DEV Community: MicroAI

Advanced Analytics and Monitoring in Cyber Threat Detection

MicroAI — Tue, 02 Apr 2024 10:14:51 +0000

Challenges:

Cyber-security is not a static imperative. The battle to protect assets and data has now been going on for decades. What is changing is the level of threat and the escalating consequences of a successful cyber-intrusion. Rapid detection and mitigation of a cyber-attack can be the difference between a minor disruption and an operational catastrophe.

Effective cyber security now requires an AI-enabled--closed-loop--approach to threat prediction, detection, and mitigation.
This comprehensive visibility empowers the detection of suspicious activities and potential security breaches with
heightened accuracy and agility. This includes...

Ransomware Detection
Abnormal File Activity
Whitelist Feature
AI-Enabled Threat Mitigation
Dynamic Visualization and Health Scores

The Solution – MicroAI's Security and Monitoring

(AI-Enabled Threat Detection and Mitigation)

MicroAI's Security and Monitoring platform is built upon a deep understanding of the methodologies employed by hackers in cyber-attacks. Extensive research and analysis has identified key behavioral patterns and activities associated with various types of cyber threats.

By leveraging this knowledge, Security and Monitoring actively trains its models on the intricate nuances of cyber-attack behaviors. This process involves simulating real-world attack scenarios and refining algorithms to accurately recognize malicious activities.
As opposed to legacy solutions that rely on a static baseline approach, Security and Monitoring performs continuous monitoring and learning of all transmitted and received traffic, protocols, ports, and destinations. Additionally, it continuously monitors and learns from system activities, including services, processes, file/folder events, and more.

To learn more about next-generation cyber security, visit MicroAI's Products or Need Self-Guided Help? please Contact to MicroAI™.

Evaluating Machine Generated Data Sets - A Use Case

MicroAI — Tue, 26 Mar 2024 09:08:13 +0000

AI-Enabled Analysis of Data Sets to Optimize Machine Performance

As Artificial Intelligence continues to be integrated into machine-intensive operations, data scientists and developers need a solution that will expedite the AI technology evaluation process. AI investment hesitance is often exacerbated by the lack of ability to evaluate potential impact of an AI solution by using the client’s existing machine data.

Challenges:

While the potential benefits of AI have broad appeal across every industry, many organizations remain hesitant to invest in AI technology. That hesitance often stems from the inability to conduct a preliminary assessment of the AI technology being considered. This lack of preliminary insights into the efficacy of AI in optimizing the performance of client-specific machines creates a higher sense of risk as well as ROI uncertainty. Specific problems include:

Data Relevance
Restricted/Cumbersome Data Ingestion
Heavy Coding
Limited Model Tuning
Visualization

The Solutions - AIStudio

(AI modeling and visualization engine for data scientists)
AIStudio provides data scientists and developers with a feature-rich application that is easy to access, manipulate, and consume. Existing data sets from machines and devices can be easily ingested into AIStudio to evaluate the impact of AI models on that data. A user-friendly process consisting of four basic steps.

Data Ingestion
AI Model Tuning and Execution
Visualization and Assessment
Optimize

Visit https://micro.ai/ourproducts/aistudio to learn more about the capabilities and impact of AIStudio. or Need Self-Guided Help? please Contact for General Inquiries | MicroAI™.

AIStudio – a Next-Generation, AI-Enabled, Data Modeling Platform

MicroAI — Tue, 19 Mar 2024 10:41:54 +0000

What is AIStudio?

A next-generation, AI-enabled, data-modeling platform that delivers deep insights for improving the performance and security of machines and networks.

AIStudio provides data-scientists and developers the capability to rapidly ingest their asset data, fine-tune and execute AI models, visualize the impact of those models, and utilize the resulting insights to optimize IT and OT asset performance and security.
AIStudio is a feature-rich application that is easy to access, manipulate, and consume. Features and capabilities include:

- User-Friendly Interface:
An intuitive web application that provides rapid access and simple navigation.

- No Coding:
AI models can be onboarded, tuned, and validated without having to develop any extraneous software code.

- Rapid Data Ingestion:
The ability to import live or historical data from a machine, network, or device. Real-time, point-to-point, data ingestion simplifies the evaluation process.

- Active Data Labeling:
The ability to identify and label abnormal points in the data generated by the connected asset. Provides more accurate and traceable identification of anomalies.

- Dynamic Visualization:
The flexibility to view data via customizable dashboards, compiled statistics, or correlation matrices.

- AI Model Tuning:
Model optimization via live model tuning and feature engineering. Users can evaluate the effects of their model changes in real-time, accelerating the assessment process.

