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  langchain-and-workflow-design-course

   01_foundations-of-langchain

    01_introduction-to-langchain

     02_learning-objectives.en.srt

     02_learning-objectives.mp4

     03_background-of-langchain.en.txt

     04_langchain-key-concepts.en.srt

     04_langchain-key-concepts.mp4

     05_compatibility-programming-languages.en.txt

    02_architecture-of-langchain

     01_langchain-framework.en.txt

     02_langchain-framework-driven-by-reasoning.en.srt

     02_langchain-framework-driven-by-reasoning.mp4

     03_langchain-components.en.txt

     04_text-embedding-model-and-prompt.en.srt

     04_text-embedding-model-and-prompt.mp4

     05_memory-and-chain-in-langchain.en.txt

     06_architecture-of-langchain-framework.en.srt

     06_architecture-of-langchain-framework.mp4

   02_applying-langchain-for-generative-ai-workflows

    01_working-with-langchain

     01_system-requirements-for-langchain.en.txt

    02_a-comprehensive-overview-of-langchain

     01_features-of-langchain.en.txt

     02_data-privacy-and-security.en.srt

     02_data-privacy-and-security.mp4

     03_demo-building-a-text-generation-pipeline-with-langchain-and-hugging-faces-flan.en.txt

    03_designing-workflow-for-generative-ai-applications

     01_workflow-generative-ai-applications.en.txt

     02_workflow-traditional-applications.en.srt

     02_workflow-traditional-applications.mp4

     03_workflow-traditional-vs-generative-ai.en.txt

     04_generative-ai-integration-into-existing-workflows.en.srt

     04_generative-ai-integration-into-existing-workflows.mp4

     05_industrial-application-beautiful-ai-and-bardeen-ai.en.txt

     06_key-takeaways.en.srt

     06_key-takeaways.mp4

  langchain-course-for-llm-application-development

   01_foundations-of-model-i-o-and-document-processing

    01_model-i-o-prompts-language-models-and-parsers

     02_learning-objectives.en.srt

     02_learning-objectives.mp4

     03_flow-of-chatbot-application-and-model-i-o.en.txt

     04_demo-langchain-models-prompts-and-output-parsers.en.srt

     04_demo-langchain-models-prompts-and-output-parsers.mp4

    02_document-loaders

     01_chatbot-application-flow-and-document-loaders.en.txt

     02_types-of-document-loaders-part-1.en.srt

     02_types-of-document-loaders-part-1.mp4

     03_types-of-document-loaders-part-2.en.txt

    03_text-splitters

     01_text-splitters-and-its-examples.en.txt

     02_text-splitters-recursive-character-text-splitter.en.srt

     02_text-splitters-recursive-character-text-splitter.mp4

   02_embeddings-and-vector-stores

    01_embeddings-in-genai

     01_introduction-to-embeddings-in-genai.en.txt

     02_text-embedding-models-intuition-and-examples.en.srt

     02_text-embedding-models-intuition-and-examples.mp4

    02_introduction-to-vector-store

     01_overview-of-vectorstore-and-its-working.en.txt

     02_demo-loaders-text-splitters-embeddings-and-vector-stores.en.srt

     02_demo-loaders-text-splitters-embeddings-and-vector-stores.mp4

   03_langchain-retrieval-and-chains

    01_langchain-retriever

     01_overview-and-examples-of-langchain-retriever.en.txt

    02_langchain-chains

     01_introduction-and-langchain-chains-and-its-framework.en.txt

     02_sequential-chain-and-stuff-chain-in-langchain.en.srt

     02_sequential-chain-and-stuff-chain-in-langchain.mp4

     03_refine-chain-and-map-reduce-chain-in-langchain.en.txt

     04_demo-langchain-sequential-chain.en.srt

     04_demo-langchain-sequential-chain.mp4

   04_langchain-memory-and-agents

    01_langchain-memory

     01_introduction-to-langchain-memory-and-its-types.en.txt

     02_demo-langchain-memory.en.srt

     02_demo-langchain-memory.mp4

    02_introduction-to-langchain-agents

     01_langchain-agents-and-chat-messages.en.txt

     02_demo-creating-and-utilizing-langchain-agents.en.srt

     02_demo-creating-and-utilizing-langchain-agents.mp4

     03_demo-running-local-falcon-llm.en.txt

     04_key-takeaways.en.srt

     04_key-takeaways.mp4

  llm-benchmarking-and-evaluation-training

   01_core-capabilities-of-llms

    01_introduction-to-llm-capabilities

     02_learning-objectives.en.srt

     02_learning-objectives.mp4

     03_four-major-capabilities-of-llm.en.txt

    02_introduction-to-summarization

     01_overview-benefits-limitations-and-industrial-applications-of-summarization.en.txt

