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: 2024-11-08 00:15:56 UTC
- JSON Representation
https://github.com/alshedivat/cen
Contextual Explanation Networks (CEN).
deep-learning explainability interpretability keras machine-learning tensorflow
Last synced: 23 Oct 2024
https://github.com/hamelsmu/docker-gpu
Dockerfile for deep learning on GPUs
deep-learning docker dockerhub gpu keras machine-learning nvidia-docker nvidia-gpu pytorch tensorflow
Last synced: 27 Oct 2024
https://github.com/joaoalvarenga/namegenderclassifier
Gender classification by name
brasil brazil classificador classifier gender genero keras mlp neural-network nome perceptron portugues portuguese
Last synced: 05 Nov 2024
https://github.com/GINK03/keras-distillation
keras google-vision's distillation
keras keras-distillation tensorflow-basics vision-api
Last synced: 05 Nov 2024
https://github.com/thakur-nandan/deeplearningwithkeras
How to use the Keras Deep Learning library
binder binder-jupyter-notebook binder-ready binders deep-learning jupyter-notebook keras keras-classification-models keras-neural-networks keras-tensorflow machine-learning mnist mnist-classification neural-networks
Last synced: 15 Oct 2024
https://github.com/Ritvik19/pyradox-generative?ref=pythonrepo.com
State of the Art Neural Networks for Generative Deep Learning
deep-learning gan keras tensorflow
Last synced: 02 Aug 2024
https://github.com/mreliptik/keras_to_tf_ncs2
Keras to Tensorflow test for Neural Compute Stick 2
keras model-optimizer ncs2 openvino tensorflow
Last synced: 27 Oct 2024
https://github.com/offchan42/superkeras
:rocket: A bunch of Keras utilities and paper implementations written under TensorFlow backend
helpers keras permutation python3 tensorflow utilities
Last synced: 29 Oct 2024
https://github.com/lshug/Continual-Keras
Keras-based framework for implementing continual learning methods.
catastrophic-forgetting continual-learning deep-learning ewc keras lifelong-learning lifelong-ml
Last synced: 03 Aug 2024
https://github.com/x-raylaser/keras-cnn-1drnn-ctc
A toolkit for training CNN-1DRNN-CTC model to perform line-level Handwritten Text Recognition
ai conv-lstm ctc-loss deep-learning handwriting-recognition htr keras lstm machine-learning neural-network-architectures neural-networks paper-implementations recurrent-neural-networks tensorflow toolkit
Last synced: 23 Oct 2024
https://github.com/bm777/humanface-mask-detector
Build, train and deploy a complete human face mask detector using tensorflow.keras and opencv
dataset detector face keras mask mobilenetv2 tensorflow training
Last synced: 11 Oct 2024
https://github.com/sayannath/vit-tf-hub-application
Build and fine-tune your Image Classifier using a Vision Transformer Model from TensorFlow Hub
fine-tuning jax keras tensorflow tf2 tfhub transformers vision-transformer vit
Last synced: 24 Oct 2024
https://github.com/ivanbongiorni/maximal
A TensorFlow-compatible Python library that provides models and layers to implement custom Transformer neural networks. Built on TensorFlow 2.
attention-is-all-you-need attention-mechanism deep-learning keras machine-learning natural-language-generation natural-language-processing natural-language-understanding neural-network nlp tensorflow tensorflow2 transformer transformers
Last synced: 23 Oct 2024
https://github.com/pydatablog/fastapi-model-deployment
An example for deploying Tensorflow 2 models with Docker and Fast API
docker keras model-deployment rest-api tensorflow-tutorials tensorflow2
Last synced: 08 Nov 2024
https://github.com/ilex-paraguariensis/yerbamate
A framework-agnostic deep learning package and experiment manager
deep-learning flax jax keras machine-learning neural-network package-manager pytorch pytorch-lightning replicability research tensorflow
Last synced: 20 Oct 2024
https://github.com/jason-dai/cvpr2018
CVPR 2018 Tutorial
analytics-zoo bigdl cvpr deep-learning keras neural-network spark tensorflow
Last synced: 12 Oct 2024
https://github.com/jason-dai/aaai2019
AAAI 2019 Tutorial
aaai analytics bigdl deep-learning keras neural-network spark tensorflow
Last synced: 12 Oct 2024
https://github.com/load1n9/agave
lightweight operating system written in Rust with wasi support.
