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Projects in Awesome Lists tagged with multiclass-classification

A curated list of projects in awesome lists tagged with multiclass-classification .

https://github.com/ShawnyXiao/2017-CCF-BDCI-AIJudge

2017-CCF-BDCI-让AI当法官(初赛)：7th/415 (Top 1.68%)

2017 bdci ccf data-mining multiclass-classification nlp

Last synced: 30 Mar 2025

https://github.com/srimannarayanabaratam/land_cover_classification_unet

This repository contains code for implementing multi class semantic segmentation (specifically applied to satellite image classification) with PyTorch implementation of UNet.

deepglobe-dataset multiclass-classification pytorch semantic-segmentation unet

Last synced: 05 May 2025

https://github.com/GINK03/alt-i2v

alternative illustration2vec implitation of sigmoids of fully connected layer

deep-learning keras multiclass-classification otaku vectorization

Last synced: 20 Nov 2025

https://github.com/yeaseen/ml_pattern

:trident: Some recognized algorithms[Decision Tree, Adaboost, Perceptron, Clustering, Neural network etc. ] of machine learning and pattern recognition are implemented from scratch using python. Data sets are also included to test the algorithms.

adaboost-learning als-algorithm artificial-neural-networks basic-learning binary-perceptron decision-tree-classifier multiclass-classification multiclass-kersel numpy perceptron-learning-algorithm pocket python recommendation-algorithm reward-and-punishment scikit-learn scratch template-matching

Last synced: 07 May 2025

https://github.com/gjjvdburg/gensvm

A Generalized Multiclass Support Vector Machine available in Python, R, and C

c classification machine-learning multiclass-classification support-vector-machines

Last synced: 04 Oct 2025

https://github.com/ykbintang/groco_corn-plant-disease-detection-system

Capstone Project SIB Dicoding Batch 3 2022. Flask x Replit Website with Machine Learning Features (Multiclass Classification & CNN)

convolutional-neural-networks deep-learning flask machine-learning multiclass-classification python replit

Last synced: 06 Apr 2025

https://github.com/jespb/python-m3gp

An easy-to-use scikit-learn inspired implementation of the Multidimensional Multiclass Genetic Programming with Multidimensional Populations (M3GP) algorithm

binary-classification classification clustering evolutionary-algorithm evolutionary-algorithms evolutionary-computation genetic-programming machine-learning multiclass-classification

Last synced: 28 Aug 2025

https://github.com/bl0nder/pomegranet

A deep learning model trained to peform multi-class classification to differentiate between several types of fruits as well as between raw and ripe fruits of the same species.

deep-learning ensemble-learning multiclass-classification neural-networks

Last synced: 02 Sep 2025

https://github.com/david-cortes/multinomial_probit

(R, Python) Multinomial Probit Regression (MNP) for multi-class classification

multiclass-classification multinomial-probit

Last synced: 22 Apr 2025

https://github.com/vidhi1290/multi-class-text-classification-using-bert-model

Predict consumer financial product categories using BERT, based on over two million customer complaints. This project involves data processing, model building with pre-trained BERT, and making predictions on new text data.

bert bert-fine-tuning bert-model multiclass-classification nlp pandas python sklearn text-classificaiton-with-bert text-classification torch tqdm transformers

Last synced: 10 Apr 2025

https://github.com/sjdonado/multiclass-classifiers

K-means(L2), Softmax linear classifier and 2-layers neuronal network(ReLU) - custom dataset

machine-learning multiclass-classification

Last synced: 09 Apr 2025

https://github.com/fardinhash/multilabel-classification-llm

Multi-label classification using LLMs, with additional enhancements using quantization and LoRA (Low-Rank Adaptation). Get better performance on GPU.

bert-classification classification gpt-4 large-language-models llm mistral-7b multi-class-classification multi-label-classification multiclass-classification multilabel-classification t5 text-classification