     02_demo-text-summarizer.en.srt

     02_demo-text-summarizer.mp4

    03_introduction-to-content-translation

     01_overview-benefits-limitations-and-industrial-applications-of-content-translation.en.txt

   02_interactive-and-analytical-llm-applications

    01_chatbots-and-virtual-assistants

     01_overview-benefits-limitations-and-industrial-applications-of-chatbots-and.en.txt

     02_demo-multipdf-qa-retriever-with-chromadb-and-langchain.en.srt

     02_demo-multipdf-qa-retriever-with-chromadb-and-langchain.mp4

    02_introduction-to-sentiment-analysis

     01_overview-benefits-and-limitations-of-sentiment-analysis.en.txt

     02_demo-sentiment-analysis.en.srt

     02_demo-sentiment-analysis.mp4

   03_llm-evaluation-and-benchmarking

    01_introduction-to-benchmarking

     01_benchmarking-and-its-steps.en.txt

    02_benchmarks-for-evaluating-llms

     01_benchmarks-for-language-models.en.txt

     02_demo-rouge-benchmark.en.srt

     02_demo-rouge-benchmark.mp4

     03_need-for-new-benchmarks.en.txt

     04_glue-benchmark-tasks.en.srt

     04_glue-benchmark-tasks.mp4

     05_superglue-benchmark-tasks-part-1.en.txt

     06_superglue-benchmark-tasks-part-2.en.srt

     06_superglue-benchmark-tasks-part-2.mp4

     07_beyond-the-imitation-game-benchmark-big-bench.en.txt

     08_key-takeaways.en.srt

     08_key-takeaways.mp4

  llm-fine-tuning-and-customization-training

   01_foundations-of-llm-fine-tuning

    01_introduction-to-llm-fine-tuning

     02_learning-objectives.en.srt

     02_learning-objectives.mp4

     03_basics-of-llm-fine-tuning.en.txt

     04_fundamentals-of-fine-tuning-of-llm.en.srt

     04_fundamentals-of-fine-tuning-of-llm.mp4

     05_data-preparation-for-llm-tuning.en.txt

     06_demo-data-preparation-for-fine-tuning.en.srt

     06_demo-data-preparation-for-fine-tuning.mp4

    02_fine-tuning-methodologies

     01_various-methods-of-fine-tuning.en.txt

     02_supervised-fine-tuning.en.srt

     02_supervised-fine-tuning.mp4

     03_parameter-efficient-fine-tuning-peft.en.txt

     04_parameter-efficient-fine-tuning-peft-methods.en.srt

     04_parameter-efficient-fine-tuning-peft-methods.mp4

     05_reinforcement-learning-with-human-feedback-rlhf.en.txt

     06_rlhf-examples-and-applications.en.srt

     06_rlhf-examples-and-applications.mp4

     07_hyperparameter-tuning-in-fine-tuning.en.txt

     08_hyperparameter-tuning.en.srt

     08_hyperparameter-tuning.mp4

   02_evaluation-implementation-and-best-practices

    01_evaluation-of-fine-tuning-model

     01_optimizing-and-evaluating-fine-tuned-models.en.txt

     02_fine-tuning-and-hyperparameter-optimization.en.srt

     02_fine-tuning-and-hyperparameter-optimization.mp4

     03_fine-tuning-large-language-models.en.txt

    02_hands-on-fine-tuning

     01_llm-fine-tuning-frameworks.en.txt

     02_llm-fine-tuning-key-libraries-and-platforms.en.srt

     02_llm-fine-tuning-key-libraries-and-platforms.mp4

    03_fine-tuning-best-practices

     01_data-preparation-model-selection-and-monitor-overfitting.en.txt

     02_hyperparameter-tuning-bias-awareness-and-model-evaluation.en.srt

     02_hyperparameter-tuning-bias-awareness-and-model-evaluation.mp4

     03_demo-finetune-falcon-7b-own-instance-llm.en.txt

     04_demo-build-an-image-generation-app-with-langchain-and-openai-dall-e.en.srt

     04_demo-build-an-image-generation-app-with-langchain-and-openai-dall-e.mp4

     05_key-takeaways.en.txt