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  microsoft-core-generative-models-and-techniques

   01_understanding-core-generative-models

    01_overview-of-core-generative-models

     01_introduction-to-microsoft-generative-ai-engineering-certification.en.txt

     02_introduction-to-core-generative-models-and-techniques-course.en.srt

     02_introduction-to-core-generative-models-and-techniques-course.mp4

     04_core-models-in-generative-ai.en.srt

     04_core-models-in-generative-ai.mp4

     06_visualizing-model-outputs-gans-autoregressive-and-diffusion.en.srt

     06_visualizing-model-outputs-gans-autoregressive-and-diffusion.mp4

     08_insights-on-model-functionality_instructions.html

    02_architecture-and-training-strategies

     02_using-a-pre-trained-model-in-azure-ai-foundry.en.srt

     02_using-a-pre-trained-model-in-azure-ai-foundry.mp4

     04_choosing-the-right-model-and-framework-a-case-study_instructions.html

     05_module-1-summary-from-core-theories-to-training-fundamentals.en.txt

   02_implementing-autoregressive-models

    01_sequential-data-generation-with-autoregressive-models

     01_mastering-sequential-data-with-autoregressive-models.en.txt

     02_sequential-data-with-autoregressive-models.en.srt

     02_sequential-data-with-autoregressive-models.mp4

     04_a-first-look-at-generating-sequences-in-azure-ai-foundry.en.srt

     04_a-first-look-at-generating-sequences-in-azure-ai-foundry.mp4

    02_advanced-sequential-modeling

     02_advanced-techniques-in-sequential-modeling.en.srt

     02_advanced-techniques-in-sequential-modeling.mp4

     04_from-prototype-to-production-optimizing-sequential-models_instructions.html

     06_module-2-summary-from-next-token-prediction-to-advanced-forecasting.en.srt

     06_module-2-summary-from-next-token-prediction-to-advanced-forecasting.mp4

   03_high-fidelity-image-generation-with-diffusion-models

    01_basics-of-diffusion-models

     01_generating-images-with-diffusion-models.en.txt

     02_high-fidelity-image-generation.en.srt

     02_high-fidelity-image-generation.mp4

     04_introduction-to-the-image-generation-studio-and-its-controls.en.srt

     04_introduction-to-the-image-generation-studio-and-its-controls.mp4

    02_advanced-diffusion-techniques

     02_mastering-image-generation-with-diffusion.en.srt

     02_mastering-image-generation-with-diffusion.mp4

     04_a-creative-workflow-analyzing-the-master-image-lab_instructions.html

     05_module-3-summary-from-basic-prompts-to-precise-artistic-control.en.txt

   04_foundations-of-ml-pipelines-with-a-visual-designer

    01_prototyping-models-with-azure-ml-designer

     01_from-prototype-to-pipeline-with-azure-ml-designer.en.txt

     02_prototyping-with-azure-ml-designer.en.srt

     02_prototyping-with-azure-ml-designer.mp4

     04_a-guided-tour-of-the-azure-ml-designer-interface.en.srt

     04_a-guided-tour-of-the-azure-ml-designer-interface.mp4

     06_anatomy-of-a-designer-pipeline_instructions.html

    02_advanced-model-development-and-evaluation

     02_evaluating-advanced-prototypes.en.srt

     02_evaluating-advanced-prototypes.mp4

     04_bridging-the-gap-from-visual-design-to-custom-code_instructions.html

     05_module-4-summary-from-visual-prototyping-to-evaluated-pipelines.en.txt

     06_course-summary-your-journey-through-generative-models-and-techniques.en.srt

     06_course-summary-your-journey-through-generative-models-and-techniques.mp4

  microsoft-getting-started-with-generative-ai-in-azure

   01_fundamentals-of-generative-ai

    01_introduction-to-generative-ai

     01_introduction-to-microsoft-generative-ai-engineering-certification.en.txt

     02_introduction-to-getting-started-with-generative-ai-in-azure-course.en.srt

     02_introduction-to-getting-started-with-generative-ai-in-azure-course.mp4

     04_why-generative-ai-matters.en.srt

     04_why-generative-ai-matters.mp4

     06_comparing-generative-and-discriminative-models_instructions.html

     07_generative-vs-discriminative-models-in-action.en.txt

    02_evolution-of-ai-architectures

     01_ai-architecture-developments.en.txt

     02_understanding-ai-evolution-milestones_instructions.html

     03_module-1-summary-from-core-concepts-to-ai-s-evolution.en.txt

