What is MLOps?

MLOps is a collection of strategies that automate the machine learning process, connecting model creation, development, and operations. It uses DevOps principles with machine learning to prevent issues in your machine learning projects. MLOps solutions are a set of smart ways that mix machine learning and DevOps solutions. It helps quickly put ML models into action and deliver updates to clients faster, just like DevOps best practices for software features.

How MLOps work?

The MLOps lifecycle or workflow includes these steps:

Extracting Data
Analyzing Data
Preparing Data
Training the Model
Evaluating the Model
Validating the Model
Serving & Monitoring

What is a cloud-first strategy?

With a cloud strategy, companies shift most of their infrastructure to a cloud computing platform, like Microsoft Azure or Google Cloud. Software gets built directly in the cloud, reducing overhead

Cloud-first is not enough: Five best practices for a cloud-smart journey:

https://siliconangle.com/2020/08/07/cloud-first-not-enough-five-best-practices-cloud-smart-journey/

#cloudfirst vs #cloudnative

Applications performance monitoring

APM tools

AppDynamics.
BMC TrueSight.
Cisco AppDynamics.
Datadog.
Dynatrace.
ManageEngine Applications Manager.
Microsoft Azure Application Insights.
New Relic.
SolarWinds Server & Application Monitor.

IT infrastructure tools

ManageEngine OpManager.
Microsoft System Center Operations Manager.
Nagios XI.
Sematext Monitoring.
SolarWinds Server & Application Monitor.
Zabbix.

Cloud monitoring tools

Amazon CloudWatch.
Microsoft Azure Monitor.
Cisco CloudCenter.
Oracle Application Performance Monitoring Cloud Service.
Veeam.

Containers/microservices/distributed app monitoring tools

Confluent Kafka.
Grafana.
Lightstep.
Prometheus.
Red Hat OpenShift Container Platform.

AIOps tools

BigPanda.
Datadog.
New Relic.
PagerDuty.
Splunk IT Service Intelligence.

Log monitoring tools

Elastic Stack.
Fluentd.
Logstash.
Splunk.
Sumo Logic.

Network security monitoring tools

Cisco DNA Analytics and Assurance.
LiveAction LiveNX.
LogRhythm.
PRTG Network Monitor.
SolarWinds Network Performance Monitor