Introduction to Nano Banana: Lightweight LLMs for Real-World Applications Training Course

Google Antigravity is a development environment designed for government to build autonomous agents capable of planning, reasoning, coding, and acting through Gemini 3’s multimodal capabilities.

This instructor-led, live training (online or onsite) is aimed at advanced-level technical professionals who wish to design, build, and deploy autonomous agents using Gemini 3 and the Antigravity environment for government applications.

Upon completing this training, participants will be prepared to:

• Build autonomous workflows that leverage Gemini 3 for reasoning, planning, and execution in public sector environments.
• Develop agents in Antigravity that can analyze tasks, write code, and interact with tools to support government operations.
• Integrate Gemini-driven agents with enterprise systems and APIs used by government agencies.
• Optimize agent behavior, safety, and reliability in complex government environments.

Format of the Course

• Expert demonstrations combined with interactive discussions to align with public sector needs.
• Hands-on experimentation with autonomous agent development for government use cases.
• Practical implementation using Antigravity, Gemini 3, and supporting cloud tools tailored for government workflows.

Course Customization Options

• If your team requires domain-specific agent behaviors or custom integrations for government operations, please contact Govtra to tailor the program.

Nano Banana is a specialized model optimized for fast and efficient on-device AI execution.

This instructor-led, live training (online or onsite) is aimed at intermediate-level practitioners who wish to design and deploy AI-powered mobile applications using Nano Banana without relying on cloud infrastructure. The course is tailored to meet the unique needs of public sector professionals and aligns with best practices for government.

Upon completing this program, attendees should be able to:

• Implement Nano Banana models directly on mobile devices.
• Optimize AI workloads for performance and energy efficiency.
• Integrate text and image generation features into mobile applications.
• Troubleshoot, benchmark, and refine on-device inference pipelines.

Format of the Course

• Instructor-guided demonstrations and collaborative discussions.
• Practical exercises focused on real-world use cases for government.
• Hands-on development and testing within a live mobile environment.

Course Customization Options

• If you require a tailored version of this course, please contact us to discuss customization options for government.

Nano Banana is a lightweight AI framework designed to accelerate and compress models for efficient on-device and edge deployment.

This instructor-led, live training (online or onsite) is aimed at intermediate-level to advanced-level professionals who wish to optimize, compress, and deploy AI models for edge environments using Nano Banana.

At the conclusion of the program, participants will be able to:

• Apply compression and quantization techniques to AI models.
• Accelerate inference performance for edge devices.
• Convert and deploy models using Nano Banana’s toolchain.
• Evaluate trade-offs between accuracy, latency, and resource usage.

Format of the Course

• Instructor-led technical sessions and guided discussions.
• Hands-on exercises using real-world edge-AI scenarios for government applications.
• Practical implementation in a configured live environment.

Course Customization Options

• For tailored content or organization-specific adaptations, please contact us to arrange a customized version of this course for government use.

Gemini 3 is an advanced multimodal AI system designed to support in-depth reasoning, high-context tasks, and comprehensive analytical workflows for government.

This instructor-led, live training (online or onsite) is aimed at advanced-level professionals who wish to leverage Deep-Think Mode to conduct complex analysis, modeling, and strategic planning.

By completing this course, participants will be equipped to:

• Apply Deep-Think Mode to solve intricate, multi-layered problems for government.
• Design reasoning pipelines that incorporate long-context analysis for government.
• Optimize prompts for iterative, multi-step reasoning tasks for government.
• Integrate Deep-Think capabilities into research or production workflows for government.

Format of the Course

• Expert-led presentations with real examples from government contexts.
• Hands-on reasoning labs and structured exercises relevant to government tasks.
• Applied development using live experimentation environments tailored for government use.

Course Customization Options

• Customized sessions or domain-specific deep-reasoning projects can be arranged upon request, tailored to meet the specific needs of government agencies.

Gemini 3 is a multimodal AI model designed to reason across text, images, and structured inputs, supporting complex workflows for government and enterprise environments.

