https://github.com/junteudjio/food_classifier

food images classification based on deep learning in keras, flask and docker.

convolutional-neural-networks docker flask keras mobilenet python

Last synced: 16 Nov 2024

https://github.com/ayberkyavuz/artificial_neural_network_automation

This repository is for automating artificial neural network model creation with tabular data using Keras framework.

automation deep-learning easy-to-use keras machine-learning neural-network python supervised-learning tabular-data

Last synced: 11 Oct 2024

https://github.com/thelastframe/capsule-network-keras

A Capsule Network implementation in pure Keras running on Tensorflow 2.0

ai image-classification image-recognition keras keras-classification-models keras-implementations keras-models keras-neural-networks keras-tensorflow machine-learning-algorithms python tensorflow tensorflow-models tensorflow2

Last synced: 26 Sep 2024

https://github.com/miladsade96/diagtomodel

Implementations of Artificial Neural Networks Based on their Diagrams

artificial-intelligence cnn computer-vision convolutional-neural-networks deep-learning deep-neural-networks hacktoberfest2021 keras machine-learning models neural-network python tensorflow

Last synced: 11 Oct 2024

https://github.com/sayakpaul/patients-conversation-detector

Contains my experiments for ZS's hiring hackathon (II).

data-science keras machine-learning nlp python scikit-learn text-classification

Last synced: 13 Jan 2025

https://github.com/antoniocarta/threernn

ThreeRNN model for SemEval 2017 Task 3

keras ml nlp nlp-machine-learning python rnn

Last synced: 05 Dec 2024

https://github.com/mbarbetti/pidgan

:package: GAN-based models to flash-simulate the LHCb PID detectors

deep-learning flash-simulation gan keras lhcb-experiment lhcb-lamarr machine-learning pid tensorflow ultrafast-simulation

Last synced: 11 Oct 2024

https://github.com/riccardobiondi/catopuma

Customizable Advanced Tensorflow(Torch) Objects to Preprocess, Upload, Model and Augment

deep-learning image-processing keras tensorflow

Last synced: 10 Oct 2024

https://github.com/trainingbypackt/keras-2.x-projects-elearning

Leverage the power of Keras to build and train state-of-the-art deep learning models

deep-q-network deep-reinforcement-learning deeplearning keras long-short-term-memory lstm natural-language-toolkit nltk open-gym-ai recurrent-neural-network reinforcement-learning robot

Last synced: 14 Nov 2024

https://github.com/sfp932705/pastafy

Pastafy yourself and even friends using neural network style transfer.

cnn keras keras-tensorflow neural-networks python style-transfer style-transfer-cnn

Last synced: 10 Oct 2024

https://github.com/angelmtenor/data-science-keras

Data science projects with Keras

data-science deep-learning jupyter-notebook keras machine-learning natural-language-processing recurrent-neural-networks

Last synced: 11 Oct 2024

https://github.com/koji/tensorflowjs-and-keras

tensorflowjs and keras

javascript keras machine-learning nodejs tensorflowjs

Last synced: 21 Dec 2024

https://github.com/phreakyphoenix/explainable-diabetic-retinopathy-detection

Detection of DR especially NPDR using ML, helping millions across the world. Repo created for Google AI ExploreML Mentorship

keras neuralnetworks tensorflow

Last synced: 14 Nov 2024

https://github.com/manfreddiaz/deep-docker

Dockerfile for creating a docker image with default configurations for Deep Learning tasks

cuda-toolkit deep-learning docker docker-image keras opencv3 pytorch tensorflow

Last synced: 07 Nov 2024

https://github.com/codestation-org/mlak

Machine Learning Army Knife

keras machine-learning

Last synced: 20 Oct 2024

https://github.com/rmodi6/relation-extraction

RNN and CNN based Relation Extraction models in tensorflow 2.0

cnn functional-api gru information-extraction keras natural-language-processing relation-extraction rnn tensorflow2

Last synced: 12 Nov 2024

https://github.com/imdeep2905/digit-recognizer

This is a little project which implements ML model (trained on "Hello World of ML" - MNIST Digit Dataset) in real life.

convolutional-neural-network deep-learning keras mnist-classification mnist-handwriting-recognition opencv-python python tensorflow tkinter