bare-metal blogos embedded embedded-systems keras morosos no-std rhai rust rust-lang vga wasi wasm webassembly x86-64
Last synced: 23 Oct 2024
https://github.com/ogvalt/msdnet-keras
Here is my implementation of MSDNet for keras
deep-learning image-classification keras msdnet
Last synced: 14 Oct 2024
https://github.com/ksdkamesh99/artistic-style-transfer
Artistic Style Transfer - This is the implementation of "A Neural Algorithm of Artistic Style". in Python, Keras
artistic-style-transfer keras python
Last synced: 24 Oct 2024
https://github.com/imvision12/ademamix-optimizer-keras
A Keras 3 Implementation of AdEMAMix Optimizer
deep-learning keras optimization-algorithms optimizer
Last synced: 13 Oct 2024
https://github.com/gtesei/deepexperiments
TensorFlow/Keras experiments on computer vision and natural language processing
alexnet autoencoders computer-vision convolution convolutional-neural-networks deep-learning dropout generative-adversarial-network keras keras-neural-networks mnist natural-language-processing neural-networks regularization tensorflow tensorflow-experiments tensorflow-tutorials word2vec word2vec-model
Last synced: 10 Oct 2024
https://github.com/veb-101/keras-vision
Porting vision models to Keras 3 for easily accessibility. Contains MobileViT v1, MobileViT v2
cnn computer-vision deep-learning jax keras keras3 mobilevit mobilevitv1 mobilevitv2 pytorch self-attention tensorflow transformers
Last synced: 07 Nov 2024
https://github.com/amaansayyad/covid-19_face_mask_recognition_system
The Face Mask Recognition System uses AI technology to detect the person with or without a mask. It can be connected with any surveillance system installed at your premises. The authorities or admin can check the person through the system to confirm whether the person is wearing a mask or not.
computer-vision coronavirus covid-19 covid19 deep-learning face-detection face-recognition facemask-detection human-pose-estimation jupyter-notebook keras keras-tensorflow machinelearning opencv python3 tenserflow trending
Last synced: 08 Nov 2024
https://github.com/tomasplsek/cadet
Machine learning pipeline for detection of X-ray cavities on Chandra images of early-type galaxies and galaxy clusters.
agn-feedback cavities convolutional-neural-networks jax keras segmentation
Last synced: 09 Oct 2024
https://github.com/ritvik19/pyradox-generative
State of the Art Neural Networks for Generative Deep Learning
deep-learning gan keras tensorflow
Last synced: 13 Oct 2024
https://github.com/autonomio/kerasplotlib
A visualization library for Keras deep learning
deep-learning keras matplotlib tensorflow visualization
Last synced: 11 Oct 2024
https://github.com/lunarwhite/gen-anime-face
Train GAN model ref NTU MLDS. 李宏毅老师的二次元人脸/头像数据集
acg animation deep-learning keras python tensorflow
Last synced: 06 Nov 2024
https://github.com/rajsoni03/neuralplot
Neural Plot is a python library for visualizing Neural Networks. It helps to plot Keras/Tensorflow model with matplotlib backend.
3d deep-neural-networks graph keras library matpolotlib neural-network neuralplot tensorflow visualization
Last synced: 11 Oct 2024
https://github.com/sayannath/american-sign-language-detection
American Sign Language Detection is a deep learning end to end project where we can detect American Sign Language.
asl colab-notebook computer-vision java keras mobile mobilenetv2 mobilenetv3 native tensorflowlite tensroflow tfhub tflite tflite-models
Last synced: 24 Oct 2024
https://github.com/neka-nat/async-rl-noreward
Keras implementation of Curiosity-driven Exploration by Self-supervised Prediction
a3c deep-reinforcement-learning keras super-mario
Last synced: 14 Oct 2024
https://github.com/DanielDaCosta/RNN-Keras
Building a Multi-Label Classifier doesn't seem a difficult task using Keras, but when you are dealing with a highly imbalanced dataset with more than 30 different labels and with multiple losses it can become quite tricky.
keras multi-class-classification multi-label-classifier multiple-losses-rnn rnn
Last synced: 02 Aug 2024
https://github.com/RodolfoFerro/DevDayMid2019
Repositorio del taller "Redes Neuronales Convolucionales en Acción" para el Dev Day Mérida 2019.
artificial-intelligence dev-day keras neural-network python
Last synced: 04 Aug 2024
https://github.com/snth/ctdeep
Cape Town Deep Learning Meetup Files
deep-learning deep-neural-networks jupyter-notebook keras keras-neural-networks tutorials
Last synced: 13 Oct 2024
https://github.com/cyberzhg/keras-position-wise-feed-forward
Feed forward layer implemented in Keras
Last synced: 30 Sep 2024
https://github.com/barqawiz/aind2-nlp-translation
Machine translation pipeline. Ready models to translate between languages.
