Google's Gemma 4 12B brings multimodal AI — audio, video, and text — to a standard 16GB laptop in 2026. No cloud required. Here's what it does and why it matters.

White Blood Cell Classification is a deep learning project built with Python, TensorFlow, and Keras that classifies five types of WBCs from microscopic images using a CNN model. With advanced image ...

Abstract: Harmful image detection and classification is a significant work for network security. Earlier studies based on skin color detection using manually extracted features are inaccurate and ...

Abstract: A Convolutional Neural Networks (CNNs) approach is proposed to automate the method of Diabetic Retinopathy(DR) screening using color fundus retinal photography as input. Our network uses CNN ...

Data science is typically more of an art than a science, despite the name. You start with dirty data and an old statistical predictive model and try to do better with machine learning. Nobody checks ...

Used the following docker image for the execution environment. docker pull sinpcw/pytorch:1.11.0 Make a subset of each dataset. Also make a csv of image_path and label_id for each subset. glr2021: ...