Download Advanced Retrieval Augmented Generation torrent

Advanced Retrieval Augmented Generation

Torrent:	Advanced Retrieval Augmented Generation
Description:	Advanced Retrieval Augmented Generation https://FreeCourseWeb.com Published 8/2024 MP4 \| Video: h264, 1280x720 \| Audio: AAC, 44.1 KHz, 2 Ch Language: English \| Duration: 5h 27m \| Size: 2.2 GB How to make Advanced RAG work in practice with Evaluations, Agentic Patterns and Generative AI with LLM What you'll learn You will learn how to increase the robustness of you LLM calls by implementing structured outputs, acing, caching and retries How to generate synthetic data to establish a baseline for your RAG system, even if your RAG system don't have users yet How to filter out redundant generated data How to make all your LLM calls faster AND cheaper using asynchronous Python and caching How to not be held back by OpenAI rate limits Requirements Have Docker installed on your machine Access to a modern powerful laptop with python installed or a Google Drive account Working experience as a Software Engineer, preferrably more than two years At least intermediate Python Programming or the ability to learn it fast (eg: Seniority in another Programming Language) Willing to spend about ten dollars for running the LLM calls (either locally or through OpenAI) Access to pro version of ChatGPT (or equivalent) Basic of data science (precision, recall, pandas) Ability to debug by yourself, especially typos (we will use async code, you must be comfortable reading tracebacks) You know what RAG means and have already implemented Basic or Naive RAG in a tutorial, at least
Downloads:	21
Category:	Other /Tutorials
Size:	2.2 GB
Show Files »	[ FreeCourseWeb.com ] Advanced Retrieval Augmented Generation Get Bonus Downloads Here.url (0.2 KB) ~Get Your Files Here ! 1 - Introduction & Setup 1 - 000_INTRO_post_processed.mp4.mp4 (120.7 MB) 2 - 00_SETUP_01_OPENAI_API_KEY.mp4.mp4 (34.8 MB) 3 - 00_SETUP_02_INSTALL_VIRTUAL_ENV_JUPYTER.mp4.mp4 (16.5 MB) 4 - 00_SETUP_03_DOCKER_LANGFUSE.mp4.mp4 (52.3 MB) 5 - 00_SETUP_04_CREATE_REPO_FOR_OUR_CODE.mp4.mp4 (27.9 MB) 2 - Section 1 - Making our LLM powered systems more Robust 1 - 01_ROBUSTNESS_01_PROTECT_API_KEY_WITH_DOTENV.mp4.mp4 (61.5 MB) 10 - fname 01_ROBUSTNESS_10_Update_Wrappertscproj.mp4.mp4 (43.9 MB) 11 - 01_ROBUSTNESS_11_TRACING_LANGFUSE.mp4.mp4 (217.3 MB) 12 - 01_ROBUSTNESS_12_Tracing+Caching.mp4.mp4 (51.0 MB) 13 - 01_ROBUSTNESS_13_Retrying_Decorator.mp4.mp4 (129.7 MB) 14 - 01_ROBUSTNESS_14_Demo_Retry_and_putting_it_all_together.mp4.mp4 (120.0 MB) 15 - 01_ROBUSTNESS_15_theory_structured_outputs_agentic_patterns_post_processed.mp4.mp4 (56.2 MB) 16 - 01_ROBUSTNESS_16_STRUCTURED_OUTPUTS_DEMO_post_processed.mp4.mp4 (135.7 MB) 17 - 01_ROBUSTNESS_17_Robust_Structured_Outputs_post_processed.mp4.mp4 (219.8 MB) 18 - 01_ROBUSTNESS_18_Section_Conclusion_post_processed.mp4.mp4 (20.2 MB) 2 - 01_ROBUSTNESS_02_CALLING_AN_OPENAI_LLM.mp4.mp4 (128.5 MB) 3 - 01_ROBUSTNESS_03_THEORY_TOKENS.mp4.mp4 (27.9 MB) 4 - 01_ROBUSTNESS_04_THEORY_LLM.mp4.mp4 (23.5 MB) 5 - 01_ROBUSTNESS_04_ASYNCHRONOUS_CODE.mp4.mp4 (144.9 MB) 6 - 01_ROBUSTNESS_06_THE_FIVE_PROBLEMS_WE_NEED_TO_SOLVE (1).mp4.mp4 (80.7 MB) 7 - 01_ROBUSTNESS_07_Caching_DISKCACHE.mp4.mp4 (94.1 MB) 8 - 01_ROBUSTNESS_08_Caching_LLM_Calls_Cached.mp4.mp4 (228.8 MB) 9 - 01_ROBUSTNESS_09_ignore_cache_dir.mp4.mp4 (12.7 MB) 3 - Section 2 - Measure and Improve Performance of the Retrieval System 1 - 02_RETRIEVAL_01_SECTION_INTRODUCTION_post_processed.mp4.mp4 (75.8 MB) 4 - Section 2 - Part 1 - Generating a Synthetic Evaluation Dataset 1 - 02_RETRIEVAL_02_DATASET_INTRODUCTION_post_processed.mp4.mp4 (56.6 MB) 2 - 02_RETRIEVAL_03_LOAD_DATASET_post_processed.mp4.mp4 (37.1 MB) 3 - 02_RETRIEVAL_04_HOW_TO_GENERATE_post_processed.mp4.mp4 (45.5 MB) SECTION_02_01_EVALUATION_DATA_GENERATION_.ipynb.ipynb (7.5 KB) paul_allen_sent_emails.csv.csv (164.2 KB) Bonus Resources.txt (0.4 KB) files
Added:	2024-09-20 23:08:11
Language:	English
Peers:	Seeders : 5 , Leechers : 14
Release name:	Advanced Retrieval Augmented Generation
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