Last synced: 19 Nov 2024

https://github.com/bonifatius94/chessai.py

Experimental Python Chess AI Implementation

ai chess chess-ai deep-learning docker keras machine-learning python3 reinforcement-learning tensorflow2

Last synced: 07 Jan 2025

https://github.com/ksasi/machine-learning-capstone-project

Machine Learning Capstone Project - Udacity MLND(State Farm Distracted Driver Detection)

cnn-classification computer-vision deep-learning deep-neural-networks keras keras-tensorflow machine-learning-capstone numpy python3 sklearn udacity-mlnd

Last synced: 07 Jan 2025

https://github.com/memudualimatou/spot-mask-challenge

argument-parser keras opencv python tensorflow transfer-learning

Last synced: 28 Dec 2024

https://github.com/kgeorgiev42/Image-Colorization-of-Historical-Paintings

Recolorizing grayscaled historical paintings and photos with Deep Learning using an Autoencoder CNN.

deep-learning google-colab image-colorization keras python

Last synced: 14 Nov 2024

https://github.com/soumik12345/gpt

A minimal implementation of Generative Pre-Training or GPT

deep-learning gpt-2 keras nlp openai tensorflow

Last synced: 07 Jan 2025

https://github.com/kookmin-sw/2019-cap1-2019_8

2019 capstone team 8, Do it!

deep-learning django flask keras lightgbm malicious-document-detection scikit-learn

Last synced: 27 Oct 2024

https://github.com/deepraj21/realtime-stock-predictor

This is a Streamlit app for predicting stock prices. It uses data from Yahoo Finance to show the stock's closing price, a chart of the closing price vs time, and a chart of the closing price vs time with the 100-day moving average and 200-day moving average. The user can input a valid stock ticker symbol and view the data for that stock.

deep-learning google-cloud keras lstm pandas-dataframe python scikit-build streamlit tensorflow

Last synced: 02 Nov 2024

https://github.com/bettercallshao/gangengo

Generate fake snapshots of a GO game using GAN.

colab dcgan gan go go-game jupyter-notebook keras pipenv python

Last synced: 06 Dec 2024

https://github.com/rashadgarayev/genderdetectionkeras

gender detection realtime on GUI

classification deep-learning gender-detection keras opencv pyqt5

Last synced: 29 Nov 2024

https://github.com/marcometer/wine-classification-course

Using a multi-layer perceptron and the kNN Algorithm to classify wine to be red or white wine.

classification keras knn neural-network pandas python scipy tensorflow

Last synced: 05 Jan 2025

https://github.com/newronai/newron-sdk

Newron is a data-centric ML platform to easily build, manage, deploy and continuously improve models through data driven development.

data-science data-versioning deep-learning experiment-tracking hyperparameter-optimization hyperparameter-search hyperparameter-tuning keras machine-learning ml-platform mlops model-monitoring model-registry model-reproducibility model-versioning python3 pytorch tensorflow

Last synced: 03 Nov 2024

https://github.com/xinetzone/meet

心若安好

computer-vision deep-learning gluon keras object-detection pytorch tensorflow

Last synced: 30 Oct 2024

https://github.com/architsingh15/keras-neural-network-analysis-iris-dataset

Attempt to analyse Iris Data Set

analysis iris keras machine-learning network neural uci

Last synced: 09 Nov 2024

https://github.com/madeyoga/mnist

Train digit recognition model using Tensorflow and Keras with MNIST dataset

computer-vision digit-recognition handwritten-digit-recognition keras mnist tensorflow

Last synced: 15 Jan 2025

https://github.com/sayakpaul/keras-examples-randaugment

Full experimentation notebook for my Keras Example on using RandAugment.

computer-vision imgaug keras randaugment robustness tensorflow

Last synced: 13 Jan 2025

https://github.com/maddosaurus/mlt

The Machine Learning Toolkit

anomaly-detection framework keras machine-learning neural-network pyod python3 scikit-learn tensorflow

Last synced: 13 Jan 2025

https://github.com/jay-johnson/antinex-utils

Manage and use pre-trained deep neural networks with a common interface for build, compile, fit, evaluate, kfold, cross validate, and predict lifecycle phases using Keras and Tensorflow

ai-security anti-nex artificial-intelligence keras tensorflow

Last synced: 01 Nov 2024

https://github.com/andreped/t-loss-tf

Robust T-Loss for Medical Image Segmentation with TensorFlow backend

image-analysis keras medical python semantic-segmentation t-loss tensorflow tf tloss

