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Oracle-Cloud-Guide

Oracle Cloud Infrastructure Guide
https://github.com/mikeroyal/Oracle-Cloud-Guide

Last synced: 4 days ago
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Tools
- Angular
- Storybook
- Brakeman
- fastlane
- Fluentd
- Vue.js - adoptable JavaScript framework for building UI on the web.
- React
- React Native
- 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.
- Java SE
- JDK Development Tools
- IntelliJ IDEA
- NetBeans
- Elasticsearch
- 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
- Apache JMeter
- Junit
- Mockito
- SpotBugs
- SpringBoot - powered, production-grade applications and services with absolute minimum fuss. It takes an opinionated view of the Spring platform so that new and existing users can quickly get to the bits they need.
- YourKit
- Oracle Cloud SDK for Go
- 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/)).
- Deno
- Ionic Framework - platform UI toolkit for building native-quality iOS, Android, and Progressive Web Apps with HTML, CSS, and JavaScript.
- Stencil
- 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
- Network functions virtualization (NFV)
- Software Defined Networking (SDN) - based controllers or application programming interfaces (APIs) to communicate with underlying hardware infrastructure and direct traffic on a network. This model differs from that of traditional networks, which use dedicated hardware devices (routers and switches) to control network traffic.
- 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.
- Magma - effective and extensible carrier-grade networks. Magma is 3GPP generation (2G, 3G, 4G or upcoming 5G networks) and access network agnostic (cellular or WiFi). It can flexibly support a radio access network with minimal development and deployment effort.
- OpenRAN - vendor deployments.
- Open vSwitch(OVS)
- Edge
- Multi-access edge computing (MEC) - parties across multi-vendor Multi-access Edge Computing platforms.
- Virtualized network functions(VNFs)
- Cloud-Native Network Functions(CNF)
- Physical Network Function(PNF)
- Network functions virtualization infrastructure(NFVI)
- NativeScript
- AssemblyScript
- React Hook Form
- Apollo Client - featured caching GraphQL client with integrations for React, Angular, and more. It allows you to easily build UI components that fetch data via GraphQL.
- TensorFlow.js - source WebGL hardware-accelerated JavaScript library for training and deploying machine learning models.
- Rome - status) for JavaScript, TypeScript, JSON, HTML, Markdown, and CSS.
- Eclipse Theia - fledged multi-language Cloud & Desktop IDE-like products with state-of-the-art web technologies.
- Gatsby
- TypeScript ESLint
- Oracle Cloud SDK for .NET
- .NET Core - platform .NET implementation for websites, servers, and console apps on Windows, Linux, and macOS.The .NET Framework supports websites, services, desktop apps, and more on Windows. Xamarin/Mono is a .NET implementation for running apps on all the major mobile operating systems.
- ASP.NET Core - platform .NET framework for building modern cloud-based web applications on Windows, Mac, or Linux.
- Mono
- 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.
- Rider - platform .NET IDE devloped by JetBrains to develop .NET, ASP.NET, .NET Core, Xamarin; or Unity applications for Windows, Mac, Linux.
- 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.
- IdentityServer - based authentication, single-sign-on and API access control in your applications.
- Hangfire
- ReactiveUI - platform model-view-viewmodel framework for all .NET platforms that is inspired by functional reactive programming, which is a paradigm that allows you to abstract mutable state away from your user interfaces and express the idea around a feature in one readable place and improve the testability of your application.
- Oracle Cloud SDK for Ruby
- RubyMine
- Rails - application framework that includes everything needed to create database-backed web applications according to the [Model-View-Controller (MVC)](https://en.wikipedia.org/wiki/Model-view-controller) pattern. Understanding the MVC pattern is key to understanding Rails. MVC divides your application into three layers: Model, View, and Controller, each with a specific responsibility.
- Active Admin
- Spree - commerce platform for Rails 6 with a modern UX, optional PWA frontend, REST API, GraphQL, several official extensions and 3rd party integrations.
- Sidekiq
- Kaminari
- TensorFlow.js - source WebGL hardware-accelerated JavaScript library for training and deploying machine learning models.
- Java Design Patterns
- okhttp
- LeakCanary
- Android Studio
- Prettier for Ruby
- 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.
- 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).
- 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.
- .NET Core - platform .NET implementation for websites, servers, and console apps on Windows, Linux, and macOS.The .NET Framework supports websites, services, desktop apps, and more on Windows. Xamarin/Mono is a .NET implementation for running apps on all the major mobile operating systems.
Databases and Tools
- 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.
