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Artificial Intelligence
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AI - Supercharge Programmability
Unveiling the power of AI and ML
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Artificial Intelligence (AI) has emerged as a transformative technology of our era and has begun reshaping our life and work, offering numerous AI use cases across industries.
Cisco already harnesses AI-powered capabilities across its product and customer service portfolio and is leading
innovation for AI-ready infrastructure. Here, you can find information about Cisco products that utilize machine
learning technologies. We discuss topics regarding Predictive AI, Generative AI, and AI API of Cisco solutions
and third-party organizations.
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Cisco AI and ML
#ciscoaiml
Cisco AI Assistants
#ciscoaiassistants
Generative AI
#generativeai
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LLMs and Predictive AI
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Creating an AI agent for Cybersecurity
A developer shares insights on creating an AI cybersecurity agent, discussing tools, methods, and outcomes.
Watch
https://www.youtube.com/watch?v=G1MVWl91k3E
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Designing AI for Network Troubleshooting
AI-powered network troubleshooting: Design process, challenges, and live demo using OpenAI and Langchain.
Watch
https://www.youtube.com/watch?v=0Uef42agBso
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Cisco AI Assistant for Managing Firewall Policies
See how administrators can use AI Assistant to effortlessly manage firewall devices, configure policies, and access reference materials whenever required, streamlining their workflow and boosting overall efficiency.
Read
https://blogs.cisco.com/developer/cisco-ai-assistant-for-managing-firewall-policies-is-now-available
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responsibleai
Responsible AI
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Responsible AI Principles
Cisco Principles for Responsible Artificial Intelligence.
Read
https://www.cisco.com/c/dam/en_us/about/doing_business/trust-center/docs/cisco-responsible-artificial-intelligence-principles.pdf
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The Cisco Responsible AI Framework
Security by Design / Human Rights by Design / Privacy by Design for personal data and consequential
decisions.
Read
https://www.cisco.com/c/dam/en_us/about/doing_business/trust-center/docs/cisco-responsible-artificial-intelligence-framework.pdf
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What's New in AI
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c2-t1
Featured
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Using Retrieval-Augmented Generation to make domain-specific agents
This video discussed Retrieval-Augmented Generation and how to create domain-specific LLM agents.
Video
link-up
Watch
https://www.youtube.com/watch?v=Zn9H1RIPt8Y
_blank
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Transforming DevOps with AI and ML: Innovations and Strategies
Explore the transformative impact of integrating Artificial Intelligence (AI) and Machine Learning (ML) with DevOps.
Video
link-up
Watch
https://www.youtube.com/watch?v=jyvmkXj2o-8
_blank
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Cisco Launches $1B Global AI Investment Fund
Cisco is launching a $1B global investment fund to expand and develop secure, reliable and trustworthy AI solutions
Blog
link-up
Read
https://newsroom.cisco.com/c/r/newsroom/en/us/a/y2024/m06/cisco-launches-1b-global-ai-investment-fund.html
_blank
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Top Takeaways from the Cisco Live 2024 DevNet Zone: AI, Programmability, and More
See how Cisco DevNet provides the resources and community automation engineers need to leveraging AI when building smarter, more efficient solutions.
Blog
link-up
Read
https://blogs.cisco.com/developer/top-developer-takeaways-from-cisco-live-2024-ai-programmability-and-more
_blank
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Which Programming Language to Choose for AI?
Python? C++? Java? JavaScript? R? Julia?... As is usually the case, it depends on your context, methods, and use-case which programming language is right for your AI project.
Blog
link-up
Read
https://blogs.cisco.com/developer/which-programming-language-to-choose-for-ai-in-2024
_blank
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How to Get Started Using LLMs in IT and Network Engineering
LLMs can be thought of as the engine of Generative AI. See four use cases for using LLMs in applications specific to IT and network engineering.
Blog
link-up
Read
https://blogs.cisco.com/developer/how-to-get-started-using-llms-in-it-and-network-engineering
_blank
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Experience Data Center Efficiency with Cisco's Unified Computing System (UCS)
ALearn how Cisco's Unified Computing System (UCS) helps you stand at the forefront of data center energy-saving with attributes and design innovations.
Blog
link-up
Read
https://blogs.cisco.com/developer/experience-data-center-efficiency-with-ciscos-unified-computing-system-ucs
_blank
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Create your own API & Code Assistant
Understanding RAG with Cisco Catalyst Center.
Video
link-up
Watch
https://www.youtube.com/watch?v=7U1LZU2jNyw
_blank
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Artificial Intelligence and Machine Learning
true
ciscoaiml
Cisco AI and ML
At Cisco, we acknowledge AI's transformative power in reshaping the future of technology. Through our AI-powered solutions, we strive to empower businesses and individuals to unlock new possibilities and drive innovation. This chapter contains articles, videos, and sites with
information on how Cisco products utilize artificial intelligence and machine learning technologies.