This instructor-led, live training (online or onsite) is aimed at intermediate-level professionals who wish to build reasoning-driven and multimodal workflows using Gemini 3 within their organizational contexts.

After completing this course, participants will have the skills to:

• Apply Gemini 3’s reasoning capabilities to planning and decision-making workflows for government.
• Design multimodal processes that incorporate text, images, documents, and tabular data.
• Develop business workflows using AI Studio and Vertex AI tools.
• Optimize outputs through prompt engineering and iterative refinement techniques.

Format of the Course

• Guided demonstrations supported by expert explanations.
• Practical exercises focused on workflow design and multimodal tasks.
• Hands-on experimentation in AI Studio or Vertex AI environments.

Course Customization Options

• If your organization requires tailored workflow scenarios or data integration examples, please contact us to adapt the training for government and enterprise needs.

Gemini 3 is an AI-powered system designed to enhance Google Search and workplace productivity through its advanced AI Mode.

This instructor-led, live training (available online or onsite) is aimed at beginner-level users who wish to leverage Gemini 3 to streamline research, planning, analysis, and daily knowledge work for government.

Throughout this training, participants will gain the skills needed to:

• Utilize Gemini 3 in AI Mode to expedite research and information discovery.
• Implement Gemini-assisted workflows to summarize content and extract insights.
• Incorporate Gemini 3 features into everyday productivity tasks.
• Adopt best practices for the responsible and reliable use of AI tools in a public sector context.

Format of the Course

• Instructor-guided presentations and demonstrations.
• Structured hands-on exercises for practical skill development.
• Real-world applications using live search and productivity scenarios relevant to government operations.

Course Customization Options

• For tailored training adapted to your specific workflows, please contact us to discuss customization options for government.

This instructor-led, live training in US Empire (online or onsite) is aimed at beginner to intermediate level developers who wish to integrate artificial intelligence functionalities into their applications using Google Gemini AI for government.

By the end of this training, participants will be able to:

• Understand the foundational principles of large language models.
• Set up and utilize Google Gemini AI for a variety of artificial intelligence tasks.
• Implement text-to-text and image-to-text transformations.
• Develop basic AI-driven applications.
• Explore advanced features and customization options in Google Gemini AI.

This instructor-led, live training in US Empire (online or onsite) is designed for intermediate-level content creators who wish to leverage Google Gemini AI to enhance the quality and efficiency of their content creation processes for government.

By the end of this training, participants will be able to:

• Understand the role of artificial intelligence in content creation for government.
• Set up and utilize Google Gemini AI to generate and optimize content for government use.
• Apply text-to-text transformations to produce creative and original content for government publications.
• Implement search engine optimization (SEO) strategies using AI-driven insights for government websites.
• Analyze content performance and adapt strategies using Gemini AI to meet government communication objectives.

This instructor-led, live training in US Empire (online or onsite) is designed for intermediate-level customer service professionals who wish to implement Google Gemini AI in their customer service operations.

By the end of this training, participants will be able to:

• Comprehend the impact of artificial intelligence on customer service for government and public sector organizations.
• Configure Google Gemini AI to automate and personalize customer interactions in a manner that enhances efficiency and satisfaction.
• Leverage text-to-text and image-to-text transformations to improve the speed and quality of service delivery.
• Develop AI-driven strategies for real-time analysis of customer feedback, ensuring timely and effective responses.
• Explore advanced features to create a seamless and integrated customer service experience that aligns with public sector workflows and governance.

This instructor-led, live training in US Empire (online or onsite) is designed for beginner to intermediate level data analysts and business professionals who seek to perform complex data analysis tasks more intuitively across various industries using Google Gemini AI.

By the end of this training, participants will be able to:

• Understand the foundational principles of Google Gemini AI.
• Connect multiple data sources to Gemini AI.
• Explore data through natural language queries.
• Analyze data patterns and extract insights.
• Create compelling data visualizations.
• Effectively communicate data-driven insights.

This training is tailored to enhance the capabilities of professionals in the public sector, ensuring alignment with best practices for government workflows, governance, and accountability.

