Vector Database for an LLM: Diabetes Information

In this Python project, we will download diabetes information from MedlinePlus, a reputable website from the United States government. In the multiple documents, there will be a variety of content around diabetes, like descriptions, symptoms, and related conditions. All of that data will be vectorized in a VectorDB, Pinecone, in order to perform a semantic search in the data. Disclaimer This project is intended for educational and exploratory purposes only. It aims to facilitate data analysis and to illustrate potential future applications of AI in medicine....

April 16, 2024 · 10 min · 2086 words · Jesús Manuel Remón González

HippocratesAI: Using GenAI to diagnose medical conditions

In this python project, I will create a platform with the idea of using AI to speed up medical diagnosis, helping doctors and patients to accelerate the medical servide, thus reducing costs and time. Disclaimer This project is intended for educational and exploratory purposes only. It aims to facilitate data analysis and to illustrate potential future applications of AI in medicine. Please note that I am not a medical professional, and the outputs generated by this project should not be considered as medical advice....

April 14, 2024 · 4 min · 800 words · Jesús Manuel Remón González

Smartwatch Health Data analysis and Calories Burned Prediction

In this project, I will perform data analysis in a dataset about smartwatches, that recoleted information like Steps, Heart Rate, Device and Gender among others. This dataset is composed of more than 6000 people, the data is available on Harvard. In this study, researchers wanted to see if popular wearable devices, like the Apple Watch and Fitbit, could accurately predict different activities like lying down, sitting, and various levels of physical activity in a controlled lab setting....

July 30, 2023 · 12 min · 2365 words · Jesús Manuel Remón González

Predicting Breast Cancer Survival

In this Python-based project, I will study breast cancer patient care by predicting post-surgery survival rates. By analyzing crucial factors such as cancer type, stage, and age, my advanced machine learning models empower medical professionals to make informed decisions, optimize treatments, and improve patient outcomes in the fight against breast cancer. Disclaimer This project is purely based on a sample dataset and is intended for educational and exploratory purposes only. It aims to facilitate data analysis and raise awareness about breast cancer....

July 26, 2023 · 10 min · 2097 words · Jesús Manuel Remón González

Neural Network to Generate Art

A GAN is an AI algorithm with two neural networks—generator and discriminator—competing to create and differentiate realistic data, like images or text. This dynamic allows GANs to produce authentic and diverse synthetic data, widely used in image synthesis, data augmentation, and creative applications. Introduction The Art Platform is an innovative AI-powered image generation platform that utilizes Generative Adversarial Networks (GANs) to produce realistic images based on user input. This project aims to bridge the gap between natural language descriptions and visual representations by leveraging state-of-the-art deep learning techniques....

April 24, 2022 · 3 min · 435 words · Jesús Manuel Remón González