SebastianFine-Tuning LLMs: Technical OverviewLLMs are ubiquitous tools used for the processing and producing of natural language texts. Since its inception in 2018, several generations…10 min read·May 6, 2024----
SebastianQuestion-Answer System Architectures using LLMsNot long ago, question answering systems were built as complex information storage and retrieval systems. The first component processes…7 min read·Apr 29, 2024----
SebastianBuilding a Question-Answer System with Machine Learning AlgorithmsFor a very long time, I have been reading several articles, some papers, and lots of blog post about artificial intelligence and machine…7 min read·Apr 22, 2024----
SebastianNLP Tasks with the Haystack LLM LibraryIn the Python ecosystem, several libraries for NLP emerged that incorporate or work with LLMs. Haystack is a library with many features and…18 min read·Apr 15, 2024----
SebastianNLP Tasks with the Gpt4All LLM LibraryWith the advent of ChatGPT and a free to use chat client available on their website, OpenAI pushed the frontier of easy-to-use personal…20 min read·Apr 8, 2024----
SebastianNLP Tasks with the LangChain LLM LibraryLarge Language Models (LLMs) are neural networks trained on terabytes of input data that exhibit several emergent behaviors with which…12 min read·Apr 1, 2024----
SebastianNLP Tasks with the Transformers LLM LibraryNatural Language Processing with Large Language Modesl is the current state of the art. Investigating how classical NLP tasks became to be…15 min read·Mar 25, 2024----
SebastianLLMs on your local Computer (Part 2)Large Language Models are a ubiquitous technology that revolutionizes the way we work with computers. LLMs in the size of around 7B provide…20 min read·Mar 18, 2024----
SebastianLLMs on your local Computer (Part 1)The Cambrian explosion of Large Language Models (LLMs) happens right now. Ever increasing astonishing models are published and used for…20 min read·Mar 11, 2024----
SebastianLarge Language Models: Library Overview for Training, Fine-Tuning, Intererence and MoreIn essence, Large Language Models are neural networks with a transformer architecture. The evolution of LLMs is a history of scaling: input…5 min read·Mar 4, 2024----