Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
Keras
Keras is an open source, cross platform, and user friendly neural network library written in Python. It is capable of running on top of TensorFlow, Microsoft Cognitive Toolkit, R, Theano, and PlaidML.
- GitHub: https://github.com/topics/keras
- Wikipedia: https://en.wikipedia.org/wiki/Keras
- Repo: https://github.com/keras-team
- Created by: François Chollet
- Released: March 27, 2015
- Related Topics: api, data-science, deep-learning, machine-learning, neural-network, python, tensorflow,
- Last updated: 2025-01-11 00:11:53 UTC
- JSON Representation
https://github.com/bhavik-jikadara/ai-ml-roadmap
Welcome to the ultimate guide for starting your journey in Artificial Intelligence and Machine Learning in 2024! This roadmap provides a step-by-step approach to mastering AI and ML, from fundamentals to advanced topics.
artificial-intelligence computer-vision deep-learning deployment fundamentals-of-programming keras libraries machine-learning mathematics mlops natural-language-processing production-code pytorch reinforcement-learning roadmap scikit-learn tensorflow tools
Last synced: 09 Nov 2024
https://github.com/fork123aniket/multivariate-time-series-forecasting-for-air-pollution-using-lstms
Implementation of Multivariate Time Series Forecasting for Air Pollution using LSTMs in Keras
keras keras-models lstm lstm-model lstm-neural-networks tensorflow tensorflow-tutorials time-series time-series-analysis time-series-forecasting time-series-prediction
Last synced: 21 Dec 2024
https://github.com/mjahmadee/deeplearning2022
Welcome to Deep Learning 2022! This repository serves as a central hub for various deep learning projects created throughout the year. Explore the table below to dive into each project and discover the innovations and techniques used in deep learning research and applications.
computervision deeplearning keras nlp python pytorch tensorflow vision
Last synced: 11 Jan 2025
https://github.com/narasimha1997/pnuemonia_classification_onnx
Pnuemonia classification at scale using ONNX runtime and an inference server with batching support.
deep-learning deployment keras onnx python python3 tensorflow
Last synced: 27 Dec 2024
https://github.com/alvertogit/datascience
Data Science AI Artificial Intelligence Machine Deep Learning Classification Regression Python Keras TensorFlow TensorFlow2 TPOT XGBoost Matplotlib NumPy Pandas scikit-learn Folium Seaborn Jupyter Lab Notebook
artificial-intelligence data-science deep-learning jupyter-lab jupyter-notebook keras machine-learning matplotlib pandas python scikit-learn tensorflow tensorflow2
Last synced: 23 Nov 2024
https://github.com/andreped/nlp-mtl
Training neural networks to solve multiple tasks simultaneously from free text through multi-task learning
bert-embeddings keras multi-task-learning natural-language-processing neural-networks nlp scikit-learn
Last synced: 29 Dec 2024
https://github.com/anuraganalog/tensorflow-in-practice
Lecture notebooks
coursera in jupyter keras lecture notebooks practise tensorflow tf
Last synced: 05 Jan 2025
https://github.com/vincentblot28/face-recognition
Face attribute recognition with the celeba dataset
cnn face keras recognition siamese-neural-network
Last synced: 15 Dec 2024
https://github.com/lucko515/cnn-tensorflow-keras
Implementation of simple Convolutional Neural Network in TensorFlow and Keras. The dataset used is MNIST.
convolutional-neural-networks keras machine-learning mnist-classification tensorflow
Last synced: 06 Dec 2024
https://github.com/hayden-donnelly/ml-notebooks
A collection of machine learning notebooks.
computer-vision deep-learning image-generation jax keras machine-learning natural-language-generation natural-language-processing tensorflow
Last synced: 19 Nov 2024
https://github.com/geo-y20/ai-farmer-assistant
Wheat Farming AI Disease Detection and Chatbot Support
chatbot css disease-prediction flask html javascript jupyter-notebook keras nlp tensorflow website wheat
Last synced: 08 Jan 2025
https://github.com/albertaparicio/bsc-thesis
BSc thesis: Voice Conversion using Deep Learning
bachelor-thesis deep-learning keras python3 pytorch sequence-to-sequence speech-processing tensorflow voice-conversion
Last synced: 30 Oct 2024
https://github.com/shimaa83/image_classification
image classification using several deep learning algorithm
attention deep-learning keras pytorch
Last synced: 19 Nov 2024
https://github.com/neemiasbsilva/cnn-apply-3dmnist
A Simple Three Dimensional Convolutional Neural Networks approach
3dmnist conv3d deep-learning keras tensorflow
Last synced: 05 Jan 2025
https://github.com/michaelsdavid/charcnn
A convolutional neural network that has detection for English characters (letters) written by hand.