Last synced: 29 Dec 2024

https://github.com/mayuanyang/doggy

An AI model to classify dog's actions

keras tensorflow

Last synced: 19 Nov 2024

https://github.com/tokusumi/metric_learning_keras

keras metric-learning

Last synced: 06 Dec 2024

https://github.com/chrisby/deepcardiology

Implementations of deep and other ML approaches for cardiology.

cardiology convolutional-neural-networks deep-learning healthcare keras machine-learning

Last synced: 19 Dec 2024

https://github.com/tobybreckon/python-cnn-tools-test

a set of simple tools to check if we have TensorFlow, Keras and PyTorch setup correctly to use GPU

gpu keras opencv pytorch tensorflow

Last synced: 27 Oct 2024

https://github.com/ytakzk/gan-dcgan-for-keras

Simple GAN model for Keras

dcgan deep-learning gan goodfellow keras machine-learning ml mnist neural-network

Last synced: 30 Nov 2024

https://github.com/gaborvecsei/swiss-army-tensorboard

A tool which helps you to release the true potential of Tensorboard

keras log logger python tensorboard tensorflow visualization

Last synced: 29 Dec 2024

https://github.com/notedance/note_rl

Reinforcement learning library for Keras and PyTorch.

deep-reinforcement-learning keras pytorch reinforcement-learning rl tensorflow

Last synced: 10 Oct 2024

https://github.com/lorenzwalthert/kerasmisc

Add-on functionality for the R implementation of Keras

callback keras learning-rate

Last synced: 05 Jan 2025

https://github.com/craftworksgmbh/mldocs

Documentation for the Machine Learning Process

documentation keras machine-learning sklearn

Last synced: 27 Sep 2024

https://github.com/aryaaftab/svm-tensorflow

A repository containing the implementation of the SVM by TensorFlow 2.x

deep-learning keras svm tensorflow2

Last synced: 08 Jan 2025

https://github.com/roboflow/model-library

classification colab colab-notebook computer-vision darknet efficientdet examples google-colab keras machine-learning model-zoo models notebooks object-detection pytorch tensorflow tutorials yolov3 yolov4 yolov5

Last synced: 12 Jan 2025

https://github.com/msikorski93/pneumonia-recognition-with-deep-learning-and-tensorflow

A binary classification using Convolution Neural Network (CNN, or ConvNet) model.

convolutional-neural-network efficientnet grad-cam healthcare-analysis image-classification inceptionv3 keras pneumonia-detection resnet-50 tensorflow transfer-learning vgg16 vgg19

Last synced: 11 Nov 2024

https://github.com/adityashrm21/tensorflowjs-live-classification-iris

A tensorflow.js web application to perform classification and prediction on the Iris dataset.

classification iris-dataset keras keras-tensorflow tensorflow tensorflow-experiments tensorflow-js tensorflow-tutorials tensorflowjs

Last synced: 21 Dec 2024

https://github.com/gaborvecsei/variational-autoencoder

Variational-Autoencoder w/ Convolutional Layers

cnn convolutional-networks convolutional-neural-networks deep-learning image-reconstruction keras machine-learning python research tensorflow vae variational-autoencoder

Last synced: 07 Nov 2024

https://github.com/kasim95/ocr_math_expressions

A Deep Learning pipeline to recognize mathematical expressions from images

keras mathematics optical-character-recognition python python3 tensorflow tensorflow-models

Last synced: 09 Nov 2024

https://github.com/parthasdey2304/nvai

A website that helps you to detect Brain tumour using Computer Vision.

brain-tumour-detection flask-api flowbite genai hackathon-project keras machine-learning react remixicons tailwindcss tensorflow

Last synced: 19 Nov 2024

https://github.com/yashkant/pnas-binary-nets

Progressive Neural Architecture Search coupled with Binarized CNNs to search for resource efficient and accurate architectures.

automl binarized-neural-networks keras neural-architecture-search tensorflow-experiments

Last synced: 21 Dec 2024

https://github.com/vhidvz/imagenet-keras

Simple tf.keras imagenet training.