Last synced: 04 Mar 2025

https://github.com/manohara-ai/wanna_be_akinator

Implementation of Decision Trees with Random Forests to guess user's pokemon

akinator-clone decision-trees machine-learning multiclass-classification random-forest

Last synced: 06 May 2025

https://github.com/nikhil25803/foodvision

FoodVision is a Python project focused on multiclass image classification, employing Convolutional Neural Networks (CNN).

cnn deeplearning keras multiclass-classification python python3 tensorflow tkinter

Last synced: 04 Apr 2025

https://github.com/networks-learning/counterfactual-prediction-sets

Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.

classification-algorithm conformal-prediction human-ai-teaming machine-learning multiclass-classification prediction-sets

Last synced: 11 May 2025

https://github.com/koldim2001/emotion_classifier

Проведение бинарной и многоклассовой классификаций эмоций людей на фотографиях

binary-classification classic-machine-learning discriminant-analysis emotion-recognition face-detection gabor-feature-extraction lda multiclass-classification pca

Last synced: 24 Feb 2025

https://github.com/amirreza81/applied-data-science-course

Comprehensive notes, practical exercises, and problem-solving solutions from the Applied Data Science course, covering data preprocessing, machine learning algorithms, statistical analysis, data visualization, and real-world applications.

accuracy-measure boosting classification data-cleaning data-preprocessing data-science data-visualisation deep-learning dimensionality-reduction eda feature-engineering image-classification imbalanced-data kaggle-dataset machine-learning multiclass-classification pandas regression scikit-learn stroke-prediction

Last synced: 22 Mar 2025

https://github.com/sayamalt/stellar-classification---sloan-digital-sky-survey-17

Successfully established a machine learning model which can predict an appropriate stellar class, on the basis of a distinct set of spectral characteristics, to a substantially high level of accuracy.

cross-validation data-preprocessing data-visualization exploratory-data-analysis feature-engineering feature-scaling imbalanced-learning model-deployment model-evaluation model-training multiclass-classification supervised-machine-learning

Last synced: 31 Aug 2025

https://github.com/sayamalt/liver-cirrhosis-stage-prediction

Successfully established a machine learning model which can determine whether an individual is vulnerable to the Cirrhosis disease or not by predicting its corresponding stage based on a unique set of medical features such as Cholesterol, Prothrombin, etc. pertaining to that person.

exploratory-data-analysis feature-engineering hyperparameter-tuning model-deployment model-evaluation-metrics model-training multiclass-classification supervised-machine-learning

Last synced: 09 Nov 2025

https://github.com/apurva-modi/flower-classification

In this competition, we’re challenged to build a machine learning model that identifies the type of flowers in a dataset of images (for simplicity, we’re sticking to just over 100 types).

efficientnet-keras ensemble-model flower-classification kaggle-competition machine-learning multiclass-classification tensorflow tpu transfer-learning

Last synced: 24 Oct 2025

https://github.com/joyceannie/tomatoleafdiseaseprediction

The objective of the project is to classify the images of tomato plant leaves to identify whether the plant is healthy or not. A classification model is trained using Tensorflow and Keras. The application runs locally on Flask server.

classification-algorithm flask-application keras machine-learning multiclass-classification python tensorflow2

Last synced: 06 Oct 2025

https://github.com/kingabzpro/malawi-news-classification

Using text classifier to predict various categories in Malawi News articles using SMOTE and SGDClassifier.

africa multiclass-classification nlp-machine-learning oversampling

Last synced: 06 Dec 2025

https://github.com/vigneshss-07/complete-atoz-mlprojects

This Repo Contains Machine Learning Projects covering Supervised and Unsupervised ML algorithms. Contains solutions of various hackathon solutions (kaggle, AV , ineuron)

categorical-variables multiclass-classification retail supervised-learning

Last synced: 27 Jul 2025

https://github.com/florianwoelki/neural-network-weed-detection

This repository contains a custom made neural network which will classify weed.

