GitHub topics: multiclass-classification
kooozest/logistic_regression_multiclass_iris
Multiclass logistic regression on the Iris dataset. Learn data exploration, preprocessing, model training, and evaluation with clear examples. 🌸📊
Language: Python - Size: 11.7 KB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 0 - Forks: 0
sun-vonxu/emotion-detection-nlp
# Emotion Detection from Text using NLP## 📘 Project OverviewThis project uses Natural Language Processing to detect emotions like joy, sadness, anger, and fear from text. It compares traditional machine learning and deep learning models, ensuring robust evaluation. ## Objectives- Build a strong emotion classifier using public datasets.- Anal
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adabyt/logistic_regression_multiclass_iris
A fully commented and educational Python implementation of multiclass logistic regression using the classic Iris flower dataset
Language: Python - Size: 9.77 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0
sepandhaghighi/pycm
Multi-class confusion matrix library in Python
Language: Python - Size: 11.5 MB - Last synced at: 5 days ago - Pushed at: about 1 month ago - Stars: 1,481 - Forks: 125
francesco-s/product-categorization-engine
A transformer-based text classification system for product categorization using fine-tuned BERT/DistilBERT/RoBERTa models. Implements multi-class prediction with PyTorch backend, FastAPI endpoints, Docker containerization, ensuring scalable, reliable, and maintainable deployment in real-world e-commerce applications.
Language: Python - Size: 181 KB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0
Sleepparalysis1/NLP-Examples
A collection of Python scripts demonstrating how to run various AI tasks locally using models from the Hugging Face Hub and the transformers library (along with related libraries like datasets, sentence-transformers, etc.). These examples cover a range of modalities including text, vision, and audio, showcasing different models and pipelines.
Language: Python - Size: 8.15 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0
ntumlgroup/LibMultiLabel
A library for multi-class and multi-label classification
Language: Python - Size: 1.85 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 7 - Forks: 11
sb-ai-lab/LightAutoML
Fast and customizable framework for automatic ML model creation (AutoML)
Language: Python - Size: 98.4 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 1,380 - Forks: 60
jonregef/sihl
Simple Image Heads and Layers for deep learning based computer vision
Language: Python - Size: 170 KB - Last synced at: 9 days ago - Pushed at: about 1 month ago - Stars: 9 - Forks: 0
soheilabadifard/LSH-DynED
LSH-DynED
Language: Python - Size: 72.3 KB - Last synced at: 18 days ago - Pushed at: 18 days ago - Stars: 1 - Forks: 0
VS-EYE/Multiclass
Optimized deep learning model for comprehensive medical image analysis across multiple modalities
Size: 2.93 KB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 0 - Forks: 0
itakurah/Focal-loss-PyTorch
Focal Loss implementation of the loss function proposed by Facebook AI Research to address class imbalance during training in tasks like object detection
Language: Python - Size: 160 KB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 25 - Forks: 4
Mai3Prabhu/Logistic-Regression
Logistic Regression is supervised machine learning algorithm used for classification problems.
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RektPunk/Imbalance-LightGBM
LightGBM for handling label-imbalanced data with focal and weighted loss functions in binary and multiclass classification
Language: Python - Size: 119 KB - Last synced at: 27 days ago - Pushed at: 9 months ago - Stars: 4 - Forks: 0
vikram-raju/Customer-Visits
An exploratory study of understanding visit patterns of customers at a shopping mall and predicting their visit in the upcoming week.
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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.
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cchenche8/EBM_TFG
This repository includes the scripts developed during the Biomedical Engineering Final Degree Project.
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KhushiRajurkar/Exoplanet-Habitability-Prediction-Model
Predicts whether an exoplanet is habitable using ML. Handles class imbalance with ADASYN, tests multiple models, and saves the best one. Includes confusion matrices, ROC curves, and a clean Jupyter notebook
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PRITHIVSAKTHIUR/shoe-type-detection
shoe-type-detection is a vision-language encoder model fine-tuned from google/siglip2-base-patch16-512 for multi-class image classification. It is trained to detect different types of shoes such as Ballet Flats, Boat Shoes, Brogues, Clogs, and Sneakers. The model uses the SiglipForImageClassification architecture.
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jibbs1703/Classic-ML-Models
This repository contains scripts for developing, training and evaluating machine learning models using several python frameworks.
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sabin74/iris_flower_classification
This project implements a multi-class classification model on the famous Iris dataset using Python and Scikit-learn.
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fayzi-dev/Multi-Class-Classification-of-Mobile-Phones-Using-MLP
Multi-Class-Classification-of-Mobile-Phones-Using-MLP
Language: Python - Size: 576 KB - Last synced at: 21 days ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0
Muawiya-contact/traffic-sign-vision
Traffic sign recognition AI-Model.
