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10 Ways to Improve the Performance of Retrieval Augmented Generation Systems

Tools to go from prototype to production The Quick-start Guide Isn’t Enough “Retrieval augmented generation is the process of supplementing a user’s input to a large language model (LLM) like ChatGPT with additional information that you (the system) have retrieved from

An intuition for AUC and Harrell’s C

An Intuition for AUC and Harrell’s C A graphical approach Photo by author Everyone venturing into the realm of machine learning or predictive modeling comes across the concept of model performance testing. Textbooks usually differ only in what the reader learns

Unlocking the Power of Facial Blurring in Media: A Comprehensive Exploration and Model Comparison

Comparison of various face detection and blurring algorithms Processed photo by OSPAN ALI on Unsplash In today’s data-driven world, ensuring the privacy and anonymity of individuals is of paramount importance. From protecting personal identities to complying with stringent regulations like GDPR,

Beyond Grades: Using AI to Forecast and Explain Student Performance

Can we use AI to curb year repetition rates and improve education? Continue reading on Towards Data Science »

Getting Started with AI/ML to Build Intelligent Supply Chains

How should you think about applications for AI/ML technology within your supply chain to maximize the return on investment? Photo by Volodymyr Hryshchenko on Unsplash Background Supply chain optimization is a vast area of research. There is a plethora of use

Qubit Magic: Creating Mythical Creatures with Quantum Computing

Generating beautiful images with qubits and large language models. Continue reading on Towards Data Science »

Build and Play! Your Own V&L Model Equipped with LLM!

Developing LLM-integrated GIT vision language models. Summary of this article: Explaining GIT, a Vision Language Model developed by Microsoft.Replacing GIT’s language model with large language models (LLMs) using PyTorch and Hugging Face’s Transformers.Introducing how to fine-tune GIT-LLM models using LoRA.Testing and discussing the

ChatGPT Advanced Data Analytics For Custom Matplotlib Well Log Plots

Using OpenAI’s Code Interpreter to Create Well Log Plots for Petrophysics and Geoscience Interpretations Continue reading on Towards Data Science »

Training an Agent to Master Tic-Tac-Toe Through Self-Play

Surprisingly, a software agent never gets tired of the game. Ah! primary school! This was the time when we learned valuable skills, such as literacy, arithmetic, and playing tic-tac-toe optimally. Photo by Solstice Hannan on Unsplash Playing a tic-tac-toe match with your

All You Need to Know about Vector Databases and How to Use Them to Augment Your LLM Apps

A Step-by-Step Guide to Discover and Harness the Power of Vector Databases Continue reading on Towards Data Science »