   02_getting-acquainted-with-azure-ai-foundry

    01_introduction-to-azure-ai-foundry

     01_module-2-introduction-from-theory-to-practice-with-azure-ai-foundry.en.txt

     02_getting-started-with-azure-ai-foundry_instructions.html

     03_discovering-azure-ai-tools.en.txt

     04_azure-ai-foundry-a-quick-reference-guide_instructions.html

     05_navigating-azure-ai-foundry-a-quick-guide.en.txt

    02_conducting-experiments-with-azure-ai

     01_the-why-and-how-of-ai-experimentation.en.txt

     02_a-guide-to-experimentation-in-azure-ai_instructions.html

     03_running-your-first-experiment-in-azure-ai.en.txt

     04_experimentation-insights-with-azure-ai_instructions.html

     05_module-2-summary-from-setup-to-experimentation-in-azure-ai.en.txt

   03_building-your-first-ai-application

    01_designing-a-text-generation-application

     01_blueprint-of-a-text-generation-app.en.txt

     02_choosing-the-right-model-for-your-application_instructions.html

     04_communicating-with-ui-ux-and-frontend-teams_instructions.html

     05_setting-the-stage-for-your-first-ai-application.en.txt

     06_framework-design-for-text-generation_instructions.html

    02_testing-and-enhancing-your-application

     02_improving-your-ai-application.en.srt

     02_improving-your-ai-application.mp4

     04_sample-application-enhancement-and-reflection_instructions.html

     05_module-3-summary-from-blueprint-to-a-functional-ai-app.en.txt

   04_ethical-ai-usage-and-project-completion

    01_understanding-ethical-ai-practices

     01_embedding-ethics-in-ai.en.txt

     02_guidelines-for-responsible-ai-use_instructions.html

     04_creating-an-ethical-ai-framework_instructions.html

     05_introducing-azures-responsible-ai-toolkit.en.txt

     06_implementing-ethical-safeguards_instructions.html

    02_building-a-responsible-ai-application

     02_final-project-responsible-text-generation-app_instructions.html

     03_final-project-lab-walkthrough.en.txt

     04_sample-project-solution-reflection-and-next-steps_instructions.html

     05_course-summary.en.txt

  microsoft-multimodal-and-cross-modal-ai-integrations

   01_multimodal-ai-component-integration

    01_basics-of-multimodal-ai-integration

     01_introduction-to-microsoft-generative-ai-engineering-certification.en.txt

     02_introduction-to-multimodal-and-cross-modal-integrations-course.en.srt

     02_introduction-to-multimodal-and-cross-modal-integrations-course.mp4

     04_understanding-multimodal-ai.en.srt

     04_understanding-multimodal-ai.mp4

     06_visualizing-a-multimodal-workflow_instructions.html

     08_analyzing-your-first-multimodal-integration_instructions.html

    02_advanced-multimodal-techniques

     02_advanced-multimodal-applications.en.srt

     02_advanced-multimodal-applications.mp4

     04_case-study-designing-a-multimodal-product-search_instructions.html

   02_text-to-image-generation

    01_introduction-to-text-to-image-models

     01_module-2-introduction-from-words-to-worlds-with-text-to-image-models.en.txt

     02_from-text-to-image-in-practice.en.srt

     02_from-text-to-image-in-practice.mp4

     04_text-to-image-model-comparisons.en.srt

     04_text-to-image-model-comparisons.mp4

    02_enhancing-text-to-image-techniques

     02_mastering-text-to-image-control.en.srt

     02_mastering-text-to-image-control.mp4

     04_case-study-a-creative-workflow-for-a-marketing-campaign_instructions.html

     05_module-2-summary-from-architecture-to-artistic-control.en.txt

   03_cross-modal-applications-with-azure-ai-vision

    01_introduction-to-cross-modal-techniques

     01_an-overview-of-the-azure-ai-services-toolkit.en.txt

     02_module-3-introduction-the-multiple-applications-of-azure-ai-vision.en.srt

     02_module-3-introduction-the-multiple-applications-of-azure-ai-vision.mp4

     03_bringing-sight-to-your-applications-with-azure-ai-vision.en.txt

     04_getting-started-with-azure-ai-vision.en.srt

     04_getting-started-with-azure-ai-vision.mp4

     06_exploring-cross-modal-features-in-vision-studio.en.srt

     06_exploring-cross-modal-features-in-vision-studio.mp4

     08_interpreting-ocr-results-with-the-sdk_instructions.html

    02_advanced-techniques-for-cross-modal-ai

     02_refining-cross-modal-applications.en.srt