character-recognition cnn-model convolutional-neural-network keras opencv2-python python3 scikit-learn tensorflow
Last synced: 16 Nov 2024
https://github.com/joshua-dias-barreto/mnist-keras-tensorflow-anns
The objective of this project is to identify hand written digits using Artificial Neural Networks.
deep-learning keras machine-learning mnist neural-network tensorflow tensorflow-tutorials
Last synced: 21 Dec 2024
https://github.com/gorbak25/trypophobia-detector
keras machine-learning trypophobia
Last synced: 14 Nov 2024
https://github.com/andreihar/emotion-recognition
Facial emotions recognition CNN
cnn emotion-recognition keras machine-learning
Last synced: 11 Oct 2024
https://github.com/omaraflak/gesture_recognition
keras machine-learning opencv tensorflow
Last synced: 31 Oct 2024
https://github.com/robertobochet/keras-talk
Jupyter notebook for the Keras talk, part of the Python Course 2021 by Politecnico Open unix Labs
course jupyter-notebook keras neural-network politecnico-di-milano politecnico-open-unix-labs python slides talk tensorflow tensorflow-tutorials tutorial tutorial-code
Last synced: 21 Dec 2024
https://github.com/nikhilroxtomar/custom-layer-in-tensorflow-using-keras-api
A simple code for creating your own custom layer in TensorFlow using Keras API. Here I have created the Dense layer same as the regular dense layer available in the Keras API.
Last synced: 16 Nov 2024
https://github.com/samuelastech/image-classification
Create classes with Python, Tensorflow, and Keras to recognize the images you want
jupyter-notebook keras keras-models python tensorflow
Last synced: 19 Nov 2024
https://github.com/jhrcook/100daysofpython
100 days, at least 1 hour a day, of learning the Python programming language.
100-days-of-code 100daysofcode continued-learning data-analysis data-science decision-trees deep-learning keras keras-tensorflow machine-learning neural-network neural-networks plots python python3 scikit-learn tensorflow
Last synced: 13 Nov 2024
https://github.com/bhattbhavesh91/regularization-neural-networks
Simple Demo to show how L2 Regularization avoids overfitting in Deep Learning/Neural Networks
deep-learning keras keras-neural-networks keras-tensorflow l2-regularization neural-networks overfitting regularization
Last synced: 16 Nov 2024
https://github.com/degencap777/lstmstockpricepredictor
Predicting storck price of Suzunoya- by means of LSTM
keras matplotlib numpy pandas tensorflow yfinance
Last synced: 14 Nov 2024
https://github.com/lucaswychan/retinal-vessel-segmentation
Using Autoencoder to perform automatic segmentation of retinal vessels.
autoencoder keras segmentation tensorflow
Last synced: 11 Nov 2024
https://github.com/geo-y20/standard-ocr-
Explore the Standard OCR Project: a deep learning-based character recognition system leveraging advanced computer vision techniques. Detect characters in images using ResNet, Xception, Inception, and MobileNet models. Train, evaluate, and contribute to this cutting-edge technology.
css deep-learning deep-neural-networks flask html javascript jupyter-notebook keras ocr-recognition ocr-text-reader python resnet tensorflow xception
Last synced: 08 Jan 2025
https://github.com/marcogdepinto/dogs-vs-cats
Deep learning to classify if a picture contains a Dog or a Cat using Python, OpenCV, Keras.
deep-learning deep-learning-tutorial deep-neural-networks image-classification keras numpy opencv python python3
Last synced: 06 Jan 2025
https://github.com/alicerunsonfedora/abysima
A machine learning experiment with generating languages.