Advantage of AIStudio

Visit https://micro.ai/ourproducts/aistudio to learn more about the capabilities and impact of AIStudio. or Need Self-Guided Help? please Contact for General Inquiries | MicroAI™.

AI and Data Sets – Maximizing the Power of Data

MicroAI — Thu, 14 Mar 2024 08:57:01 +0000

The data produced by today’s manufacturing, telecom, and industrial operations is indeed “Big”! Depending on how that data is structured, visualized, and utilized it can create operational chaos or competitive advantage. Data equates to power, but only when fully leveraged.

Artificial Intelligence will transform the data science landscape by providing data scientists the means to fully harness the power of their data using tools that are faster, more powerful, more intuitive, and more visual.

AI and Data Sets – New Data Modeling Tools Needed

Using AI to analyze the data produced by machines, networks, and processes is no longer a novel approach. AI is now being applied across a wide range of industries and verticals. What is changing is the tools being used to evaluate the potential impact of AI on the performance of those machines, networks, and processes.

Traditional data modeling platforms have tended to be cumbersome, time-consuming, and resource intensive. The onboarding of new AI-enabled products and solutions are often delayed or cancelled due to those modeling limitations. New data modeling solutions will help eliminate those limitations.

Data Modeling – A More Powerful Platform for Data Scientists

MicroAI's AIStudio is a paradigm shift for data modeling platforms. By bringing significant enhancements to the data modeling process, data scientists and developers will be better equipped to explore the benefits of AI on their IT and OT assets by utilizing the actual data produced by those assets. Those data modeling enhancements and benefits include:

Simple Sign-up and Immediate Access: No complex sign-up or approval process required. After quick sign-up, immediate access to AIStudio and its supporting documentation is granted.

User Data Centric: Data scientists can quickly import their own asset data into AIStudio. No more having to use generic data that provides little real-world value.

Simple Data Ingestion: A simple data ingestion process ensures import accuracy and eliminates the errors associated with legacy data modeling platforms.

Live Feature Engineering: AI model optimization via live tuning and dynamic feature engineering capability that does not require heavy programming knowledge.

Live Data Visualization: Live feed of asset data allows users to quickly assess the impact of their AI-model changes. This eliminates restrictions related to time-lags or other latency-related issues.

Faster Time-to-Benefit: By making the modeling process easier, faster, less burdensome, and more flexible, AIStudio shortens the amount of time required to evaluate, embed, and validate the performance of an AI solution.

More Cost and Resource Effective: AIStudio reduces costs and provides a rapid ROI by…

Reducing the amount of client expertise required during the modeling process
Eliminating costs associated with extraneous code development
Significantly reducing the data modeling cycle time
Fine-tuning AI models for optimum impact
Powering client use cases that improve the performance, security, and longevity of critical assets.

Facilitating AI-Enabled IT and OT Use Cases

By providing a more efficient and effective data modeling solution, AIStudio will help operations unlock the potential of AI and machine learning on their mission-critical assets. A host of potential AI-enabled use cases can now be developed and fine-tuned prior to deployment. Just a few examples would include:

Predictive maintenance for machines, devices, and network equipment.
OEE (overall equipment effectiveness) improvement and predictability.
Hardened cyber-security via AI-enabled anomaly detection and mitigation.
Improved NQoS (network quality of service) for mobile and fixed wireless telecom customers.
Predictive manufacturing that predicts future trends across an entire factory floor.

AIStudio provides data scientists and developers with a next-generation data modeling platform that delivers unparalleled power, speed, and agility. AI-enabled data modeling in hours vs weeks.

See AIStudio in action and explore what it can do for your operation.

Predictive Fraud Protection

MicroAI — Wed, 06 Mar 2024 07:05:33 +0000

Predictive fraud protection is just one component of a next-gen telecom Service Orchestration platform.

Telecom operators are bombarded by malicious actors looking to defraud customers and operators. Globally, losses related to fraud can exceed billions of dollars annually. MicroAI provides AI-enabled predictive security that provides protection against-

Creation of fake customer profiles
Customer data theft
PBX hacking
Subscription fraud
Unauthorized network access
Interconnect bypass fraud
Spoofing (single-ring scams)

find out more about Predictive Fraud Protection: https://micro.ai/solutions/telecom

The Technical and Operational Value of AIStudio

MicroAI — Mon, 04 Mar 2024 07:09:01 +0000

As modern networks continue to expand in size and complexity, the potential for anomalous behavior has also increased--exponentially. Those anomalies can have a wide range of impacts on network performance, from minor performance disruptions to major breaches in #cybersecurity. Detection depends on #data, and that data is indeed “#Big.”