     02_refining-cross-modal-applications.mp4

     04_case-study-building-an-automated-inventory-checker_instructions.html

     05_module-3-summary-from-a-single-feature-to-a-complete-vision-solution.en.txt

   04_advanced-ai-integration-with-azure-services

    01_utilizing-azure-ai-services-for-integration

     01_module-4-introduction-building-an-end-to-end-solution.en.txt

     02_orchestrating-azure-ai-services-a-demonstration.en.srt

     02_orchestrating-azure-ai-services-a-demonstration.mp4

     04_setting-up-your-environment-for-integration.en.srt

     04_setting-up-your-environment-for-integration.mp4

    02_developing-seamless-multi-modal-solutions

     02_demonstrating-text-to-speech-with-the-sdk.en.srt

     02_demonstrating-text-to-speech-with-the-sdk.mp4

     04_production-considerations-for-multimodal-apps_instructions.html

     05_module-4-summary-orchestrating-a-full-ai-solution.en.txt

     06_course-summary.en.srt

     06_course-summary.mp4

     app_complete_solution.py

     tts_demo.py

  microsoft-working-with-large-language-models-using-azure

   01_understanding-large-language-models-llms

    01_introduction-to-llms

     01_introduction-to-microsoft-generative-ai-engineering-certification.en.txt

     02_introduction-to-working-with-large-language-models-using-azure-course.en.srt

     02_introduction-to-working-with-large-language-models-using-azure-course.mp4

     04_introduction-to-llms-and-prompt-engineering.en.srt

     04_introduction-to-llms-and-prompt-engineering.mp4

     05_the-impact-of-llms.en.txt

     06_overview-of-llm-interaction_instructions.html

     08_llm-fundamentals-from-tokens-to-sequential-models_instructions.html

     10_a-look-inside-an-llm-from-prompt-to-response.en.srt

     10_a-look-inside-an-llm-from-prompt-to-response.mp4

    02_prompt-engineering-and-optimization

     01_why-prompt-engineering-matters.en.txt

     02_techniques-in-prompt-engineering_instructions.html

     03_crafting-effective-prompts.en.txt

     04_prompt-engineering-success-strategies_instructions.html

     05_module-1-summary-llm-fundamentals-and-prompt-engineering.en.txt

   02_implementing-rag-pipelines

    01_introduction-to-rag-pipelines

     01_introduction-to-rag-grounding-ai-with-data.en.txt

     02_rag-pipelines-explained.en.srt

     02_rag-pipelines-explained.mp4

     04_data-sources-for-rag-azure-ai-search-and-the-marketplace.en.srt

     04_data-sources-for-rag-azure-ai-search-and-the-marketplace.mp4

     06_reviewing-your-first-rag-pipeline_instructions.html

    02_building-advanced-rag-pipelines

     02_advanced-rag-configurations.en.srt

     02_advanced-rag-configurations.mp4

     04_case-study-implementing-advanced-rag-in-a-corporate-setting_instructions.html

     05_module-2-summary-mastering-rag-pipelines.en.txt

   03_fine-tuning-and-customizing-llms

    01_fine-tuning-llms-for-specific-domains

     01_the-art-of-fine-tuning.en.txt

     02_fine-tuning-techniques_instructions.html

     03_a-guided-tour-of-azures-fine-tuning-interface.en.txt

     04_learnings-from-fine-tuning-llms_instructions.html

    02_domain-specific-customizations

     02_integrating-domain-expertise-into-your-application.en.srt

     02_integrating-domain-expertise-into-your-application.mp4

     04_analyzing-domain-specific-llms_instructions.html

     06_module-3-summary-mastering-customization-with-fine-tuning.en.srt

     06_module-3-summary-mastering-customization-with-fine-tuning.mp4

   04_developing-generative-applications-with-azure

    01_building-generative-ai-applications

     01_introduction-to-application-development-from-model-to-product.en.txt

     02_harnessing-generative-ai-from-models-to-products.en.srt

     02_harnessing-generative-ai-from-models-to-products.mp4

     04_visualizing-an-application-with-prompt-flow.en.srt

     04_visualizing-an-application-with-prompt-flow.mp4

     06_key-concepts-in-prompt-flow-development_instructions.html

    02_deploying-and-managing-applications

     02_deploying-on-azure-ai-foundry.en.srt

     02_deploying-on-azure-ai-foundry.mp4

     04_the-mlops-lifecycle-for-generative-ai_instructions.html

     05_module-4-summary-your-journey-as-an-ai-application-developer.en.txt

     06_course-summary.en.srt

     06_course-summary.mp4