- IBM DB2 - empowered capabilities designed to help you manage both structured and unstructured data on premises as well as in private and public cloud environments. Db2 is built on an intelligent common SQL engine designed for scalability and flexibility.
- 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.
- 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.
- RStudio - highlighting editor that supports direct code execution, and tools for plotting, history, debugging and workspace management.
- 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.
- 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.
- SQLite Database Browser
- dbWatch - premise, hybrid/cloud database environments.
- Adminer
- DbVisualizer
- AppDynamics Database - Volume Production Environment.
- 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.
- Lepide SQL Server - to-use, graphical user interface.
- Sequel Pro
- VMware
- 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.
Open Source Security Learning Resources
- Cybersecurity Courses and Certifications by Offensive Security
- Microsoft Open Source Software Security
- Cloudflare Open Source Security
- The Seven Properties of Highly Secure Devices
- How Layer 7 of the Internet Works
- The 7 Kinds of Security
- The Libgcrypt Reference Manual
- The Open Web Application Security Project(OWASP) Foundation Top 10
- Best Practices for Using Open Source Code from The Linux Foundation
- RSA Certification Program
- 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.
- Certified Cloud Security Professional(CCSP) Certification
- Certified Information Systems Security Professional (CISSP) Certification
- Security Training Certifications and Courses from Udemy
- Security Training Certifications and Courses from Coursera
- Security Certifications Training from Pluarlsight
- Kubernetes (K8s) - source system for automating deployment, scaling, and management of containerized applications. [Installing Kubernetes on Ubuntu](https://ubuntu.com/kubernetes/install).
- Kubernetes.io
- 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.
- Amazon EKS
- AWS Controllers for Kubernetes (ACK) - available Kubernetes applications that utilize AWS services.
- 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.
- Anthos - premises environments.
- Red Hat Openshift - premises, hybrid, and multicloud deployments.
- Odo
- Kata Operator
- 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.
- Rancher
- K3s - constrained, remote locations or inside IoT appliances.
- 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.
- Charmed Kubernetes - key, conformant Kubernetes platform, optimized for your multi-cloud environments developed by Canonical.
- Grafana Kubernetes App
- KubeEdge
- Lens
- kind
- Flux CD
- Microsoft Certified: Azure Security Engineer Associate
- Cybersecurity Training and Courses from IBM Skills
- Juniper Networks Certification Program Enterprise (JNCP)
- Google Cloud Certified Professional Cloud Security Engineer
- 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.
- 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.
- Check Point Certified Security Master (CCSM) Certification
Networking Learning Resources
- Networking courses and specializations from Coursera
- Network & Security Courses from Udemy
- Network & Security Courses from edX
- Microsoft Certified: Azure Security Engineer Associate
- The Red Hat Certified Specialist in Security: Linux
- Cybersecurity Courses and Certifications by Offensive Security
- Linux Professional Institute LPIC-3 Enterprise Security Certification
- AWS Certified Security - Specialty Certification
- Cisco Security Certifications
- Google Cloud Certified Professional Cloud Security Engineer
Protocols
- JSON Web Token (JWT) - safe means of representing claims to be transferred between two parties. The claims in a JWT are encoded as a JSON object that is digitally signed using JSON Web Signature (JWS).
- OAuth 2.0 - party applications to access the user account.
Virtualization
- 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.
- QEMU
- Hyper-V
- oVirt - source distributed virtualization solution, designed to manage your entire enterprise infrastructure. oVirt uses the trusted KVM hypervisor and is built upon several other community projects, including libvirt, Gluster, PatternFly, and Ansible.Founded by Red Hat as a community project on which Red Hat Enterprise Virtualization is based allowing for centralized management of virtual machines, compute, storage and networking resources, from an easy-to-use web-based front-end with platform independent access.
- Packer
- Vagrant - to-use workflow and focus on automation, Vagrant lowers development environment setup time, increases production parity, and makes the "works on my machine" excuse a relic of the past. It provides easy to configure, reproducible, and portable work environments built on top of industry-standard technology and controlled by a single consistent workflow to help maximize the productivity and flexibility of you and your team.
- VMware Workstation
- VirtualBox
- Hyper-V
- VirtManager
- Xen
- Ganeti
- QEMU
- VirtualBox
Database Learning Resources
- 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
- Tableau CRM: BI Software and Tools
- Databases on AWS
- Best Practices and Recommendations for SQL Server Clustering in AWS EC2.