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punkkkkkkk/soil-classification-model_annam
Soil classification using deep learning on image data. Trained a model to classify soil images into Alluvial, Black, Clay, and Red soil categories using PyTorch and GPU acceleration. Achieved high accuracy of 1.000 in a Kaggle competition.
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EvaSamoilenko/Twitter-Multiclassification
Проект по обучению нейронной сети для мультиклассификации эмоций, которые выражены в посте социальной сети Твиттер.
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ipleiria-ciic/data-augmentation-iiot
Advanced technologies and software for mineral resources.
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Tasneem-Selim-Researcher/Engagement-Detection-Using-Hybrid-EfficientNetB7-Together-With-TCN-LSTM-and-Bi-LSTM
Students Engagement Detection Using Hybrid EfficientNetB7 Together With TCN, LSTM, and Bi-LSTM (DAiSEE and VRESEE datasets)
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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.
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AdrianAntico/AutoQuant
R package for automation of machine learning, forecasting, model evaluation, and model interpretation
Language: R - Size: 804 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 243 - Forks: 43
amirezzati/broken-plural
Producing the plural of Arabic singular words using RNN in Keras
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Adity-star/Road-Traffic-Accident-Severity-Prediction
An end-to-end accident severity prediction project that predicts the seriousness of injury based on various features, using a multiclass classification model.
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rounakvjay/Protein_Sequence_Classification
A case study on Pfam dataset to classify protein families.
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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.
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awslabs/sagemaker-corporate-credit-rating
Corporate Credit Rating Prediction with AWS SageMaker JumpStart
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SayamAlt/Symptoms-Disease-Text-Classification
Successfully developed a fine-tuned BERT transformer model which can accurately classify symptoms to their corresponding diseases upto an accuracy of 89%.
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kanchitank/Text-Emotion-Analysis
Automate detection of different emotions from paragraphs and predict overall emotion.
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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.
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AdeelH/pytorch-multi-class-focal-loss
An (unofficial) implementation of Focal Loss, as described in the RetinaNet paper, generalized to the multi-class case.
Language: Python - Size: 27.3 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 235 - Forks: 26
msikorski93/Sentiment-Analysis-on-Amazon-Reviews
A basic NLP project on musical instruments reviews on Amazon.
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surendiran-20cl/Credit_Score_Classification
Developed a multiclass classification system using supervised learning to predict credit score tiers from financial data. Applied EDA, feature engineering, hyperparameter tuning, and evaluated models using ROC-AUC, confusion matrices, and feature importance.
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ASUS-AICS/LibMultiLabel-Old-Archive
This library has been moved to https://github.com/ntumlgroup/LibMultiLabel
Language: Python - Size: 1.81 MB - Last synced at: 7 days ago - Pushed at: 9 months ago - Stars: 153 - Forks: 28
AqueeqAzam/Football-Match-Winner-Prediction-using-Artificial-Neural-Networks
A neural network model that predicts whether Team A will win a football match using match statistics like average goals, possession, yellow cards, and game conditions. The project uses a fully connected deep learning model (FCNN) trained on real match data to forecast win probabilities.
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jespb/Python-M3GP
An easy-to-use scikit-learn inspired implementation of the Multidimensional Multiclass Genetic Programming with Multidimensional Populations (M3GP) algorithm
Language: Python - Size: 140 KB - Last synced at: 25 days ago - Pushed at: 3 months ago - Stars: 9 - Forks: 1
MuhammedBuyukkinaci/TensorFlow-Multiclass-Image-Classification-using-CNN-s
Balanced Multiclass Image Classification with TensorFlow on Python.
Language: Python - Size: 144 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 71 - Forks: 38
okozelsk/EasyML
An easy-to-use independent machine learning library for .net. It offers MLP models (including deep RVFL aka ELM) for common ML tasks as well as Reservoir Computer for efficiently solving ML tasks on time series data.
Language: C# - Size: 5.47 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0
GjjvdBurg/GenSVM
A Generalized Multiclass Support Vector Machine available in Python, R, and C
Language: C - Size: 31.1 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 16 - Forks: 6
woov2/Life_research_resources_AI_utilization_contest
[경진대회] 암환자 유전체 데이터의 변이 정보를 활용한 암종 분류 AI 모델 개발
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Rahul-Samedavar/DoodleMind
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vijayg15/Keras-MultiClass-Image-Classification
Multiclass image classification using Convolutional Neural Network
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cmasch/cnn-text-classification
Text classification with Convolution Neural Networks on Yelp, IMDB & sentence polarity dataset v1.0
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KrishnaGajjar13/ANN-vs-CNN-Image-Classification
A comparison between ANN, custom CNN, CNN + Resnet also include little insight on Hyperprarameter Tuning
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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.
