studio - based programming environment for building robotics applications.
  - 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.
  - The Robotics Library (RL) - contained C++ library for robot kinematics, motion planning and control. It covers mathematics, kinematics and dynamics, hardware abstraction, motion planning, collision detection, and visualization.RL runs on many different systems, including Linux, macOS, and Windows. It uses CMake as a build system and can be compiled with Clang, GCC, and Visual Studio.
  - Intel Robot DevKit
  - AirSim - source, cross platform, and supports hardware-in-loop with popular flight controllers such as PX4 for physically and visually realistic simulations.
  - F´ (F Prime) - driven framework that enables rapid development and deployment of spaceflight and other embedded software applications. Originally developed at the Jet Propulsion Laboratory, F´ has been successfully deployed on several space applications.
  - The JPL Open Source Rover
  - AliceVision - of-the-art computer vision algorithms that can be tested, analyzed and reused. The project is a result of collaboration between academia and industry to provide cutting-edge algorithms with the robustness and the quality required for production usage.
  - CARLA - source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous driving systems. In addition to open-source code and protocols, CARLA provides open digital assets (urban layouts, buildings, vehicles) that were created for this purpose and can be used freely. The simulation platform supports flexible specification of sensor suites and environmental conditions.
  - ROS bridge
  - Visual Studio Code Extension for ROS
  - Azure Kinect ROS Driver - us/services/kinect-dk/) to the [Robot Operating System (ROS)](http://www.ros.org/). Developers working with ROS can use this node to connect an Azure Kinect Developer Kit to an existing ROS installation.
  - Azure IoT Hub for ROS
  - ROS 2 with ONNX Runtime
  - Azure Cognitive Services LUIS ROS Node
Node.js Learning Resources
- In-memory data grids
Robotics Learning Resources
- In-memory data grids
  - Top Robotics Courses Online from Udemy
  - Free Online AI & Robotics Courses
  - Carnegie Mellon Robotics Academy
  - Azure VM templates to bootstrap ROS and ROS 2 environments
  - Google Robotics Research
  - Open Garden - to-peer mobile Internet connection sharing with faster and more efficient data transmissions by automatically and actively choosing and switching to the best available network without requiring users to manually sift through available networks to find the best one available.
  - AWS RoboMaker – Develop, Test, Deploy, and Manage Intelligent Robotics Apps
  - Language Understanding (LUIS) for Azure Cognitive Services
  - RIA Robotic Integrator Certification Program
  - Learn Robotics with Online Courses and Classes from edX
  - RIA Robotic Integrator Certification Program
  - Microsoft AI School
  - OpenWSN - based and open source implementation of a complete constrained network protocol stack for wireless sensor networks and Internet of Things.
Node.js Tools
- In-memory data grids
  - NPM
  - Express
  - Meteor - simple environment for building modern web applications with JavavScript.
  - NW.js
  - PM2 - in load balancer. It allows you to keep applications alive forever, to reload them without downtime and to facilitate common system admin tasks.
  - NestJS
  - Strapi
  - Standard
  - Hexo
  - 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.
  - node-gyp - platform command-line tool written in Node.js for compiling native addon modules for Node.js. It contains a vendored copy of the gyp-next project that was previously used by the Chromium team, extended to support the development of Node.js native addons.
  - Mocha
  - AVA
  - egg
  - mysqljs
  - axios
Java Learning Resources
- In-memory data grids
Java Tools & Frameworks
- In-memory data grids
  - Java SE
  - JDK Development Tools
  - IntelliJ IDEA
  - 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.
  - Guava
  - Retrofit - safe HTTP client for Android and Java develped by Square.
  - Apache Flink - and batch-processing capabilities with elegant and fluent APIs in Java and Scala.
  - 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.
  - 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.
  - 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.
  - 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 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.
  - JaCoCo
  - Junit
  - Mockito
  - SpotBugs
  - YourKit
  - 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.
  - DBeaver - platform database tool for developers, SQL programmers, database administrators and analysts. Supports any database which has JDBC driver (which basically means - ANY database). EE version also supports non-JDBC datasources (MongoDB, Cassandra, Redis, DynamoDB, etc).
  - Java Design Patterns
  - Elasticsearch
  - okhttp
  - LeakCanary
  - 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.
Python Learning Resources
- In-memory data grids
Python Frameworks and Tools
- In-memory data grids
  - Python Package Index (PyPI)
  - PyCharm
  - 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
  - Matplotlib - quality figures in a variety of hardcopy formats and interactive environments across platforms.
  - Python Tools for Visual Studio(PTVS)
  - Scikit-Learn
  - Python Tools for Visual Studio(PTVS)
  - Pylance
  - Pyright
  - AWS Chalice
  - Pipenv
  - Python Fire
  - Bottle - framework for Python. It is distributed as a single file module and has no dependencies other than the [Python Standard Library](https://docs.python.org/library/).
  - Sanic
  - Neural Network Intelligence(NNI)
  - Luigi - in.
  - Locust
  - spaCy
  - PuLP
Rust Learning Resources
- In-memory data grids
Rust Tools
- In-memory data grids
  - Crater
  - Wasmer - integrations).
  - Vector - performance, end-to-end (agent & aggregator) observability data platform that puts the user in control of their observability data.
  - Chalk - like logic solver.
  - stdarch - specific APIs and run-time feature detection.
  - Krustlet - and-toleration/). The project is currently experimental.
  - Cargo
  - VSCode-Rust - either by the official Rust Language Server (RLS) or rust-analyzer, depending on the user's preference. If you don't have it installed, the extension will install it for you (with permission). This extension is built and maintained by the Rust IDEs and editors team with the focus on providing a stable, high quality extension that makes the best use of the respective language server.
  - Apache Arrow - memory analytics. It contains a set of technologies that enable big data systems to process and move data fast. Arrow's libraries are available for C, C++, C#, Go, Java, JavaScript, MATLAB, Python, R, Ruby, and Rust.
  - Tokio - driven, non-blocking I/O platform for writing asynchronous applications with the Rust programming language.
  - TiKV - source distributed transactional key-value database that also provides classical key-vlue APIs, but also transactional APIs with ACID compliance.
  - Hyper
  - Rocket
  - Clippy
  - Servo
  - RustPython
  - Miri - level intermediate representation. It can run binaries and test suites of cargo projects and detect certain classes of undefined behavior. Miri will alsowill also tell you about memory leaks: when there is memory still allocated at the end of the execution, and that memory is not reachable from a global static, Miri will raise an error.
  - Simpleinfra
  - Rustlings
Operating System
- In-memory data grids
  - Rust on Chrome OS
  - Bottlerocket OS - source Linux-based operating system meant for hosting containers. Bottlerocket focuses on security and maintainability, providing a reliable, consistent, and safe platform for container-based workloads.
Swift Learning Resources
- In-memory data grids
  - Swift - C.
  - Xcode + Swift
  - Swift 5.3 Basics
  - Apple Developer Documentation
  - Apple Foundation Framework
  - Apple Core Animation Framework
  - Apple Core Graphics Framework
  - Getting Started with LLDB
  - Amazon EC2 Mac Instances
  - Apple Developer Forums
  - Swift Forums
  - Swift Courses Online from Coursera
  - Swift Courses Online from Udemy
  - Learning Swift course from Codecademy
  - Swift - C.
  - Swift Evolution - visible enhancements to the Swift Programming Language.
  - Swift GitHub
  - Google's Swift Style Guide
  - Start Developing iOS Apps with Swift
Swift Tools
- In-memory data grids
  - 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
  - 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.
  - Vapor
  - Hero
  - 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.
  - Perfect - facing and server-side applications.
  - Alamofire
  - Eureka
  - Carthage
  - ReactiveCocoa
  - 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.
  - 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.

