Course Outline

Introduction to Lightweight LLMs

  • Understanding compact model architectures
  • The evolution of resource-efficient AI
  • Why lightweight models matter for enterprises

Understanding Nano Banana

  • Key features and design principles
  • Model capabilities and limitations
  • How Nano Banana differs from traditional LLMs

Deployment Models and Use Scenarios

  • On-device execution and its benefits
  • Local versus cloud inference
  • Selecting the right deployment path

Practical Applications Across Industries

  • Internal automation and knowledge assistance
  • Customer-facing use cases
  • Operational and compliance-driven scenarios

Integration Fundamentals

  • Evaluating system requirements
  • Workflow and process considerations
  • API and toolchain introduction

Cost Optimization and Efficiency

  • Reducing inference costs using compact models
  • Balancing performance and resources
  • Planning for scalable deployments

Governance, Privacy, and Risk Management

  • Ensuring secure on-device execution
  • Understanding data boundaries and safeguards
  • Alignment with enterprise policies and standards

Preparing for Organizational Adoption

  • Building internal capability and readiness
  • Assessing business value through pilot projects
  • Laying the groundwork for broader rollouts

Summary and Next Steps

Requirements

  • An understanding of general IT concepts
  • Experience with basic software tools
  • Familiarity with data-driven business workflows

Audience

  • General IT teams adopting AI capabilities
  • Business users interested in practical AI applications
  • Technology managers evaluating on-device LLM strategies
 7 Hours

Delivery Options

Private Group Training

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  • Pre-course call with your trainer
  • Customisation of the learning experience to achieve your goals -
    • Bespoke outlines
    • Practical hands-on exercises containing data / scenarios recognisable to the learners
  • Training scheduled on a date of your choice
  • Delivered online, onsite/classroom or hybrid by experts sharing real world experience

Private Group Prices RRP from €2280 online delivery, based on a group of 2 delegates, €720 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.

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