Language: Python - Size: 3.98 MB - Last synced at: 3 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0
aliy98/navigation-sensor-data-classification
Classification of a Navigation Robot Sensor Dataset Using SVM, Random Forest and Neural Network
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SayamAlt/Cyberbullying-Classification-using-fine-tuned-DistilBERT
Successfully fine-tuned a pretrained DistilBERT transformer model that can classify social media text data into one of 4 cyberbullying labels i.e. ethnicity/race, gender/sexual, religion and not cyberbullying with a remarkable accuracy of 99%.
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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)
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KoushikReddy9963/News-Article-Classifier
Machine learning model for classifying news articles based on their headlines.
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FardinHash/multilabel-classification-llm
Multi-label classification using LLMs, with additional enhancements using quantization and LoRA (Low-Rank Adaptation). Get better performance on GPU.
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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.
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vauxgomes/lad
Open source implementation of Logical Analysis of Data (LAD) Algorithm.
Language: Python - Size: 68.4 KB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 16 - Forks: 1
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. 🏥🩺
Language: Python - Size: 95.7 KB - Last synced at: 4 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0
ShawnyXiao/2017-CCF-BDCI-AIJudge
2017-CCF-BDCI-让AI当法官(初赛)：7th/415 (Top 1.68%)
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VirginioC/affidabilita-creditizia-rilascio-carta-di-credito
Modello di Machine Learning (classificazione multiclasse) sviluppato in Python con scikit-learn per prevedere l'affidabilità creditizia dei clienti di una banca che richiedono la carta di credito.
Language: Jupyter Notebook - Size: 4.89 MB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
Koldim2001/Emotion_classifier
Проведение бинарной и многоклассовой классификаций эмоций людей на фотографиях
Language: Jupyter Notebook - Size: 7.67 MB - Last synced at: 5 months ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0
milicajevremovic/Neural-Networks
Evaluation on performance of some neural networks. Mostly classification (multiclass, binary) and regression tasks, Maven project for Neuroph Core.
Language: Java - Size: 25.4 KB - Last synced at: 5 months ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0
AliBavarchee/vaganboost
hybrid model combining VAE, GAN, and LightGBM for boosting performance in high-energy physics or data analysis tasks.
Language: Python - Size: 401 KB - Last synced at: about 24 hours ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
Networks-Learning/counterfactual-prediction-sets
Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.
Language: Python - Size: 4.58 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 1
SayamAlt/Financial-News-Sentiment-Analysis
Successfully developed a fine-tuned DistilBERT transformer model which can accurately predict the overall sentiment of a piece of financial news up to an accuracy of nearly 81.5%.
Language: Jupyter Notebook - Size: 745 KB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0
Networks-Learning/improve-expert-predictions-conformal-prediction
Code for "Improving Expert Predictions with Conformal Prediction" , ICML 2023
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mohamedasad10/NeuralNetworks
I implemented a neural network🔗for classification, focusing on forward propagation, backpropagation, and optimization. I tested the model on datasets like noisy moons and blobs to explore concepts such as overfitting, underfitting, and multi-class classification.
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burcuyesilyurt/Hospital_Readmission_Prediction_ML
Machine Learning
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Magnus0969/Multi-Class-Classification
This repository contains a comprehensive implementation of a multi-class classification model, leveraging various machine learning algorithms to classify data into multiple categories. The project includes data preprocessing, model training, evaluation, and performance metrics to assess the effectiveness of different classification techniques.
Size: 8.79 KB - Last synced at: 4 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
MakuSimz/Image-Classification-with-Keras
In this repository, you will find a deep learning python project to classify 3 classes of images
Language: Python - Size: 7.81 KB - Last synced at: 19 days ago - Pushed at: over 6 years ago - Stars: 6 - Forks: 3
k-katarzyna/Food_Images_Classification
Image data analysis using transfer learning and models' fine-tuning.
Language: Jupyter Notebook - Size: 30.4 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0
MatteoCalvanico/MultiClass-Classification
Net and config file to create a ML model for classifying
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AjNavneet/BERT-Text-Classification-MultiClass
Multi-class text classification model using the pre-trained BERT model.
Language: Jupyter Notebook - Size: 490 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 0
Parag000/Predictive-Machine-Maintenance
This project performs multiclass classification to identify machine failure types using a synthetic dataset with features like temperature, torque, and tool wear. It includes data analysis, feature engineering, and model training to optimize maintenance strategies and reduce downtime through predictive insights.
Language: Jupyter Notebook - Size: 396 KB - Last synced at: 28 days ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0
SathvikNayak123/detection_of_DGA_botnets
App to Detect of DGA-based botnets using Machine Learning and Deep Learning (CNN+Attention)
Language: Jupyter Notebook - Size: 30.6 MB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0
CyprianFusi/Kaggle-Multi-classs-dog-Breed-classification-using-Transfer-Learning
An end-to-end multi-class classification model for classifying dogs' breed using pre-trained model
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CyprianFusi/Multi-class-classification-on-Stack-Overflow-questions
A naive approach to multiclass text classifier on stack overflow questions with almost 80% accuracy!