coreml generative-models keras lingustics recurrent-neural-networks swiftui
Last synced: 16 Dec 2024
https://github.com/mynameisvinn/kerasrest
serving keras models
docker keras machine-learning rest-api
Last synced: 27 Dec 2024
https://github.com/luca-parisi/hyper_sinh
hyper-sinh: An Accurate and Reliable Activation Function from Shallow to Deep Learning in TensorFlow, Keras, and PyTorch
activation-functions cnn cnn-classification cnn-keras cnn-model deep-learning deep-neural-networks keras keras-neural-networks keras-tensorflow machine-learning machinelearning-python pytorch sinh tensorflow tensorflow-models torch
Last synced: 10 Oct 2024
https://github.com/robinka/web-neural-painter
Neural Painter made with React, TypeScript and TensorFlow.js - Generates seamless random gifs
gif keras neural paint random react tensorflow tfjs typescript web
Last synced: 13 Nov 2024
https://github.com/aahansingh/consciousagent
An experimental agent with visual and conversational capabilities.
caffe computer-vision deep-learning image-captioning image-recognition keras machine-cognition machine-consciousness
Last synced: 30 Nov 2024
https://github.com/marxmit7/twitanalysis
Twit sentiment analysis using deep learning
analysis deep keras learning nlp python tensorflow twitter
Last synced: 16 Nov 2024
https://github.com/turgut090/nlp_az_r_py_global_vectors_tr_keras
NLP for Azerbaijani language
az embeddings jupyter-notebook keras nlp r rstudio tensorflow words
Last synced: 16 Nov 2024
https://github.com/beekill95/torch-training-loop
Simple Keras-inspired Training Loop for Pytorch.
Last synced: 13 Oct 2024
https://github.com/okotaku/kaggle_statoil
Kaggle Statoil challenge
cnn-keras deep-learning kaggle kaggle-statoil keras machine-learning
Last synced: 06 Jan 2025
https://github.com/metriccoders/metriccoders_notebooks
This is the Metric Coders repository containing all the notebooks for machine learning.
artificial-intelligence genai keras llm machine-learning natural-language-processing pytorch scikit-learn tensorflow
Last synced: 29 Dec 2024
https://github.com/mrgloom/fully-convolutional-example
convolutional-neural-networks keras proof-of-concept toy-project
Last synced: 03 Dec 2024
https://github.com/a-mhamdi/journey-into-ml
Showcase some machine learning algorithms.
deep-neural-networks julialang keras machine-learning-algorithms python rlang tensorflow
Last synced: 12 Oct 2024
https://github.com/ignaciopardo/roadtrip
RoadTrip Road & Cars AI Detection
ai flask keras machine-learning pwa python research satellite-imagery tensorflow
Last synced: 14 Dec 2024
https://github.com/marcelwinterot/nano-keras
Deep learning library inspired by Keras
keras machine-learning machine-learning-library numpy python
Last synced: 10 Oct 2024
https://github.com/srlozano/mame_dl
Museum Art Mediums (MAMe) image classification task solved by Convolutional Neural Networks at Universitat Politècnica de Catalunya · BarcelonaTech
convolutional-neural-networks deep-learning keras python tensorflow
Last synced: 30 Nov 2024
https://github.com/orestonce/keras2go
keras2go 是一个可以把keras网络模型转换成纯go语言实现前向传播的工具
deeplearning golang keras pure-go
Last synced: 05 Dec 2024
https://github.com/sun1638650145/retinanet
Object Detection with RetinaNet.
keras object-detection retinanet
Last synced: 25 Dec 2024
https://github.com/jaybfn/face-mask-detection-using-tensorflow-and-opencv
In most public meetings, such as malls, theaters, and parks, it is becoming increasingly vital to verify if persons in the audience are wearing face masks. The creation of an AI system that can detect if someone is wearing a face mask and allow them admission would be extremely beneficial to society. A basic Face Mask identification system is constructed using Convolutional Neural Networks, a Deep Learning approach (CNN). The TensorFlow framework and the OpenCV library were used to create this CNN Model, which is widely utilized in real-time applications.
cnn convolutional-neural-networks deep-learning keras opencv-python python3 tensorflow vscode
Last synced: 05 Jan 2025
https://github.com/sayakpaul/near-dup-parser
Holds code for near-duplicate image parser using optimized image classifiers.
bit bit-resnet keras lsh near-duplicate-detection random-projection tensorflow tensorrt vector-similarity vision
Last synced: 28 Dec 2024
https://github.com/rohitpawar001/neural_networks
These repository contains all types of neural networks of deep learning.
artificial-intelligence artificial-neural-networks convolutional-neural-networks deep-learning keras keras-tensorflow machine-learning neural-network recurrent-neural-networks tuning-parameters
Last synced: 24 Oct 2024
https://github.com/sshh12/stealthml
Using image segmentation and in-painting to stealthify images.
image-segmentation inpainting keras mask-rcnn
Last synced: 22 Dec 2024
https://github.com/manuel-lang/cifar-100-cnn-feature-data
CIFAR 100 feature data extracted from a VGG16 pre-trained on ImageNet.