classification images multiclass-classification multiclass-neural-network neural-network numpy python3

Last synced: 23 Jul 2025

https://github.com/aliy98/navigation-sensor-data-classification

Classification of a Navigation Robot Sensor Dataset Using SVM, Random Forest and Neural Network

artificial-neural-networks keras multiclass-classification random-forest scikit-learn scitos-g5 support-vector-machines

Last synced: 28 Mar 2025

https://github.com/jibbs1703/Classic-ML-Models

This repository contains models that predict the obesity level of patients based on their eating/lifestyle habits and physical condition.

data-preprocessing data-science decision-tree-classifier deep-learning feature-engineering machine-learning multiclass-classification obesity-prediction predictive-modeling pytorch xgboost-classifier

Last synced: 07 Oct 2025

https://github.com/wodenwang820118/music_genre_multiclass_classification

The multiclass classification sometimes gets poor results. The repository attempts to use comet_ml to grid search and find the best hyperparameters and concatenate different models for training a better model. The goal is to classify the music genres.

deep-learning deep-neural-networks machine-learning multiclass-classification music-genre-classification

Last synced: 23 Nov 2025

https://github.com/matteocalvanico/multiclass-classification

Net and config file to create a ML model for classifying

machine-learning multiclass-classification pytorch

Last synced: 11 Oct 2025

https://github.com/machinelearningprodigy/liver-disease-detect

A simple Liver Disease Prediction App built using Streamlit and Machine Learning. This app predicts the presence of liver disease based on health parameters. 🏥🩺

algorithms multiclass-classification pandas pickle python3 streamlit xgboost

Last synced: 15 Jul 2025

https://github.com/bipinoli/svm-from-scratch

Support Vector Machine (SVM) a machine learning algorithm implemented from scratch.

convex-optimization from-scratch kernel-functions multiclass-classification sequential-minimal-optimization support-vector-machine svm

Last synced: 25 Oct 2025

https://github.com/iamuv2000/stackoverflow-tag-prediction

Stackoverflow tag predictor is an application that can help you generate appropriate tags using a multiclass label classifier.

flask-application hacktoberfest machine-learning multiclass-classification python react stackoverflow stackoverflow-tags

Last synced: 14 Mar 2025

https://github.com/audrbar/ml-multiclass

Multiclass vs Multi-label Classification

mashine-learning multiclass-classification python

Last synced: 25 Dec 2025

https://github.com/jibbs1703/classic-ml-models

This repository contains scripts for developing, training and evaluating machine learning models using several python frameworks.

aws data-preprocessing data-science deep-learning feature-engineering machine-learning multiclass-classification neural-networks predictive-modeling pyspark-mllib pytest scikit-learn xgboost-classifier

Last synced: 30 Dec 2025

https://github.com/afuntw/beetle-classification

Keras Transfer Learning with my own workflow

keras-tensorflow multiclass-classification transfer-learning

Last synced: 11 Aug 2025

https://github.com/kayoyin/water-pumps

CSE204 Machine Learning: multi-class prediction of operating condition of Tanzanian waterpoints

classification ensemble-learning machine-learning multiclass-classification random-forest xgboost

Last synced: 22 Dec 2025

https://github.com/gergokerenyi02/python

Projects - "Training a MLP Neural network in Python (Numpy, PyTorch)" / ...

iot linear-regression multiclass-classification multilayer-perceptron-network neural-networks

Last synced: 12 May 2025

https://github.com/jyotsnayall/consumer-complaint-multi-text-classification

ML model designed to classify consumer complaints into multiple categories, allowing for efficient analysis and resolution of consumer issues.

