Guide

A Full Guide to Tremendous-Tuning Large Language Models

Large language models (LLMs) like GPT-4, LaMDA, PaLM, and others have taken the world by storm with their remarkable ability to know and generate human-like text on an unlimited range of topics. These models...

A beginner’s guide to constructing a Retrieval Augmented Generation (RAG) application from scratch

Learn critical knowledge for constructing AI apps, in plain englishRetrieval Augmented Generation, or RAG, is all the craze nowadays since it introduces some serious capabilities to large language models like OpenAI’s GPT-4 — and...

A Complete Guide to Write your personal Transformers

An end-to-end implementation of a Pytorch Transformer, through which we are going to cover key concepts reminiscent of self-attention, encoders, decoders, and way more.We will clearly see that the model attends from right to...

Understanding Latent Dirichlet Allocation (LDA) — A Data Scientist’s Guide (Part 2)

LDA Convergence Explained with a Dog Pedigree Model“What if my a priori understanding of dog breed group distribution is inaccurate? Is my LDA model doomed?”My wife asked.Welcome back to part 2 of the series,...

Speech to Text to Speech with AI Using Python — a How-To Guide

The best way to Create a Speech-to-Text-to-Speech ProgramIt’s been exactly a decade since I began attending GeekCon (yes, a geeks’ conference 🙂) — a weekend-long hackathon-makeathon by which all projects have to be useless...

Navigating Slowly Changing Dimensions (SCD) and Data Restatement: A Comprehensive Guide

Strategies for efficiently managing dimension changes and data restatement in enterprise data warehousingImagine this, you're an information engineer working for a big retail company that utilizes the incremental load technique in data warehousing. This...

The 2024 Guide to Cognitive Conversational AI in Business

Incorporating cognitive conversational AI into modern business strategy is important, especially in the way it transforms customer experiences. This angle is supported by a PwC survey of business and tech leaders. AI and cognitive...

Large Language Models with Scikit-learn: A Comprehensive Guide to Scikit-LLM

By integrating the subtle language processing capabilities of models like ChatGPT with the versatile and widely-used Scikit-learn framework, Scikit-LLM offers an unmatched arsenal for delving into the complexities of textual data.Scikit-LLM, accessible on its...

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