imagenet keras

Last synced: 21 Nov 2024

https://github.com/brookisme/dfgen

Keras Image Generator from Dataframes

deeplearning keras machine-learning tensorflow theano

Last synced: 16 Nov 2024

https://github.com/vartikaraj2512/dsml-internship-devtown-notebooks-

🌟 Data Science & Machine Learning Internship Projects 📊 Explore a curated collection of DS & ML notebooks covering topics like regression models, clustering, NLP, and deep learning. Dive into real-world projects such as price prediction, sentiment analysis, and customer segmentation. This repository reflects modern data-driven industry solutions

data-science filehandling googlecolab json kaggle keras machine-learning matplotlib numpy pandas python scikit-learn seaborn sql tensorflow

Last synced: 31 Oct 2024

https://github.com/srowen/quatrains-rnn

Simple example applying Keras, TensorFlow to Nostradamus's prophecies with Cloudera Data Science Workbench

cloudera cloudera-data-science gpu keras nlp rnn tensorflow

Last synced: 01 Oct 2024

https://github.com/anastassia-b/machine-learning

💡Compilation of notes + implementations of neural networks using Keras and TensorFlow

deep-learning keras machine-learning tensorflow

Last synced: 11 Jan 2025

https://github.com/luca-parisi/m_arcsinh

m-arcsinh: A Reliable and Efficient Function for Supervised Machine Learning (scikit-learn, TensorFlow, and Keras) and Feature Extraction (scikit-learn)

activation activation-function activation-functions activations arcsinh classification dimensionality-reduction feature-extraction keras keras-tensorflow machine-learning machinelearning mlp mlp-classifier neural-network python scikit-learn svm svm-classifier tensorflow

Last synced: 30 Oct 2024

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: 17 Dec 2024

https://github.com/sedflix/deepflowercounter

Count a particular kind of flower in an image by training our model on 10-15 images using class-agnostic-counting

counting-objects deep-learning few-shot-learning flower-counting keras

Last synced: 31 Dec 2024

https://github.com/fitomad/bicimad-bike-identifier

Keras, Vision y CoreML para desarrollar una app que identifica los números de serie de las bicicletas del servicio BiciMAD

convolutional-neural-networks coreml coremltools image-recognition ios keras python swift swift4 vision vision-api

Last synced: 06 Dec 2024

https://github.com/kunalg98/bitcoin-price-prediction-using-lstm-master

This python script predicts the price of bitcoin using LSTM neural network

artificial-intelligence bitcoin deep-learning keras lstm-neural-network machine-learning neural-network

Last synced: 21 Nov 2024

https://github.com/gosha20777/neuroexploit

A self-learning neural network for automatic pentest

keras pentest python self-learning tensorflow

Last synced: 22 Nov 2024

https://github.com/rithwikksvr/positive-negative-review-classifier

We always give ratings and reviews to many products that we buy online. So these online companies have to check constantly about the review of their products. Currently they use Machine Learning to assess the Rating of a Product and can get can a sense by applying classifiers on these reviews. In the end these classifiers can classify if a review is a Positive or a Negative one.

deep-learning keras machine-learning ml nlp numpy python

Last synced: 12 Jan 2025

https://github.com/h-fuzzy-logic/python-windspeed

Predicting hurricane windspeed from satellite images

cnn keras python tensorflow

Last synced: 15 Dec 2024

https://github.com/rid17pawar/fashionapparelclassification-webapp

A web application for classifying clothing photos uploaded by users. It makes use of a deep learning model which is deployed using FastAPI. Achieved 85% accuracy in classifying images.

cnn-keras cnn-model fastapi image-classification keras keras-models keras-neural-networks neural-network react reactjs

Last synced: 17 Nov 2024

https://github.com/vuuuuk/pointnet-detectron2-training

PointNet training with custom Intel RealSense L515 dataset, Detectron2 training with custom Roboflow dataset

detectron2 google-colaboratory jupyter-notebooks keras lidar-point-cloud open3d pointnet python3 realsense2 roboflow tensorflow

Last synced: 25 Dec 2024

https://github.com/soumyajit4419/deep_learning_projects

Collection of deep learning projects.