Last synced: 13 Nov 2024
https://github.com/harryfallows/sightly
A system for automatically generating sight-reading music, utilising LSTM neural networks.
composition keras lstm music music-composition music-generation music-theory music21 neural-networks recurrent-neural-networks tensorflow
Last synced: 06 Jan 2025
https://github.com/mlykotom/video-segmentation
icnet keras optical-flow segmentation tensorflow
Last synced: 20 Dec 2024
https://github.com/vaibhav-kesarwani/text_emotion_classifier
A 𝗧𝗲𝘅𝘁 𝗘𝗺𝗼𝘁𝗶𝗼𝗻 𝗖𝗹𝗮𝘀𝘀𝗶𝗳𝗶𝗲𝗿 is an AI model that analyzes text to detect and classify emotions like 𝗵𝗮𝗽𝗽𝗶𝗻𝗲𝘀𝘀 😊, 𝘀𝗮𝗱𝗻𝗲𝘀𝘀 😢, 𝗮𝗻𝗴𝗲𝗿 😠, and 𝘀𝘂𝗿𝗽𝗿𝗶𝘀𝗲 😲. It's used in sentiment analysis, customer feedback, and social media monitoring to understand and respond to emotions more effectively.
jupyter-notebook kaggle-dataset keras keras-tensorflow pandas python3 sklearn tensorflow
Last synced: 10 Oct 2024
https://github.com/ambidextrous9/logodetection-deeplearning
augmentation deep-learning flickr-logo keras logo-detection tensorflow
Last synced: 12 Nov 2024
https://github.com/bhattbhavesh91/tf-watcher-demo
Tutorial on TF-Watcher which is a real-time remote service to get the Keras callbacks to a website including the details of metrics.
keras tensorflow tensorflow-models
Last synced: 21 Dec 2024
https://github.com/fdujiag/tf2-course
Let's begin the TensorFlow2 Learning!
keras tensorboard tensorflow tensorflow-examples tensorflow-experiments tensorflow-models tensorflow-tutorials tensorflow2
Last synced: 21 Dec 2024
https://github.com/frgfm/sdcnd-p3-traffic-sign-classification
Traffic sign classification project of Udacity Self-Driving Car Engineer Nanodegree
deep-learning image-classification keras python self-driving-car tensorflow traffic-sign-classification
Last synced: 29 Dec 2024
https://github.com/bhattbhavesh91/tensorgram-tutorial
Tutorial on TensorGram which is a real-time remote service to get the Keras callbacks to the telegram including the details of metrics.
keras telegram telegram-bot tensorflow tensorflow2 tensorgram tutorial
Last synced: 16 Nov 2024
https://github.com/mguludag/birthplace_region_predict_python_webapp
This project shows how to build&deploy python web app using keras and tensorflow to heroku
deep-learning heroku keras python tensorflow
Last synced: 03 Jan 2025
https://github.com/norwegianseismicarray/nais
NORSAR AI System (tools for machine learning on waveform data)
deep-learning keras machine-learning python tensorflow
Last synced: 19 Dec 2024
https://github.com/soumyajit4419/emojify--v1.0
Generate Emoji from text messages.
deep-learning emoji-prediction keras nlp tensorflow
Last synced: 13 Dec 2024
https://github.com/toelt-llc/course-dsc-intro-tensorflow
This repository contains the hands-on notebooks for the DSC Introduction to TensorFlow (ETH)
deep-learning keras teaching tensorflow
Last synced: 29 Dec 2024
https://github.com/tallamjr/dnn
Implementations of Deep Neural Networks in Tensorflow 2.x
deep-learning deep-neural-networks keras tensorflow tensorflow-examples tensorflow2
Last synced: 17 Dec 2024
https://github.com/vidit-kushwaha/tweet-sentimental-analysis
A deep learning project for sentiment analysis on tweets, classifying them into positive, negative, or neutral sentiments.
