Multi-Class Classification

How to apply sklearn decision tree algorithm to yeast dataset for multiclass classification

How to apply sklearn decision tree algorithm to yeast dataset for multiclass classification     Decision Tree is a popular supervised machine learning algorithm that can be used for both classification and regression tasks. In this essay, we will be discussing how to use the decision tree algorithm for multiclass classification on the yeast dataset …

How to classify images using CNN layers in Keras: An application of MNIST Dataset

How to classify images using CNN layers in Keras: An application of MNIST Dataset   Convolutional Neural Networks (CNNs) are a powerful tool for image classification tasks. They work by learning hierarchical representations of the image, where each layer captures a different level of abstraction. In this essay, we will discuss how to classify images …

How to setup CNN layers in Keras for image classification

How to setup CNN layers in Keras for image classification     Convolutional Neural Networks (CNNs) are a type of deep learning model that are particularly well-suited for image classification tasks. CNNs are designed to process data that has a grid-like topology, such as an image. They work by learning hierarchical representations of the image, …

Image classification using Xgboost: An example in Python using CIFAR10 Dataset

  Image classification is a task of assigning a label to an image based on its visual content. It is a fundamental problem in the field of computer vision and has many practical applications, such as self-driving cars and image search engines. One popular algorithm for image classification is XGBoost, a gradient boosting algorithm that …

How to do Fashion MNIST image classification using CatBoost in Python

How to do Fashion MNIST image classification using CatBoost in Python     Fashion MNIST is a dataset of images of clothing items, such as shirts, pants, and sneakers, with the goal of training models to recognize and classify them. One popular method for image classification is using CatBoost, a gradient boosting library that is …

How to do Fashion MNIST image classification using LightGBM in Python

How to do Fashion MNIST image classification using LightGBM in Python     Fashion MNIST is a dataset of images of clothing items, such as shirts, pants, and sneakers, with the goal of training models to recognize and classify them. One popular method for image classification is using LightGBM, a gradient boosting library that is …

How to predict wine-class (wine data) using a keras deep learning model

How to predict wine-class (wine data) using a keras deep learning model     Predicting the class of a wine using a keras deep learning model is a process that involves several steps. The wine dataset is a popular dataset for classification tasks, and it consists of various features such as alcohol content, acidity, and …

How to predict diabetes (diabetes data) using a keras deep learning model

How to predict diabetes (diabetes data) using a keras deep learning model   Predicting diabetes using a keras deep learning model is a process that involves several steps. The diabetes dataset is a popular dataset for classification tasks, and it consists of various features such as age, blood pressure, BMI, diabetes pedigree function and a …

How to classify Flowers (iris data) using a keras deep learning model

How to classify Flowers (iris data) using a keras deep learning model     Classifying flowers, specifically the iris data, using a keras deep learning model is a process that involves several steps. The Iris dataset is a popular dataset for classification tasks, and it consists of 150 samples of iris flowers, each with four …

How to classify images using CIFAR10 dataset in Keras

How to classify images using CIFAR10 dataset in Keras     Classifying images using the CIFAR-10 dataset in Keras involves several steps. First, you need to import the CIFAR-10 dataset, which is a dataset of 60,000 color images of 32×32 pixels, divided into 10 classes. Each image belongs to one of the following classes: airplanes, …