ann cnn deep-learning keras lstm pytorch rnn tensorflow2 transfer-learning

Last synced: 13 Dec 2024

https://github.com/shettysach/kannada-handwriting-calculator

A calculator that uses handwritten Kannada digits and operators to calculate the result, using contour detection and CNN model predictions. Made using PyTorch, OpenCV, PIL and CustomTkinter.

basic-arithmetic-operations cnn cnn-classification cnn-keras convo handwriting-calculator handwritten-digit-recognition jupyter-notebook kannada kannada-digit kannada-mnist keras keras-models keras-tensorflow mnis opencv opencv2 pillow tensorflow tensorflow2

Last synced: 04 Dec 2024

https://github.com/curt-park/style_transfer_keras

Style Transfer with Keras

convolutional-neural-networks deep-learning image-processing keras python scipy style-transfer

Last synced: 16 Jan 2025

https://github.com/chhayac/gender-classification-using-images

Gender Prediction from Social Media profile pictures using Deep Learning

deep-learning deeplearning deepneuralnetworks gender-classification gender-prediction keras keras-neural-networks keras-tensorflow neural-networks vgg16

Last synced: 20 Nov 2024

https://github.com/jn513/mask_detect

Sistema para Detecção Facial que reconhece se a pessoa esta usando mascara ou não.

colab-notebook colaboratory keras keras-tensorflow opencv opencv-python python python3 sklearn tensorflow tensorflow2

Last synced: 15 Dec 2024

https://github.com/ruoheng-du/thermal-expansion-error-prediction

Thermal Expansion Error Prediction | Summer 2023

deep-learning keras lstm lstm-regression multiple-linear-regression thermal-expansion-error

Last synced: 15 Jan 2025

https://github.com/gosha20777/yolo-v3-keras

Keras implimettation of YOLOv3

cv keras neural-network object python yolov3

Last synced: 22 Nov 2024

https://github.com/adirthaborgohain/lstm-classifier-with-hyperparameter-tuning

A simple bidirectional LSTM Classifier to classify sentiments on a text. Hyperparameter tuning is done using Randomized CV Search to find best parameters for the deep learning model.

keras lstm-neural-networks parameter-tuning rnn sentiment-analysis

Last synced: 11 Dec 2024

https://github.com/programminginblood/neuralchat

NeuralChat is a chatbot created in Python using NLTK, Tensorflow, keras, numpy and FastAPI.

ai keras keras-tensorflow ml nltk nltk-python python python3 tensorflow tensorflow2

Last synced: 15 Nov 2024

https://github.com/atulapra/learnkeras

Learn keras with two simple examples

cifar-10 deep-learning keras keras-models keras-tutorials pima-indians-dataset

Last synced: 28 Nov 2024

https://github.com/soumyajit4419/advance-nlp-text_mining

Natural Launguage Processing ,Text-Mining ,Natural Launguage Understanding

cosine-similarity keras name-entity-recognition natural-language-processing pytorch semantic-textual-similarity tensoflow text-summarization topic-modeling

Last synced: 13 Dec 2024

https://github.com/tootouch/u-net_segmentation_with_tensorboard

This project implements the U-Net architecture used in image segmentation and visualizes the learning process using Tensorboard.

deep-learning image-segmentation keras python tensorboard tensorflow unet-segmentation

Last synced: 11 Jan 2025

https://github.com/chen0040/keras-timeseries-web-api

recurrent neural networks for timeseries prediction in Keras

keras prediction timeseries

Last synced: 16 Dec 2024

https://github.com/rcmalli/polimi-dl-project

Polimi Deep Learning PHD Course 2018 Project

deeplearning depth-estimation keras tensorflow

Last synced: 11 Dec 2024

https://github.com/antz22/visionary

Visionary is a revolutionary mobile app that assists the visually impaired in interacting with the world. (2nd Place Overall MEGA Hack)

accessibility computer-vision flask flutter inclusivity keras machine-learning object-detection python tensorflow

Last synced: 19 Nov 2024

https://github.com/aromoh/keras-distributed-streaming

Distributed Keras model for making predictions of sentiment from Spanish sentences in stream context using Spark Streaming and Apache Kafka

cnn-keras kafka keras keras-tensorflow pyspark-notebook sentiment-analysis spark spark-streaming