deep-learning keras machine-learning natural-language-processing python sentiment-analysis tensorflow text-classification
Last synced: 13 Oct 2024
https://github.com/kyrcha/deep-learning-pipelines
Implementations of various deep learning pipelines
deep-learning-pipelines dl-pipelines ffnn google-colaboratory ipython-notebook keras keras-tensorflow lstm nbviewer rnn
Last synced: 14 Nov 2024
https://github.com/willyfh/federated-learning-tensorflow
An unofficial implementation of Federated Learning: Communication-Efficient Learning of Deep Networks from Decentralized Data (AISTATS 2017)
deep-learning federated-learning image-classification keras neural-network tensorflow
Last synced: 21 Dec 2024
https://github.com/chekoduadarsh/custom-image-augmentation-keras
This is a plugin tool for your project to impliment your coustom image processing algorithms
image-augmentation image-processing imagedatagenerator keras starter-code
Last synced: 15 Dec 2024
https://github.com/mickypaganini/rnnip
Convolutional and Recurrent Architectures for Impact Parameter Tagging
atlas b-tagging cern deep-learning hep iprnn keras physics recurrent-neural-networks
Last synced: 12 Nov 2024
https://github.com/eshansurendra/agromate
AgroMate: Revolutionizing farming with IoT-driven precision. Optimize water usage, monitor soil health, and protect crops from wildlife threats. Transform agriculture sustainably.
arduino azure esp32 iot keras machine-learning python pythonanywhere sustainability tensorflow
Last synced: 12 Oct 2024
https://github.com/viig99/cdiscount
Solution for Kaggle Cdiscount Image Classification, Ongoing solution.
cdiscount deep-learning image-classification kaggle keras
Last synced: 08 Jan 2025
https://github.com/khadkarajesh/language-model
Language Model using LSTM
keras language-model natural-language-processing nltk
Last synced: 13 Nov 2024
https://github.com/abhaskumarsinha/Corpus2GPT
Corpus2GPT: A project enabling users to train their own GPT models on diverse datasets, including local languages and various corpus types, using Keras and compatible with TensorFlow, PyTorch, or JAX backends for subsequent storage or sharing.
attention-mechanism jax keras large-language-models llm llm-inference llm-training python3 pytorch tensorflow
Last synced: 20 Oct 2024
https://github.com/wkambale/keras-gemini
A Python package that combines the power of Keras with Gemini for natural language-driven neural network building.
Last synced: 24 Dec 2024
https://github.com/mustafahakkoz/alzheimer-contest
Submission for drivendata 3D-MRI video contest
cnn computer-vision keras medical-image-processing opencv
Last synced: 29 Nov 2024
https://github.com/adamvvu/tf_compactprogbar
A simple and compact one-line progress bar for TensorFlow 2 Keras.
keras keras-callback tensorflow tensorflow-addons tensorflow2
Last synced: 12 Dec 2024
https://github.com/cassanof/patient_api
A full-stack app that predicts cancer diagnosis using machine learning
cancer-detection golang keras machine-learning postgresql rest-api tensorflow
Last synced: 29 Nov 2024
https://github.com/florianwoelki/titanic_classification
This is a binary classification problem for the titanic dataset.
deep-learning jupyter-notebook kaggle keras machine-learning python tensorflow titanic titanic-dataset
Last synced: 29 Nov 2024
https://github.com/florianwoelki/mnist_fashion_cnn
This is a classification problem based on the mnist fashion dataset. I've used a CNN to classify the images.
classifier cnn fashion keras mnist numpy pandas tensorflow
Last synced: 29 Nov 2024
https://github.com/kazuhito00/tf2-keras-explain-examples
Tensorflowの可視化解釈ライブラリ(tf-explain、Grad-CAM等)のJupyter上での実行例。
gradcam keras tensorflow tf-explain
Last synced: 23 Nov 2024
https://github.com/kevinkit/correctsitting
This is a project that will make you sit correctly. It will take advante of machine learning algorithms.