- Connecting from Google Kubernetes Engine to a Cloud SQL instance.
- Educational Microsoft Azure SQL resources
- MySQL Certifications
- SQL vs. NoSQL Databases: What's the Difference?
- What is NoSQL?
- Tableau CRM: BI Software and Tools
- Tableau CRM: BI Software and Tools
- Educational Microsoft Azure SQL resources
Telco Learning Resources
- HPE(Hewlett Packard Enterprise) Telco Blueprints overview
- Network Functions Virtualization Infrastructure (NFVI) by Cisco
- Introduction to vCloud NFV Telco Edge from VMware
- VMware Telco Cloud Automation(TCA) Architecture Overview
- 5G Telco Cloud from VMware
- Maturing OpenStack Together To Solve Telco Needs from Red Hat
- Red Hat telco ecosystem program
- OpenStack for Telcos by Canonical
- Open source NFV platform for 5G from Ubuntu
- Understanding 5G Technology from Verizon
- Verizon and Unity partner to enable 5G & MEC gaming and enterprise applications
- Understanding 5G Technology from Intel
- Understanding 5G Technology from Qualcomm
- Telco Acceleration with Xilinx
- VIMs on OSM Public Wiki
- Amazon EC2 Overview and Networking Introduction for Telecom Companies
- Cloud Native Computing Foundation Training and Certification Program
- Citrix Certified Associate – Networking(CCA-N)
- Citrix Certified Professional – Virtualization(CCP-V)
- Certified Information Security Manager(CISM)
- Wireshark Certified Network Analyst (WCNA)
- CCNP Routing and Switching
Security Standards, Frameworks and Benchmarks
- STIGs Benchmarks - Security Technical Implementation Guides
- CIS Benchmarks - CIS Center for Internet Security
- NIST - Current FIPS
- ISO Standards Catalogue
- Common Criteria for Information Technology Security Evaluation (CC)
- ISO 22301 - practice framework for implementing an optimised BCMS (business continuity management system).
- ISO27001 - effectively.
- ISO 27701
- EU GDPR (General Data Protection Regulation)
- CCPA (California Consumer Privacy Act)
- Payment Card Industry (PCI) Data Security Standards (DSS)
- SOC 2
- NIST CSF
- SOC 2
- NIST - Current FIPS
- ISO 27701
- Payment Card Industry (PCI) Data Security Standards (DSS)
Security Tools
- 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
- eBPF - rich without continuing to add additional layers of complexity to the system.
- 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.
- Wireshark - source packet analyzer. It is used for network troubleshooting, analysis, software and communications protocol development, and education.
- OpenSCAP
- OWASP - available articles, methodologies, documentation, tools, and technologies in the field of web application security.
- Open Vulnerability and Assessment Language
- ClamAV
Node.js Learning Resources
- Introduction to Node.js by W3Schools
- Node.js - side scripts outside of a browser.
- The OpenJS Foundation
- Set up NodeJS on WSL 2
- Getting started with Node.js in Google Cloud
- Getting Started with Node.js in AWS
- Node.js App Hosting & Deployment in Microsoft Azure
- Node.js tutorial in Visual Studio Code
- Server-side Development with NodeJS, Express and MongoDB on Coursera
- Node.js App Hosting & Deployment in Microsoft Azure
- Set up NodeJS on WSL 2
ML Learning Resources
- Learn Machine Learning with Online Courses and Classes from edX
- Machine Learning by Stanford University from Coursera
- Machine Learning Courses Online from Coursera
- Machine Learning Courses Online from Udemy
ML frameworks & applications
- Apache Airflow - source workflow management platform created by the community to programmatically author, schedule and monitor workflows. Install. Principles. Scalable. Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to infinity.
- Open Neural Network Exchange(ONNX) - in operators and standard data types.
- Apache MXNet
- AutoGluon - accuracy deep learning models on tabular, image, and text data.
- Anaconda
- OpenCV - time computer vision applications. The C++, Python, and Java interfaces support Linux, MacOS, Windows, iOS, and Android.
- Weka - in tools for standard machine learning tasks, and additionally gives transparent access to well-known toolboxes such as scikit-learn, R, and Deeplearning4j.
- 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
- Koalas
- Apache Spark™ MLflow
- 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.
- TensorFlow - to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications.
- Keras - level neural networks API, written in Python and capable of running on top of TensorFlow, CNTK, or Theano.It was developed with a focus on enabling fast experimentation. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, or PlaidML.
- PyTorch
- Amazon SageMaker
- 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.
Kubernetes Learning Resources
- Getting Kubernetes Certifications
- Getting started with Kubernetes on AWS
- Kubernetes on Microsoft Azure
- Intro to Azure Kubernetes Service
- Getting started with Google Cloud
- Getting started with Kubernetes on Red Hat
- Getting started with Kubernetes on IBM
- YAML basics in Kubernetes
- Elastic Cloud on Kubernetes
- Docker and Kubernetes
- Deploy a model to an Azure Kubernetes Service cluster
- Simplify Machine Learning Inference on Kubernetes with Amazon SageMaker Operators
- Running Apache Spark 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
