Packt Preprocessing Unstructured Data For LLMs And RAG Systems 2024

Files Included :
01-introductions and what the course is about and prerequisites.mp4 (16.52 MB)
02-course structure.mp4 (3.68 MB)
01-development environment setup overview.mp4 (6.01 MB)
02-setup openai api account and api key.mp4 (39.07 MB)
03-setup the unstructured account and free api key.mp4 (22.87 MB)
04-unstructured framework test run.mp4 (38.17 MB)
01-data preprocessing deep dive overview.mp4 (19.36 MB)
02-data preprocessing for llms overview why data preprocessing is hard.mp4 (9.73 MB)
03-challenges with unstructured data.mp4 (3.03 MB)
04-how content extraction works cleaning and data normalization.mp4 (10.83 MB)
05-chunking and structuring data and workflow orchestration.mp4 (26.25 MB)
06-the unstructured framework the whole workflow and overview.mp4 (30.07 MB)
01-hands on preprocessing a pdf file and dissecting the extracted json data.mp4 (120.89 MB)
02-hands on preprocessing a pptx powerpoint file.mp4 (74.59 MB)
03-hands on preprocessing an html file.mp4 (24.27 MB)
04-benefits of normalizing content summary.mp4 (13.96 MB)
01-content chunking and metadata extraction overview.mp4 (21.71 MB)
02-finding elements associated with chapters hands on.mp4 (85.83 MB)
03-semantic similarity hybrid search and saving documents to vector database.mp4 (75.27 MB)
04-code restructuring avoid multiple document preprocessing.mp4 (21.98 MB)
05-semantic similarity challenges information recency criteria.mp4 (15.78 MB)
06-chunking for document elements and benefits full overview.mp4 (28.43 MB)
07-chunking document content hands on.mp4 (43.57 MB)
08-summary.mp4 (4 MB)
01-preprocessing complex documents pdfs and images overview.mp4 (3.02 MB)
02-document image analysis methods document layout detector and visual transformer.mp4 (13.3 MB)
03-advantages and disadvantages of vit and dld.mp4 (10.63 MB)
04-preprocessing html and pdf files fast.mp4 (52.12 MB)
05-preprocessing with document layout detection and comparing the results.mp4 (91.29 MB)
06-table content extraction hands on.mp4 (55.88 MB)
07-summarizing the table data with langchain hands on.mp4 (51.96 MB)
01-put it all together build a rag system using what you ve learned overview.mp4 (4.19 MB)
02-preprocessing a pdf file and showing tabular content as well part 1.mp4 (62.08 MB)
03-filtering out references and headers from pdf part 2.mp4 (59.97 MB)
04-preprocess pptx md file and save document elements to vector database part 3.mp4 (69.98 MB)
05-chat with your own documents pdf part 4.mp4 (148.86 MB)
06-chat with your own documents md and pptx documents final.mp4 (76.32 MB)
01-whats next.mp4 (13.94 MB)]
Screenshot
[Image: r4wDhc1w_o.jpg]