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CIAI - Cisco Introduction to Artificial Intelligence

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Duration
2 Päivää
Delivery
Online
Price
Hinta pyynnöstä

In this 2-day course, Cisco Introduction to Artificial Intelligence (CIAI), we will introduce the learner to the Artificial Intelligence, Machine Learning, and Deep Learning essentials in addition to compute platforms such as Cisco UCS, through a combination of lecture and hands-on labs. Artificial Intelligence (AI) and Machine Learning (ML) are opening up new ways for enterprises to solve complex problems, but they will also have a profound effect on the underlying infrastructure and processes of IT. AI/ML is a dominant trend in the enterprise with the ubiquity of large amounts of observed data, the rise of distributed computing frameworks and the prevalence of large hardware-accelerated computing infrastructure became essential.

Data and AI/ML/DL Fundamentals

  • Introduction to Big Data
  • Introduction to Data Science
  • Introduction to Data Engineering
  • Introduction to Artificial Intelligence (AI)
  • Introduction to Machine Learning (ML)
  • Introduction to Deep Learning (DL)
  • AI/ML/DL Use Cases

Artificial Intelligence (AI)

  • AI Concept, Methods, and Techniques
  • Key AI Challenges (Customer and Provider)
  • AI Business Drives
  • Evolution of AI Algorithms

Machine Learning (ML)

  • Machine Learning (ML) Algorithms
  • Supervised Learning
  • Unsupervised Learning

Deep Learning (DL)

  • Deep Learning Project Phases
  • Custom AI Deep Learning Workflow
  • Deep Learning (DL) Algorithms

Neural Networks

  • Neural Networks Fundamentals
  • Neural Architecture Search (NAS)
  • Cisco Neural Architecture Construction (NAC)

NLP / NLU

  • Natural Language Processing Basics
  • NLP / NLU Techniques
  • NLP / NLU Deployments

Kubernetes

  • What is Kubernetes
  • Introduction to Containers
  • Container Orchestration Engines
  • Kubernetes Basics
  • KubeFlow for AI

AI Server Requirements

  • GPU
  • Modern GPU Server Architecture
  • Storage Requirements

Data Science and Infrastructure AI Tools

  • Big Data with AI/ML/DL
  • Kubeflow
  • SkyMind SKIL
  • Cloudera Data Science Workbench
  • DL Frameworks > Handwritten Math
  • Kubernetes
  • Demo: Classifying Handwritten Digits with TensorFlow

Lab Outline:

  • Lab 1: Deep Learning Framework Setup (TensorFlow and Jupyter Stack)
  • Lab 2: Classifying Handwritten Digits and TensorFlow
  • Lab 3: DL Chatbot – Training a Model to have a conversation with a Google Chatbot similar to Alexa or Siri
  • Lab 4: ML Training a Machine to play “The Snake Game"
  • Cisco Integrators/Partners
  • Consulting Systems Engineers
  • Technical Solutions Architects
  • Data Center network professionals (including designers, Administrators, and Engineers), and anyone interested in AI/ML/DL

The knowledge and skills that the learner should have before attending this course are as follows:

  • Understanding of server design and architecture
Overview

In this 2-day course, Cisco Introduction to Artificial Intelligence (CIAI), we will introduce the learner to the Artificial Intelligence, Machine Learning, and Deep Learning essentials in addition to compute platforms such as Cisco UCS, through a combination of lecture and hands-on labs. Artificial Intelligence (AI) and Machine Learning (ML) are opening up new ways for enterprises to solve complex problems, but they will also have a profound effect on the underlying infrastructure and processes of IT. AI/ML is a dominant trend in the enterprise with the ubiquity of large amounts of observed data, the rise of distributed computing frameworks and the prevalence of large hardware-accelerated computing infrastructure became essential.

Data and AI/ML/DL Fundamentals

  • Introduction to Big Data
  • Introduction to Data Science
  • Introduction to Data Engineering
  • Introduction to Artificial Intelligence (AI)
  • Introduction to Machine Learning (ML)
  • Introduction to Deep Learning (DL)
  • AI/ML/DL Use Cases

Artificial Intelligence (AI)

  • AI Concept, Methods, and Techniques
  • Key AI Challenges (Customer and Provider)
  • AI Business Drives
  • Evolution of AI Algorithms

Machine Learning (ML)

  • Machine Learning (ML) Algorithms
  • Supervised Learning
  • Unsupervised Learning

Deep Learning (DL)

  • Deep Learning Project Phases
  • Custom AI Deep Learning Workflow
  • Deep Learning (DL) Algorithms

Neural Networks

  • Neural Networks Fundamentals
  • Neural Architecture Search (NAS)
  • Cisco Neural Architecture Construction (NAC)

NLP / NLU

  • Natural Language Processing Basics
  • NLP / NLU Techniques
  • NLP / NLU Deployments

Kubernetes

  • What is Kubernetes
  • Introduction to Containers
  • Container Orchestration Engines
  • Kubernetes Basics
  • KubeFlow for AI

AI Server Requirements

  • GPU
  • Modern GPU Server Architecture
  • Storage Requirements

Data Science and Infrastructure AI Tools

  • Big Data with AI/ML/DL
  • Kubeflow
  • SkyMind SKIL
  • Cloudera Data Science Workbench
  • DL Frameworks > Handwritten Math
  • Kubernetes
  • Demo: Classifying Handwritten Digits with TensorFlow

Lab Outline:

  • Lab 1: Deep Learning Framework Setup (TensorFlow and Jupyter Stack)
  • Lab 2: Classifying Handwritten Digits and TensorFlow
  • Lab 3: DL Chatbot – Training a Model to have a conversation with a Google Chatbot similar to Alexa or Siri
  • Lab 4: ML Training a Machine to play “The Snake Game"
  • Cisco Integrators/Partners
  • Consulting Systems Engineers
  • Technical Solutions Architects
  • Data Center network professionals (including designers, Administrators, and Engineers), and anyone interested in AI/ML/DL

The knowledge and skills that the learner should have before attending this course are as follows:

  • Understanding of server design and architecture
    Päivämäärille
  • ` 5 May - 6 May, 2025
  • ` 2 Jun - 3 Jun, 2025
  • ` 30 Jun - 1 Jul, 2025
  • ` 28 Jul - 29 Jul, 2025
  • ` 25 Aug - 26 Aug, 2025
  • ` 22 Sep - 23 Sep, 2025

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