keras nlp tensorflow translation
Last synced: 10 Oct 2024
https://github.com/karolzak/images-vector-search
Simple implementation of search for visually similar images using deep learning and vector search. It's based on pretrained ImageNet weights so it doesnt require any additional training
cnn deep-learning deep-neural-networks embedding-models image image-processing images keras keras-tensorflow neural-networks resnet resnet-152 resnet-50 similarity-detection similarity-search transfer-learning vector-search vgg vgg19 visual-search
Last synced: 23 Oct 2024
https://github.com/harshuljain13/deepneuralnets--alzheimer
Alzheimer Detection using Deep Neural nets
alzheimer-disease-prediction cnn deeplearning keras lstm tensorflow
Last synced: 08 Nov 2024
https://github.com/james77777778/keras-aug
A library that includes pure TF/Keras preprocessing and augmentation layers, providing support for various data types such as images, labels, bounding boxes, segmentation masks, and more.
augmentation keras keras-cv preprocessing tensorflow
Last synced: 13 Oct 2024
https://github.com/alamkanak/parkinsons-research
An experiment to detect Parkinson's Disease using speech data
keras machine-learning python tensorflow
Last synced: 08 Nov 2024
https://github.com/vanditg/person-retrieval-avss-2018
Implementation of our IEEE AVSS 2018 paper "Person Retrieval in Surveillance Video using Height, Color, and Gender".
alexnet-model color-classification deep-learning deep-neural-networks gender-recognition height-estimation keras maskr-cnn person-retrieval surveillance-video tensorflow
Last synced: 05 Nov 2024
https://github.com/luozhouyang/deepse
Sentence Embeddings using Deep Nerual Networks in PRODUCTION!
bert keras sentence-embeddings simcse
Last synced: 14 Oct 2024
https://github.com/sayannath/object-detection-app
An object Detection App using Flutter. I have integrated .tflite files with flutter. I have used the yolo and ssdmobilenet model to use this in the app.
dart flutter keras object-detection ssdmobilenet tensorflow tflite yolo
Last synced: 24 Oct 2024
https://github.com/novasush/image-classifier-in-javascript
Deploy image classifier on a static website using javascript.
classification classifier classifier-model classifiers javascript keras keras-tensorflow tensorflow tensorflow-keras tensorflow2 tensorflowjs tensorflowjs-models tfjs
Last synced: 15 Oct 2024
https://github.com/toelt-llc/talk-eth-zurich-gdsc-workshops-2022
Repository for seminars held at the ETH Zürich for the GDSC club.
deep-learning keras teaching tensorflow
Last synced: 07 Nov 2024
https://github.com/nikhilcodes/eof-eye-o-father
Robust Object Detection for Slow Systems!
computer-vision image-classification image-processing keras keras-tensorflow mobilenetv2 object-detection opencv region-of-interest selectivesearch
Last synced: 24 Oct 2024
https://github.com/chenanton/ai-rubiks-cube-solver
A program which generates a sequence of cube rotations learned from a deep neural network, solving a scrambled Rubik's Cube.
data-generator keras machine-learning matplotlib-pyplot neural-network python rubiks-cube rubiks-cube-solver tensorflow2
Last synced: 14 Oct 2024
https://github.com/jaidevd/kepler
Smart journal for ML experiments.
deep-learning keras machine-learning python scientific-workflows scikit-learn tensorflow
Last synced: 26 Sep 2024
https://github.com/sayakpaul/xla-benchmark-sd
Provides code to serialize the different models involved in Stable Diffusion as SavedModels and to compile them with XLA.
compilers-for-ml image-generation keras kerascv stable-diffusion tensorflow xla
Last synced: 23 Oct 2024
https://github.com/iamhosseindhv/lstm-classification
Comment toxicity classification using Karas/TensorFlow
classification cnn data data-mining keras lstm machine-learning python rnn tensorflow
Last synced: 24 Oct 2024
https://github.com/shashiben/flutter-face-mask-detection
A flutter app to check whether person wear a mask or not
facemask facemask-detection flutter-apps imagepicker imageprocess keras tensorflow tensorflow-examples tflite tflite-models
Last synced: 07 Nov 2024
https://github.com/jay-johnson/antinex-datasets
Datasets for training deep neural networks to defend software applications
ai ai-security anti-nex deep-neural-networks deeplearning django flask keras keras-neural-networks machine-learning machine-learning-security network-security open-data react react-redux rest-api spring tensorflow tensorflow-models vue
Last synced: 01 Nov 2024
https://github.com/tawabshakeel/datacamp-projects
Data Camp Python Projects
data-science keras machine-learning matplotlib nlp numpy pandas python scipy seaborn sklearn
Last synced: 13 Oct 2024
https://github.com/herrfeder/ai_cybersecurity_ids_poc
Winning Contribution of Michael Schwabe and David Lassig to BWI Data Analytics Hackathon 2020 in the Category Cyber Security. Proof of Concept Intrusion Detection using Zeek with selfmade MachineLearning in a nice WebApp.
