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

چک لیست کنترل امنیت نرم‌افزار owasp

Guidelines for Developing an Agile and Robust IT Infrastructure Management:

1) Use a Combination of Cloud and On-Premises Systems
Using cloud infrastructure management and on-premises systems provides flexibility to leverage their strengths. Cloud infrastructure management can scale and adapt easily, while on-premises systems offer enhanced security and low-latency capabilities.

2) Use Microservices Instead of Monolithic Architecture
Microservices are a more agile and scalable architecture than monolithic applications. This is because microservices can be updated and scaled independently, making changing your IT infrastructure management services easier.

3) Keep Data Backups
This is essential for businesses, as data loss can be a major setback. Backups should be stored off-site securely to ensure they are available during a disaster.

4) Ensure Interoperability Between Systems
This will allow you to share data quickly and easily between different systems. This can achieve through the use of standards-based APIs or by using a middleware solution.

5) Implement Security at All Levels
This is essential for businesses, as security is a major concern regarding IT infrastructure management services. Security should be implemented at all levels of your IT infrastructure, from the network to the application level.

Following these tips, you can build agile and robust IT infrastructure management services to help your business succeed.