Programming Languages

Python 25 C++ 15 Rust 14 Swift 8 Java 6 C 6 Go 6 JavaScript 5 Shell 4 Scala 3

IoT-Guide

Networking Tools & Concepts

Network Protocols

Interfaces

SQL/NoSQL Learning Resources

Interfaces

SQL/NoSQL Tools and Databases

Interfaces

Telco Learning Resources

Interfaces

Tools

Interfaces

Security Standards, Frameworks and Benchmarks

Interfaces

Security Tools

Interfaces

Open Source Security Learning Resources

Interfaces

Learning Resources

Interfaces

Kubernetes Learning Resources

Interfaces

ML frameworks & applications

Interfaces

Online ML Learning Resources

Interfaces

Toolkits

In-memory data grids

Tools for Robotics

In-memory data grids

Node.js Learning Resources

In-memory data grids

Robotics Learning Resources

In-memory data grids

Node.js Tools

In-memory data grids

Java Learning Resources

In-memory data grids

Java Tools & Frameworks

In-memory data grids

Python Learning Resources

In-memory data grids

Python Frameworks and Tools

In-memory data grids

Rust Learning Resources

In-memory data grids

Rust Tools

In-memory data grids

Operating System

In-memory data grids

Swift Learning Resources

In-memory data grids

Swift Tools

In-memory data grids