- Managing Kubernetes (K8s) objects with Ansible
- Setting up a Kubernetes cluster using Vagrant and Ansible
- Running MongoDB with Kubernetes
- Kubernetes Fluentd
- Understanding the new GitLab Kubernetes Agent
- Kubernetes Contributors
- KubeAcademy from VMware
- Docker and Kubernetes
- Kubernetes on Microsoft Azure
- Intro to Azure Kubernetes Service
- Deploy a model to an Azure Kubernetes Service cluster
- Using Ansible in a Cloud-Native Kubernetes Environment
Node.js Tools
- NPM
- node-docker
- egg
- Fastify
- Express
- 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.
- jenkins-nodejs - installer, allowing to create as many NodeJS installations "profiles" as you want.
- Strapi
- Standard
- React Starter Kit
- Hexo
- Oracle Cloud SDK for Java
- NestJS
- 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.
Java Learning Resources
- Java
- The Eclipse Foundation
- Getting Started with Java
- Oracle Java certifications from Oracle University
- Java Tutorial by W3Schools
- Getting Started with Java in Visual Studio Code
- Google Java Style Guide
- AOSP Java Code Style for Contributors
- Chromium Java style guide
- Get Started with OR-Tools for Java
- Getting started with Java Tool Installer task for Azure Pipelines
- Gradle User Manual
- Getting started with Java Tool Installer task for Azure Pipelines
Go Learning Resources
- Uber's Go Style Guide
- Go
- Golang Contribution Guide
- GitLab's Go standards and style guidelines
- Effective Go
- Go: The Complete Developer's Guide (Golang) on Udemy
- Getting Started with Go on Coursera
- Programming with Google Go on Coursera
- Learning Go Fundamentals on Pluralsight
- Learning Go on Codecademy
- Google Developers Training
Go Tools
- golang tools
- Go in Visual Studio Code
- NATS - premise, in the cloud, at the edge, and even on a Raspberry Pi. NATS can secure and simplify design and operation of modern distributed systems.
- Fiber
- Oracle Cloud SDK for Python
Python Frameworks and Tools
- NumPy
- Python Package Index (PyPI)
- PyCharm
- Django - level Python Web framework that encourages rapid development and clean, pragmatic design.
- Flask
- 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.
- Tornado - blocking network I/O, which can scale to tens of thousands of open connections.
- HTTPie
- Scrapy - level web crawling and web scraping framework, used to crawl websites and extract structured data from their pages. It can be used for a wide range of purposes, from data mining to monitoring and automated testing.
- Sentry
- CherryPy - oriented HTTP web framework.
- Sanic
- Pyramid - world web application development and deployment more fun and more productive.
- TurboGears
- Falcon - performance Python web framework for building large-scale app backends and microservices with support for MongoDB, Pluggable Applications and autogenerated Admin.
- Dash
- Pillow
- IPython
- GraphLab Create - scale, high-performance machine learning models.
- Pandas
- Matplotlib - quality figures in a variety of hardcopy formats and interactive environments across platforms.
- CherryPy - oriented HTTP web framework.
- Oracle Cloud SDK for TypeScript and JavaScript
- Python Tools for Visual Studio(PTVS)
- Scikit-Learn
Python Learning Resources
- Python - level programming language. Python is used heavily in the fields of Data Science and Machine Learning.
- Python Developer’s Guide
- Azure Functions Python developer guide - us/azure/azure-functions/functions-reference).
- CheckiO
- Python Institute
- PCEP – Certified Entry-Level Python Programmer certification
- PCAP – Certified Associate in Python Programming certification
- MTA: Introduction to Programming Using Python Certification
- Getting Started with Python in Visual Studio Code
- Google's Python Style Guide
- Google's Python Education Class
- Real Python
- 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
- PCPP – Certified Professional in Python Programming 2
- MTA: Introduction to Programming Using Python Certification
TypeScript Learning Resources
- TypeScript - scale JavaScript. TypeScript adds optional types to JavaScript that support tools for large-scale JavaScript applications for any browser, for any host, on any OS. TypeScript compiles to readable, standards-based JavaScript.
- TypeScript support for Webpack
- TypeScript Support for Nuxt.js
- TypeScript Support for Vue.js
- TypeScript Support for React Native
- TypeScript Support for Angular
- GitHub Actions for JavaScript and TypeScript
.NET Learning Resources
- .NET
- .NET documentation
- Getting started with .NET
- .NET Application Architecture Guide
- C# documentation
- Intro .NET Guide by JetBrains
- Getting started with .NET
- C# documentation
Ruby Learning Resources
- Ruby
- Ruby Documentation
- Ruby Community
- Ruby Gems
- Ruby courses by Coursera
- Learn Ruby course by Codecademy
- Ruby Glossary
- Ruby in Twenty Minutes Quickstart
- Getting started with a Ruby on Rails application on CircleCI.
- The Ruby Style Guide

Programming Languages

Java 3 Kotlin 2 Python 2 C# 1 Shell 1 C 1 HTML 1

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ML frameworks & applications

Kubernetes Learning Resources

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Python Learning Resources

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