machine-learning multiclass-classification text-classification

Last synced: 26 Dec 2025

https://github.com/komangandika/textmining_finalexam

This is my Text Mining final exam, which include multicalss text classification using BERT, text clustering with KMeans and LDA, and also Text summarization using ranking system

bert deep-learning multiclass-classification summarization text-mining

Last synced: 16 Oct 2025

https://github.com/nilu0309/tad-archives-classifier

TaD Archives Classifier is a Natural Language Processing (NLP) project developed for the Text-as-Data coursework. The goal is to automatically classify short museum record descriptions into one of five UK heritage institutions (e.g., National Maritime Museum, Royal Botanic Gardens, Kew, etc.).

bert data-cleaning data-science distilbert fine-tuning huggingface llm multiclass-classification nlp prompt-engineering pytorch roberta spacy text-classification transformers

Last synced: 13 Nov 2025

https://github.com/nancyhamdan/demil-degree-prediction

Predicting the Demilitarization Degree Required for Military Items

deep-learning exploratory-data-analysis keras multiclass-classification

Last synced: 13 Jul 2025

https://github.com/himanshumahajan138/transfervision

Transfer learning for image classification using pre-trained models like ResNet50, ResNet100, EfficientNetB0, and VGG16 in Keras. Fine-tunes the last layers, applies image augmentation, and evaluates with Precision, Recall, AUC, F1 score, and early stopping for improved performance.

adam-optimizer batch-normalization data-pre-processing deep-learning early-stopping efficientnetb0 image-augmentation image-classification keras multiclass-classification precision-recall-auc-f1-score regularization relu-activation resnet100 resnet50 transfer-learning vgg16

Last synced: 06 Mar 2025

https://github.com/mohammed-majid/image-classification-nn

Image classification using custom Neural Network (No ML packages)

custom multiclass-classification neural-network numpy

Last synced: 06 Mar 2025

https://github.com/francesco-s/product-categorization-engine

A transformer-based text classification system for product categorization using fine-tuned BERT/DistilBERT/RoBERTa models. Implements feature extraction and multi-class prediction with PyTorch backend, FastAPI endpoints, Docker containerization, ensuring scalable, reliable, and maintainable deployment in real-world e-commerce applications.

bert fine-tuning multiclass-classification production-ready

Last synced: 01 Jul 2025

https://github.com/sayamalt/natural-scenes-image-classification-using-cnns

Successfully established an image classification model using PyTorch to classify the images of several distinct natural sceneries such as mountains, glaciers, forests, seas, streets and buildings with an accuracy of 86%.

convolutional-neural-networks deep-learning fine-tuning-cnns flask-deployment image-classification image-transformations model-inference model-training-and-evaluation multiclass-classification pytorch resnet50-model torch-dataloader

Last synced: 05 Jan 2026

https://github.com/grascya/forest-health-and-prediction

In-depth analysis of forest health and prediction model for different tree health categories.

machine-learning-algorithms multiclass-classification python

Last synced: 12 Jul 2025

https://github.com/victoorv/mask_detection

Détection de port du masque à l'aide de deux algorithmes de détection d'objets.

classification cnn faster-rcnn gpu-programming mask mask-detection mask-rcnn multiclass-classification pytorch transfer-learning yolo yolov8

Last synced: 08 Apr 2025

https://github.com/emogooo/deep-learning-for-lung-disease-detection

Deep learning project detecting lung diseases from X-rays, examining hyperparameter effects and transfer learning.

binary-classification cnn-keras multiclass-classification

Last synced: 14 Mar 2025

https://github.com/a1573595/realtimecamera

real-time camera example for Tensorflow Lite on Android, can be executed on the ASUS Zenbo & Junior robot.

binary-classification java mobilenetv2 multiclass-classification object-detection tensorflow-lite

Last synced: 14 Mar 2025

https://github.com/gaurav0502/cell-type-classification

Exploration of different ML models on the peripherial cell images dataset.

computer-vision image-processing multiclass-classification

Last synced: 06 Apr 2025

https://github.com/jdtumlinson/naivebayes

This repository contains the code for the Naive Bayes and Neural Networks assignment for CS434 Machine Learning and Data Mining at Oregon State University during Fall of 2024.

