DataScience_Examples

All about DataSince, DataEngineering and ComputerScience

View the Project on GitHub datainsightat/DataScience_Examples

Cloud Computing

Fundamental attributes of cloud computing:

Google Cloud

GCP Architecture

Storage and Compute ressources are connected with an 1 Petbit/sec connection.

Big Data Team

GCP Team

Resource Hierarchy

Organization > Folder > Project > Resource

Compute Storage Big Data Cloud AI
Computer Engine (IAAS) Cloud Bigtable BigQuery Vertex AI
Google Kubernetes GKE Cloud Storage Pub/Sub Vision AI
App Engine (PAAS) Cloud SQL Dataflow Speech-to-Text
Cloud Function (FAAS) Cloud Spanner Dataproc AutoML
  Cloud Datastorage Notebooks Tranaslation

GCP Services

Services

Compute

GCP

Storage

GCP

Big Data

GCP

Machine Learning

GCP

Compute

Pre Trained Models

GCP Big Data Tools

Architectures

GCP Architectures

Storage

Network

Google network 10 GB/s

Google Network

Regions and Zones

Regions

Security

Google Security

gcp

IAM

IAM (Identity and Access Management) defines WHO, can do WHAT, on which RESOURCE.

WHO

WHAT

Instance Admin > Role

Service Resource Verb
compute instances list
compute instances delete
compute instances start

On which RESOURCE

gcp

Roles

Primitve Roles

gcp

Predefined Roles

gcp

Custom Roles

gcp

Service Accounts

Google Cloud SDK

RESTful APIs

Programmatic access to products and services. Enabled through the Google Cloud Platform Console. The API Explorer is an interactive tool that lets you easily try Google APIs using a browser.

Virtual Machines

Compute engine runs virtual machines.

Virtual Private Cloud Network

Compute Engine

Load-Balancing

Routing tables forward traffic within a network.

Cloud load balancing. Managed service.

Global HTTP(S) Global SSL Proxy Global TCP Proxy Regional Reginoal internal
Layer 7 Layer 4 Layer 4 Any Traffic Traffic inside VPC
Different route URLs to different back ends Specific port Specific port Any port Internal tiers

Cloud CDN (Edge Caches)

Cache Content close to users. Lower latency.

Interconnection Options

VPN Direct Peering Dedicated Interconnect Carrier Peering Partner Interconnect
Secure mulit-Gbps connection over VPN tunnels Private connection between you and Google for your hybrid cloud workloads Connect N x 10G transport circuits for private cloud traffic to Google Cloud at Google POPs Connection through the largest partner network of service providers Connectivity between you on-premises network and your VPC network through a supported service provider. 99.99% SLA