keras machine-learning medical-imaging opencv tensorflow
Last synced: 23 Nov 2024
https://github.com/vsoch/repo2docker-keras
a repo2docker image with keras installed along tensorflow
docker forward keras repo2docker tensorflow
Last synced: 29 Nov 2024
https://github.com/burakahmet/deeplearning.ai-tensorflow-advanced-techniques-specialization
Assignments, Labs and Quizzes from DeepLearning.AI TensorFlow: Advanced Techniques specialization
artificial-intelligence artificial-neural-networks convolutional-neural-networks coursera coursera-assignment deep-learning deeplearning-ai generative-adversarial-network generative-ai jupyter-notebook keras machine-learning machine-learning-algorithms machinelearning-python neural-network neural-networks object-detection python semantic-segmentation tensorflow
Last synced: 04 Dec 2024
https://github.com/dulajkavinda/live-sketching
✍️ Converting live video stream from webcam into a sketch using OpenVC and Keras
added image-filtering keras machinelearning matplotlib numpy opencv python
Last synced: 14 Dec 2024
https://github.com/alfikiafan/eye-direction-classifier
Classifying eye direction using CNN. Goals: Predict the direction of gaze based on grayscale eye images, which are preprocessed to ensure consistent model training and evaluation.
cnn deep-learning eyes keras tensorflow
Last synced: 21 Dec 2024
https://github.com/aaroncanillas/lightweight-cnn-steel-surface-defects-classification
Deep learning (CNN) based models for classifying defects on steel surfaces
cnn computer-vision efficientnet keras mobilenet neural-network opencv python tensorflow vgg16
Last synced: 21 Dec 2024
https://github.com/lukashedegaard/keras-visual
Visualisation framework for Tensorflow Keras models
explanation keras tensorflow visualization
Last synced: 06 Jan 2025
https://github.com/darraghdog/fish
Kaggle - The Nature Conservancy :fish:
cnn deep-neural-networks kaggle-competition keras region-detection yolo2
Last synced: 20 Dec 2024
https://github.com/belajarqywok/tebakaja_cryptocurrency
provides accurate and scalable cryptocurrency forecasts by integrating advanced techniques, ensuring reliable predictions for informed decisions.
cython fastapi forecasting gcc-complier huggingface keras tensorflow
Last synced: 01 Nov 2024
https://github.com/akhilpandey95/uncertainty
Work as part of ANL summer 2020 research on uncertainity quanitification methods in graph neural networks
aleatoric-uncertainty bayesian-deep-learning epistemic-uncertainty gnn graph keras pytorch uncertainty-quantification
Last synced: 29 Dec 2024
https://github.com/ivanyu/kaggle-digit-recognizer
Kaggle's "Digit Recognizer" competition
kaggle keras machine-learning scikit-learn
Last synced: 06 Dec 2024
https://github.com/ariyaarka/plant-disease-detection-app
A beginner level plant disease detection model. It primary works for 3 diseases which is Corn(maize)Common_rust, Potato_Early_blight and TomatoBacterial_spot
cnn datascience deep-learning keras machine-learning python tensorflow
Last synced: 12 Oct 2024
https://github.com/rambodrahmani/deep-learning
Final project for the Computational Intelligence and Deep Learning course at University of Pisa.
convolutional-neural-networks deep-learning deep-neural-networks keras keras-neural-networks keras-tensorflow point-cloud pointcloud pointclouds tensorflow2
Last synced: 29 Dec 2024
https://github.com/wesdoyle/mnist-paint
Vanilla JS + TensorFlow paint with MNIST hand-written digit classification
cnn keras mnist-handwriting-recognition ocr-recognition tensorflow
Last synced: 29 Nov 2024
https://github.com/amogh7joshi/deeptoolkit
A deep learning library containing implementations of popular algorithms and extensions to TensorFlow and Keras, with an in-built computer vision module.
deep-learning keras neural-networks python tensorflow
Last synced: 05 Dec 2024
https://github.com/noeyislearning/pneumonia-detection-model
This repository contains code and a trained Keras model for detecting pneumonia in chest X-ray images using TensorFlow. The model was trained on a dataset of chest X-rays from the NIH Chest X-ray Dataset. It can be used to classify chest X-rays as either pneumonia-positive or pneumonia-negative.
convolutional-neural-networks deep-learning keras machine-learning opencv teachable-machine tensorflow
Last synced: 06 Dec 2024