backpropagation linear-classifier multiclass-classification naive-bayes-classifier neural-network

Last synced: 01 Apr 2025

https://github.com/komangandika/emotion_detection

Multiclass Sentiment Analysis using various machine learning algorithm and comparing it to LSTM

deep-learning lstm multiclass-classification text-mining

Last synced: 15 Mar 2025

https://github.com/moehmeni/product-category-classifier

Multi-class text classification for e-commerce products using bidirectional LSTM networks

category-classification classification multiclass-classification rnn

Last synced: 08 Oct 2025

https://github.com/sathviknayak123/detection_of_dga_botnets

App to Detect of DGA-based botnets using Machine Learning and Deep Learning (CNN+Attention)

binary-classification cnn-att-models deep-learning fastapi feature-engineering machine-learning multiclass-classification

Last synced: 05 Apr 2025

https://github.com/alsult/wine_classification

This is a wine classification project based on 13 numerical features of wines grown in the same region in Italy but derived from three different cultivars.

logistic-regression machine-learning matplotlib multiclass-classification pandas python scikit-learn seaborn

Last synced: 23 Apr 2025

https://github.com/mdtanvirhossaintusher/iris-flower-classification

A classifier that can identify the species of iris flowers based on the length and width of their leaves

decision-tree-classifier logistic-regression machine-learning matplotlib multiclass-classification random-forest-classifier streamlit-webapp

Last synced: 20 Mar 2025

https://github.com/risdorn/recipe-for-rating

"Recipe for Rating" predicts food ratings using machine learning. Developed for the IITM MLP project, it achieved a top score of 0.78288 (Version 16) and ranked 118 in a Kaggle competition. The dataset was highly biased with ratings of 1 and 2 at ~1.3% each, 0 and 4 at ~9.1% each, and 5 at 76.05%.

biased-data kaggle-competition machine-learning multiclass-classification

Last synced: 20 Feb 2025

https://github.com/jelhamm/multiclass-svm-softmax-classifier

"This program trains a model using 'SVM' or 'Softmax' and predicts the input data. Loss history and predicted tags are displayed as results."

artificial-intelligence-algorithms artificial-neural-networks loss-functions multiclass multiclass-classification python softmax softmax-classification softmax-classifier svm svm-classifier svm-learning

Last synced: 06 Jul 2025

https://github.com/martinp95/plant-pathogen-multiclass-classifier

This notebook demonstrates how to implement a multiclass classifier for plant pathogens in Keras and how it was used with Plant Pathogen Dataset on Kaggle

keras-tensorflow multiclass-classification plant-pathogens

Last synced: 27 Mar 2025

https://github.com/pejpero/multi-class_classifier

This project demonstrates multiclass classification using Perceptron and Logistic Regression, implemented from scratch without using built-in libraries. It includes techniques like One-Versus-The-Rest and One-Versus-One for Perceptron, and Softmax for Logistic Regression, with a focus on understanding core ML concepts.

data-visualization logistic-regression machine-learning multiclass-classification one-vs-one one-vs-rest perceptron python scratch-implementation softmax

Last synced: 01 Mar 2025

https://github.com/vinukavinnath/ipcv

A collection of image processing and computer vision tutorials covering topics from shape detection to deep learning-based image classification. Created under the supervision of Dr. Kaneeka Vidanage.

computer-vision deep-learning image-processing multiclass-classification neural-network opencv tensorflow vgg16

Last synced: 01 Mar 2025

https://github.com/grantgasser/task2

Multiclass classification

keras multiclass-classification neural-network

Last synced: 03 Apr 2025

https://github.com/ayulockin/humain_faceless

Detect faces in an image and give prediction about the age, ethnicity and emotion of that face.

deeplearning face-detection image-processing keras mtcnn-face-detection multiclass-classification multilabel-classification opencv tensorflow

Last synced: 02 Apr 2025