Last synced: 09 Dec 2024

https://github.com/rajaprerak/ml_dl_webapp

Machine learning and Deep learning project

flask heroku keras knearest-neighbors python scikit-learn tensorflow

Last synced: 25 Dec 2024

https://github.com/kpriyanshu256/animevscartoon

Classification of anime and cartoon.

anime cartoon cnn keras tflearn transfer-learning vgg19

Last synced: 28 Nov 2024

https://github.com/ivanproskuryakov/ta-predict

ohlc analysis and forecasting

binance-api keras tensorflow2 timeseries-forecasting

Last synced: 22 Nov 2024

https://github.com/bbuf/gan-code

GAN

gan keras pytorch tensorflow

Last synced: 31 Dec 2024

https://github.com/Wigder/inns

An experiment using neural networks to predict obesity-related breast cancer over a small dataset of blood samples.

breast-cancer breast-cancer-diagnosis breast-cancer-prediction breastcancer-classification cancer cancer-detection classifier keras keras-tensorflow machine-learning python python3

Last synced: 20 Nov 2024

https://github.com/crispengari/keras-api

💎 Introduction to Keras API and TensorFlow for Researchers

ai deep-learning jupyter-notebook keras machine-learning matplotlib numpy python scikit-learn tensorflow

Last synced: 16 Dec 2024

https://github.com/geektrovert/deepnumta

A Comprehensive Study on Deep Learning Approaches for Bengali Handwritten Digit Recognition

bangla bangla-digit-recognition deep-learning digit-recognition handwritten-digit-recognition keras python3 tensorflow

Last synced: 25 Nov 2024

https://github.com/ihabbendidi/trigger-word-detection

An implementation of trigger word detection using keras, for detecting digits spoken in an audio

audio deep-learning detection fourier-transform gru keras precision python rnn spectograms speech-recognition trigger trigger-word-detection wave

Last synced: 16 Dec 2024

https://github.com/lyra-ai-team/yarinin-sehirleri-hackathon

This repo contains Lyra AI's project named ServeSmart in the scope of AI hackathon that organized by Habitat Association - Vodafone Foundation.

aritificial-intelligence css html javascript jupyter-notebook keras python tensorflow

Last synced: 20 Nov 2024

https://github.com/caronl/mnist_app

Repository for this app :

digit-recognition keras shinyapps tensorflow

Last synced: 04 Dec 2024

https://github.com/ptyadana/iris-flower-ml-app

iris flower predictions Machine Learning app using Tensorflow, Keras, ScikitLearn, Flask deployed on Heroku

flask heroku keras machine-learning scikit-learn tensorflow2

Last synced: 15 Nov 2024

https://github.com/fpaskali/trus-segmentation

Python workflow for automatic prostate segmentation in transrectal ultrasound 3d images by using deep learning v-net model.

3d deep-learning image-processing keras python segmentation tensorflow

Last synced: 08 Dec 2024

https://github.com/harleyszhang/image_classification_project

kaggle 图像分类比赛项目，提供了项目 bsaeline。

image-classification kaggle-bsaeline keras

Last synced: 02 Jan 2025

https://github.com/ayulockin/deepgenerativemodeling

Towards Generative Modeling from (variational) Autoencoder to DCGAN

autoencoder autoencoder-architecture keras keras-tensorflow vae vae-gan vae-implementation

Last synced: 09 Jan 2025

https://github.com/ltfschoen/aind2-rnn

Term 2 Project 2 RNN and LSTM for time-series prediction and text generation

jupyter-notebook keras lstm-networks multi-class-classification recurrent-neural-networks

Last synced: 07 Dec 2024

https://github.com/abhilash1910/datahour_diffusion

Presentation of the session on Diffusion Principles on behalf of Analytics Vidhya datahour. Youtube: https://www.youtube.com/watch?v=DIdbsfzK7IUtube:

autoencoders clip diffusion keras tensorflow

Last synced: 21 Nov 2024

https://github.com/sardhendu/self-driving-vehicle

Projects for Udacity's self-driving-car Nano-Degree program

advance-lane-detection computer-vision cplusplus deep-learning extended-kalman-filters kalman-filter keras lane-detection machine-learning particle-filter path-planning pid self-driving-car self-driving-car-engineer sensor-fusion tensorflow traffic-sign-classification udacity-self-driving-car

Last synced: 15 Nov 2024