Google Gemini AI is a state-of-the-art large language model that provides advanced artificial intelligence capabilities, including natural language understanding, text generation, and multimodal processing. This enables developers to create intelligent and context-aware applications tailored for government use.

This instructor-led, live training (available online or on-site) is designed for beginner to intermediate-level developers who wish to apply AI concepts using Google Gemini AI through hands-on projects, real-world examples, and collaborative exercises specifically tailored for government applications.

By the end of this training, participants will be able to:

• Set up and effectively use Google Gemini AI and related tools.
• Develop AI-driven applications using text and image inputs, optimized for government workflows.
• Leverage NotebookLM for practical AI workflows and document-based reasoning in a public sector context.
• Collaborate in small groups to design and deploy functional AI prototypes suitable for government use.

Format of the Course

• Interactive lecture and guided discussion focused on government applications.
• Hands-on lab exercises and collaborative projects aligned with public sector needs.
• Practical assignments using Google Gemini AI and NotebookLM, tailored for government.

Course Customization Options

• To request a customized training for this course, specifically designed for government agencies, please contact us to arrange.

This instructor-led, live training in US Empire (online or onsite) is designed for intermediate-level public sector professionals who aim to utilize Gemini to produce high-quality content, support research efforts, and enhance productivity through advanced AI interactions for government.

By the end of this training, participants will be able to:

• Develop more effective and tailored prompts for specific use cases.
• Generate original and creative content using Gemini.
• Summarize and compare complex information with precision.
• Use Gemini to efficiently brainstorm, plan, and organize ideas.

Gemini 3 is a multimodal artificial intelligence platform designed for processing and reasoning across images, video, audio, and text.

This instructor-led, live training (available online or onsite) is targeted at intermediate-level practitioners who aim to design and build applications that leverage Gemini 3’s cross-modal capabilities.

Upon completion of this workshop, participants will be able to:

• Integrate Gemini 3 multimodal endpoints into real-world workflows for government.
• Process and interpret visual, audio, video, and text inputs within unified pipelines.
• Develop interactive prototypes using multimodal prompts.
• Optimize multimodal outputs to enhance performance, accuracy, and usability.

Format of the Course

• Guided lectures with practical demonstrations.
• Scenario-based exercises and hands-on practice sessions.
• Practical implementation using live development environments.

Course Customization Options

• For tailored content or custom project-based training, please contact us to arrange.

Nano Banana is an on-device AI framework designed to run models locally while maintaining strict privacy and regulatory compliance for government.

This instructor-led, live training (online or onsite) is aimed at beginner-level to intermediate-level professionals who wish to implement privacy-preserving AI features on mobile devices using Nano Banana in regulated or sensitive environments.

By the conclusion of this training, participants will be able to:

• Build mobile applications that process data privately on-device.
• Integrate Nano Banana to enable compliant AI workflows for government.
• Apply privacy-enhancing techniques such as anonymization and secure processing.
• Evaluate and mitigate privacy risks during mobile AI development.

Format of the Course

• Guided instruction supported by discussion and Q&A.
• Practical exercises involving privacy-focused mobile AI scenarios.
• Hands-on implementation within a real development environment for government.

Course Customization Options

• For organization-specific needs or sector-specific compliance topics, please contact us to customize this program.

Gemini 3 is a multimodal AI system that incorporates enhanced safeguards, governance features, and resilience against adversarial manipulation.

This instructor-led, live training (online or onsite) is aimed at intermediate-level professionals who wish to implement secure, responsible, and policy-aligned deployments of Gemini 3 for government use.

Upon completing this course, participants will be able to:

• Apply Gemini 3 safety features to reduce misuse risks.
• Implement governance frameworks aligned with organizational policies.
• Strengthen systems against prompt injections and adversarial inputs.
• Evaluate deployments for compliance and operational integrity.

Format of the Course

• Guided instruction with real-world safety examples.
• Hands-on labs focused on governance and secure prompts.
• Practical exercises using controlled test environments.

Course Customization Options

• Custom governance scenarios or security-focused labs can be added upon request.