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
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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