Inefficient Data Ingestion
Heavy Coding Burden
Inaccurate Data Labeling
Offline Model Tuning

Network data-scientists need new data modeling tools that can quickly synthesize copious amounts of network
data, sift through the noise, identify anomalous behavior, and implement effective corrective models

find out more about #AIStduio

click here download Data Modeling and Network Anomaly Detection Whitepaper

Anomaly Detection in Cyber-Security?

MicroAI — Wed, 28 Feb 2024 06:29:25 +0000

What is Anomaly Detection?

In simple terms, anomaly detection is the ability to dynamically monitor an ecosystem of assets (machines, networks, devices, processes) for any behavior that deviates from established baseline characteristics. This requires an AI-enabled ability to learn the normal operating behavior of an asset, continuously ingest data generated by the asset, and rapidly identify and label any anomalous data.

Security Anomaly Detection and MicroAI's AIStudio

As Artificial Intelligence continues to be integrated into new cyber-security solutions, data scientists and developers need a data-modeling platform that will expedite the AI technology evaluation process. AI investment hesitance is often exacerbated by the lack of ability to evaluate potential impact of an AI-enabled security solution by using the client’s existing asset data.

AIStudio provides data scientists and developers with a next-generation data modeling platform that delivers unparalleled power, speed, and agility. Existing data sets from machines, devices, and networks can be quickly ingested into AIStudio to evaluate the impact of AI models on that data.

Learn more about the power of AIStudio

How do I get Started?

MicroAI — Tue, 27 Feb 2024 05:37:22 +0000

MicroAI Launchpad is a Kubernetes-based platform that delivers AI-enabled enterprise asset management (EAM), asset performance management (APM), intelligent workflows, analytics, and visualization. This is a tutorial on how to set up an account and navigate Launchpad.

To create an account for Launchpad; watch viedo..

Taking the Complexity out of AI Development

MicroAI — Mon, 26 Feb 2024 05:37:27 +0000

MicroAI Launchpad is a Kubernetes-based platform that delivers AI-enabled enterprise asset management (EAM), asset performance management (APM), intelligent workflows, analytics, and visualization. The platform provides rapid development, testing, and deployment of fully customized AI/ML capabilities: Developer advantages include:

Next Generation SDKs: Developers can quickly access and onboard MicroAI’s AI and ML SDK libraries. No more having to conduct time-consuming searches for SDKs that may or may not meet their specific requirements.

Edge vs Embedded AI Flexibility: Simplified system development that leverages MCUs and MPUs that have been embedded with MicroAI™ Embedded AI algorithms. For Edge-based applications, Launchpad incorporates a full suite of next-generation Edge-native AI capabilities that bring advanced intelligence to edge-based ecosystems.

Simplified Integration: Integration of the various elements within an IT or OT asset ecosystem can be complex, costly, and time consuming. Launchpad removes the complexity of integrating with other ecosystem components. Integration can be processed and validated within the Launchpad platform.

Live Testing and Visualization: Developers can quickly test their initial designs within a controlled, real-time, environment. At-a-glance dashboards can be customized to provide visualization of system and asset data. Design iterations can be quickly implemented and validated.

MicroAI Puts a Powerful Modeling Tool Into the Hands of Data Scientists

MicroAI — Fri, 23 Feb 2024 07:27:17 +0000

MicroAI has launched AIStudio, an AI-enabled data modeling platform that brings unprecedented power and flexibility to data scientists and developers. AIStudio provides a dynamic, user-friendly, environment for evaluating how MicroAI’s technologies and products can bring value to asset performance optimization and cyber-security use cases. Data scientists and other technology stakeholders in the manufacturing, telecom, and industrial sectors will benefit from an AI model evaluation process that is….

Faster: Complete assessment in hours instead of days/weeks
Simpler: Easier to use, requiring no extraneous expertise
More flexible: In-built flexibility to accommodate specific assessment requirements and use case trials
More dynamic: Real-time model evaluation assessment vs time-lag limitations
Less costly: Ability to evaluate AI models in a virtual environment significantly reduces cost
Less Risky: Ability to thoroughly evaluate before making an investment

A small sampling of technical capabilities of AIStudio would include:

At-a-Glance Visualization: Pre-configured visualizations that allow users to visualize and explore their asset data

Dynamic Model Tuning: Model optimization via live model tuning and dynamic feature engineering capability that does not require heavy programming knowledge

No Coding: AI models can be onboarded, tuned, and validated without having to develop any software code

Real-Time Insights: Rapid assessment of the impact of MicroAI’s technologies on asset data without having to spend time and money on integrating them to edge devices.

And Much More!

Visit AIStudio to learn more about this breakthrough data-modeling platform.