A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Climate / Energy, Automotives, Retail, Pharma, Medicine, Healthcare, Policy, Ethics and more. 

Machine-Learning / Deep-Learning / AI + Web3 -Tutorials

The Pulumi Cloud Native Development Platform is the easiest way to create and deploy cloud programs that use containers, serverless functions, hosted services, and infrastructure, on any cloud. Simply write code in your favorite language and Pulumi automatically provisions and manages your AWS, Azure, Google Cloud Platform, and/or Kubernetes resources, using an infrastructure-as-code approach. 
 
Skip the YAML, and use standard language features like loops, functions, classes, and package management that you already know and love. Choose from over 60 cloud providers, including public, private, and hybrid architectures. 
 
Pulumi programs, written in general-purpose programming languages, describe how your cloud infrastructure should be composed. To declare new infrastructure in your program, you allocate resource objects whose properties correspond to the desired state of your infrastructure.

The Pulumi Cloud Native Development Platform is the easiest way to create and deploy cloud programs that use containers, serverless functions, hosted services, and infrastructure, on any cloud. Simply write code in your favorite language and Pulumi automatically provisions and manages your AWS, Azure, Google Cloud Platform, and/or Kubernetes resources, using an infrastructure-as-code approach. 

Pulumi - Developer-First Infrastructure as Code

Cloudiscovery helps you to analyze resources in your cloud (AWS/GCP/Azure/Alibaba/IBM) account. Now this tool only can check resources in AWS, but they are working to expand to other providers. The tool consists of various commands to help you understand the cloud infrastructure. It provides a CLI to easily perform desired actions.
 
Following resources are checked in AWS environment. 
<ul>
<li>Autoscaling Group</li>
<li>Classic/Network/Application Load Balancer</li>
<li>Client VPN Endpoints</li>
<li>CloudHSM</li>
<li>DocumentDB</li>
<li>Directory Service</li>
<li>EC2 Instance</li>
<li>ECS</li>
<li>EFS</li>
<li>ElastiCache</li>
<li>Elasticsearch</li>
<li>EKS</li>
<li>EMR</li>
<li>IAM Policy</li>
<li>Internet Gateway (IGW)</li>
<li>Lambda</li>
<li>Media Connect</li>
<li>Media Live</li>
<li>Media Store Policy</li>
<li>MSK</li>
<li>NACL</li>
<li>NAT Gateway</li>
<li>Neptune</li>
<li>QuickSight</li>
<li>RDS</li>
<li>REST Api Policy</li>
<li>Route Table</li>
<li>S3 Policy</li>
<li>Sagemaker Notebook</li>
<li>Sagemaker Training Job</li>
<li>Sagemaker Model</li>
<li>Security Group</li>
<li>SQS Queue Policy</li>
<li>Site-to-Site VPN Connections</li>
<li>Subnet</li>
<li>Synthetic Canary</li>
<li>VPC Peering</li>
<li>VPC Endpoint</li>
<li>VPN Customer Gateways</li>
<li>Virtual Private Gateways</li>
<li>Workspace</li>
</ul>

Cloudiscovery helps you to analyze resources in your cloud (AWS/GCP/Azure/Alibaba/IBM) account. Now this tool only can check resources in AWS, but they are working to expand to other providers. The tool consists of various commands to help you understand the cloud infrastructure. It provides a CLI to easily perform desired actions.

Clouddiscovery - The tool to help you discover resources in the cloud environment

CapRover is an extremely easy to use app/database deployment & web server manager for your NodeJS, Python, PHP, ASP.NET, Ruby, MySQL, MongoDB, Postgres, WordPress applications. It's blazingly fast and very robust as it uses Docker, nginx, LetsEncrypt and NetData under the hood behind its simple-to-use interface. 
 
CapRover has built-in support for several popular apps that can
 be deployed as is. These include WordPress, MySQL, MongoDB and many 
more.&nbsp;&nbsp;There is a repository of <a href="https://github.com/caprover/one-click-apps" style="" target="_blank">One Click Apps on GitHub</a> and it's continuously growing.<ul><li>Deploy apps in your own space (Node js, PHP, Python, Java literally any language!)</li><li>Ability to secure your services over HTTPS for FREE, ability to automatically redirect HTTP to HTTPS.</li><li>Deploying one-click apps is a matter of seconds! MongoDB, Parse, MySQL, WordPress, Postgres and many more.</li><li>Simple interface for many docker operations: exposing container ports to host, setting up persistent directories, instance count and etc.&nbsp;</li><li>Optionally fully customizable nginx config allowing you to enable HTTP2, specific caching logic, custom SSL certs and etc.&nbsp;</li><li>Attach more nodes and create a cluster in seconds! CapRover automatically configures nginx to load balance</li></ul>Many ways to deploy the app.<ul><li>upload your source from dashboard</li><li>use command line caprover deploy</li><li>use webhooks and build upon git push</li></ul>

CapRover is an extremely easy to use app/database deployment & web server manager for your NodeJS, Python, PHP, ASP.NET, Ruby, MySQL, MongoDB, Postgres, WordPress applications. It's blazingly fast and very robust as it uses Docker, nginx, LetsEncrypt and NetData under the hood behind its simple-to-use interface. 

CapRover - Easiest app/database deployment platform and webserver package for your applications

Lad is the best Node.js framework. Made by a former Express TC and Koa team member. Lad boasts dozens of features and is extremely configurable. Lad framework includes Webapp server, API server, Proxy server, Job scheduler, Font end, Back end, Email Engine, Translation, Error Handling, Security, Performance.

Lad - Best Node.js framework. Made by a former Express TC and Koa team member

Mist is an open source platform for managing heterogeneous computing infrastructure, aka a Multi-Cloud Management Platform. The managed computing resources may be running on any combination of public clouds, private clouds, hypervisors, bare metal servers, container hosts. Mist provides a unified way to operate, monitor & govern cloud resources. The mission statement of the Mist platform is to help commoditize computing by alleviating vendor lock-in.

 Mist - Open source multi-cloud management platform

CloudQuery transforms your cloud infrastructure into queryable SQL for easy monitoring, governance and security. CloudQuery pulls, normalize, expose and monitor your cloud infrastructure and SaaS apps as SQL database. This abstracts various scattered APIs enabling you to define security, governance, cost and compliance policies with SQL. CloudQuery comes with built-in policy packs such as: AWS CIS.

CloudQuery - Transforms your cloud infrastructure into SQL database for easy monitoring, governance and security

sops is an editor of encrypted files that supports YAML, JSON, ENV, INI and BINARY formats and encrypts with AWS KMS, GCP KMS, Azure Key Vault and PGP.

SOPS: Simple and flexible tool for managing secrets 

Snowplow is an enterprise-strength marketing and product analytics platform. It identifies your users, and tracks the way they engage with your website or application. It stores your users' behavioural data in a scalable "event data warehouse" you control: in Amazon S3 and (optionally) Amazon Redshift or Postgres. Lets you leverage the biggest range of tools to analyze that data, including big data tools (e.g. Spark) via EMR or more traditional tools e.g. Looker, Mode, Superset, Re:dash to analyze that behavioural data.

Snowplow - Cloud-native web, mobile and event analytics, running on AWS and on-premise with Kafka

Educate and Empower software professionals in open source tools and technologies.

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