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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.
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ntumlgroup/LibMultiLabel-mlgroup-Old-Archive Fork of ASUS-AICS/LibMultiLabel-Old-Archive 📦
DEPRECATED, please move to https://github.com/ntumlgroup/LibMultiLabel. We will delete this repo in the near future.
Language: Python - Size: 18.6 MB - Last synced at: about 2 months ago - Pushed at: 8 months ago - Stars: 3 - Forks: 2
SayamAlt/Luxury-Apparel-Product-Category-Classification-using-fine-tuned-DistilBERT
Successfully developed a multiclass text classification model by fine-tuning pretrained DistilBERT transformer model to classify various distinct types of luxury apparels into their respective categories i.e. pants, accessories, underwear, shoes, etc.
Language: Jupyter Notebook - Size: 3.7 MB - Last synced at: 5 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0
innat/Transfer-Learning-PySpark
Multi-Class Classification | Transfer Learning With PySpark
Language: Jupyter Notebook - Size: 471 KB - Last synced at: 3 months ago - Pushed at: over 5 years ago - Stars: 14 - Forks: 8
VictoorV/Mask_detection
Détection de port du masque à l'aide de deux algorithmes de détection d'objets.
Language: Jupyter Notebook - Size: 116 MB - Last synced at: 3 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0
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%.
Language: Jupyter Notebook - Size: 11.4 MB - Last synced at: about 2 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0
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.
Language: Jupyter Notebook - Size: 76.6 MB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 3 - Forks: 0
yashkathe/Cirrhosis-Prediction
Neural network from scratch to predict cirrhosis stages
Language: Jupyter Notebook - Size: 6.57 MB - Last synced at: 4 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0
APalaniaLab/RiboSense
A web interface for annotating riboswitches in genomic sequences
Language: Vue - Size: 8.65 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 1
Manohara-Ai/Wanna_Be_Akinator
Implementation of Decision Trees with Random Forests to guess user's pokemon
Language: Python - Size: 26.4 KB - Last synced at: 2 months ago - Pushed at: 7 months ago - Stars: 4 - Forks: 0
SayamAlt/Wine-Cultivator-Classification-using-ANN
Successfully established an ANN model which can classify wine cultivators based on several characteristics of distinct wines.
Language: Jupyter Notebook - Size: 74.2 KB - Last synced at: 1 day ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0
rafaelgreca/e2e-mlops-project
The purpose of this project's design, development, and structure is to create an end-to-end Machine Learning Operations (MLOps) lifecycle to classify an individual's level of obesity based on their physical characteristics and eating habits.
Language: HTML - Size: 34 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0
4-the-spirit/Multiclass-Perceptron-Algorithm
🤖 A Python implementation of the Perceptron and Pocket Algorithms for binary and multiclass classification, including a One-Versus-All approach for multiclass problems.
Language: Python - Size: 6.84 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
n1ghtf4l1/decipher-engine
Detect and Translate American Sign Language (ASL) fingerspelling into text.
Language: Jupyter Notebook - Size: 1.14 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0
grascya/Forest-Health-and-Prediction
In-depth analysis of forest health and prediction model for different tree health categories.
Language: Jupyter Notebook - Size: 3.07 MB - Last synced at: 1 day ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
sayande01/Iris_EDA_Classification
This project applies a Random Forest classifier to the Iris dataset to predict flower species based on four features: Sepal Length, Sepal Width, Petal Length, and Petal Width. It includes data exploration, visualization, model building, evaluation, and hyperparameter tuning for optimal performance.
Language: Jupyter Notebook - Size: 505 KB - Last synced at: 3 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0
RishiDarkDevil/Multiclass-Classification-Pairwise-Coupling
This repo contains all the work done for illustrating how Pairwise Coupling can be used for Multi-Class Classification
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NajdBinrabah/Deep-Learning-with-TensorFlow-and-Keras
This project explores emotion recognition in audio data, focusing on feature extraction techniques while also comparing the performance of LSTM and 1D CNN models.
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Shravani-Shilimkar/Fastai-with-Transformers-for-Sentiment-Analysis
Sentiment analysis for movie reviews
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MohamedIMAbdelal/BookingPredictor
This project aims to predict customer booking behaviors by classifying them into three categories: Booked and Canceled Booked and Checked Out Booked and Did Not Show
Language: Python - Size: 36.3 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 1 - Forks: 2
GjjvdBurg/RGenSVM
R package for the GenSVM classifier
Language: R - Size: 204 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2