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Site
Cisco AI Readiness Index
Businesses need to be AI-ready in a way that is flexible, scalable, and provides industry-wide
interoperability. Cisco set out to understand global artificial intelligence readiness with the AI
Readiness Index assessment, which measures the readiness of companies to deploy AI solutions.
Go
https://www.cisco.com/c/m/en_us/solutions/ai/readiness-index.html
_blank
Site
AI-ready infrastructure
Deliver AI-ready infrastructure everywhere—edge, cloud, data center
Go
https://www.cisco.com/c/en/us/solutions/design-zone/ai-ready-infrastructure.html
Article
What is AIOps?
AIOps has the potential to transform how NetOps and DevSecOps maintain IT infrastructure.
Read
/articles/what-is-aiops/
Site
Webex Collaboration AI Portfolio
AI-driven capabilities that enable hybrid work.
Go
https://www.webex.com/products/collaboration-ai.html
Blog
Securing AI: Navigating the Complex Landscape of Models, Fine-Tuning, and RAG
This blog discusses how attackers might manipulate and compromise AI systems, highlighting potential vulnerabilities and the implications of such attacks on AI implementations.
Read
https://blogs.cisco.com/security/securing-ai-navigating-the-complex-landscape-of-models-fine-tuning-and-rag
ciscoaiassistants
Cisco AI Assistants
Virtual assistants have become indispensable in our daily lives. These AI-driven assistants employ natural language processing and machine learning algorithms to comprehend and respond to user inquiries. Various Cisco products now feature assistants that utilize generative AI technologies who to help with policy management, answering questions on logs, and cloud native application security.
https://pubhub.devnetcloud.com/media/ai-topic-hub-new/site/images/case-block-2.svg
Site
Cisco AI Assistant for Security
Give Your Firewall Admins Superpowers with the Cisco AI Assistant for Security.
Go
https://www.cisco.com/c/en/us/products/security/artificial-intelligence-ai.html
Site
Cisco AI Assistant for Webex
Introducing the most advanced generative AI-powered platform for hybrid work and customer
experience.
Go
https://www.webex.ai/
Site
An intelligent advisor for your cloud
Dive deeper into cloud security needs for your environment. Mitigate GenAI security risks
through an LLM security protection suite inside Panoptica.
Go
https://www.panoptica.app/solutions/cloud-native-application-security-solution#genai
generativeai
Generative AI
Generative AI can help network engineers and infrastructure developers increase their efficiency, troubleshoot issues, handle errors, validate config files, and more. One example of this is large language models (LLMs), a subfield of generative AI, which can produce human-like text based on given prompts. However, generative AI tools are not immune to producing incorrect information and can make mistakes through "hallucinations" or "AI bias."
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Blog
How To Get Started Using LLMs in IT and Network Engineering
LLMs can be thought of as the engine of Generative AI. See four use cases for using LLMs in applications specific to IT and network engineering.
Read
https://blogs.cisco.com/developer/how-to-get-started-using-llms-in-it-and-network-engineering
Video
Running Ollama locally on a Cisco Catalyst 9300
Enable local CLI assistant with Ollama and open source LLMs.
Watch
https://www.youtube.com/watch?v=tleKTgYyByk
Learning lab
Explore Generative AI Capabilities
This Learning Lab describes how you can use LLMs in your work.
Learn
/learning/labs/explore-generative-ai/explore-generative-ai-capabilities/
Sample Code
Open Telemetry Network
This code sample is built to showcase how you AI might assist you in troubleshooting network
issues.
See repo
/codeexchange/github/repo/jillesca/CLEUR-DEVNET-3707
Video
Observability for LLM applications, stream with Nir Gazit OpenLLMetry
LLM Observability, AI Challenges & Security discussed in this stream.
Watch
https://www.youtube.com/watch?v=H_Y1dqb0TgU
Learning lab
Mixtral 8x7B and Llama 3 GenAI models with APIs
This Learning Lab introduces you to leading open-source and open-access learning models, such as Mixtral 8x7B and Llama 3.
Learn
/learning/labs/open-source-llms-api/introduction/
Sample Code
API Assistant with Cisco Catalyst Center
Create your own API Assistant with Cisco Catalyst Center.
See repo
/codeexchange/github/repo/flopach/create-your-own-api-assistant-cisco-catalyst-center
Learning lab
Machine Learning for Network Engineers: Part 1
This Learning Lab introduces the foundational concepts of machine learning (ML) in a format suitable for network engineers.
Learn
/learning/labs/ml-for-network-engineers-part-1
Blog
Cisco API Documentations Is Now Adapted for Gen AI Technologies
GenAI users need valid data for their prompts or Vector Databases. See how model output can be more accurate when OpenAPI documents are used as a part of a prompt.
Read
https://blogs.cisco.com/developer/cisco-api-documentations-is-now-adapted-for-gen-ai-technologies
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