circleci cloudformation cyber-security dash docker-container intrusion-detection keras kubernetes machine-learning plotly python scikit-learn tensorflow zeek
Last synced: 14 Oct 2024
https://github.com/prmelehan/swifty-ml
Converts Keras models to Core ML models for use on iOS
converter coremltools keras ml python3 swift-3
Last synced: 12 Oct 2024
https://github.com/siddhant-k-code/covid-19-rapid-tester
covid19 detector using Chest xRay
accuracy coronavirus covid-19 detection detector glob hack jupyter jupyter-notebook keras machine-learning matplotlib matplotlib-pyplot matplotlib-python numpy pandas python tensorflow xray
Last synced: 28 Oct 2024
https://github.com/meqdaddev/teachable-machine
A Python package designed to simplify the integration of exported models from Google's Teachable Machine platform into various environments.
classification-algorithm cnn-classification deep-learning deep-neural-networks image-classification image-processing keras machine-learning opencv opencv-python python
Last synced: 28 Oct 2024
https://github.com/sshh12/OverwatchML
Overwatch + AI
ai keras machine-learning overwatch
Last synced: 01 Nov 2024
https://github.com/sayakpaul/tf.keras-distributed-training
Shows how to use MirroredStrategy to distribute training workloads when using the regular fit and compile paradigm in tf.keras.
Last synced: 23 Oct 2024
https://github.com/oke-aditya/neural_encryption_networks
ICADCML 2021 A Novel Approach to Encrypt Data using Deep Neural Networks
cryptography deep-learning keras neural-cryptography
Last synced: 11 Oct 2024
https://github.com/defasium/expertglasses
Expert eyeglasses recommendation system with Generative Adversarial Networks written in Python, 2020.
expert expert-eyeglasses-recommendation eyeglasses gan keras performance-benchmarks recommender-system resolution-gan
Last synced: 31 Oct 2024
https://github.com/triagemd/model-converters
A tool for converting Keras models for use with Tensorflow
keras machine-learning tensorflow
Last synced: 25 Oct 2024
https://github.com/nsarang/MnasNet
A TensorFlow 2.0 implementation of MnasNet: Platform-Aware Neural Architecture Search for Mobile.
architecture-search deep-learning imagenet keras mnasnet mobile-development tensorflow tensorflow2
Last synced: 02 Aug 2024
https://github.com/hyunjoonbok/R-projects
Portfolio in R
anomaly-detection data data-analysis data-science data-visualization database deep-learning h2o keras lightgbm marketbasketanalysis regression-models tensorflow time-series xgboost
Last synced: 13 Aug 2024
https://github.com/amirbar/filterresponsenormalization
Filter Response Normalization Layer in Keras
deeplearning frn keras normalization
Last synced: 15 Oct 2024
https://github.com/njmarko/2face-verification
Microservice AI Neural Network Tensorflowjs face (YOLO object) detection Two-factor deep learning (TensorFlow) authentication in Spring, Vue, and Flask with face verification based on logistic regression and cosine similarity in high dimensional vector space.
ai deep-learning face-detection face-verification facelandmarkdetect facenet flask keras linus-torvalds microservices mongodb netflix-eureka postgresql resnet-50 spring-framework tensorflow tensorflowjs vggface vue yolo
Last synced: 11 Oct 2024
https://github.com/elena20ruiz/easycam
📸 Share your DSLR camera images easily built in LauzHack'19
camera dslr flask keras react-native xiaomi-yi yi-action-camera
Last synced: 26 Oct 2024
https://github.com/burhanuday/ml-dl-algorithms
Repository containing notes, cheatsheets, datasets and usage of different ML and DL algorithms and libraries. These files can be used as base templates for your next project
deep-learning deeplearning keras machine-learning machinelearning neural-networks scikit-learn
Last synced: 29 Oct 2024
https://github.com/sshh12/overwatchml
Overwatch + AI
ai keras machine-learning overwatch
Last synced: 27 Oct 2024
https://github.com/imdeepmind/generatingtextwithlstm
The aim of this project is to generate text using LSTM Recurrent Neural Networks. LSTM Recurrent Neural Networks are powerful Deep Learning models that are used for learning sequenced data. Here a LSTM model is trained on 200 million samples, and the idea is that after training on 200 million samples, it should be able to generate text.
deep-learning keras lstm-model machine-learning python recurrent-neural-networks text-generation
Last synced: 11 Oct 2024
https://github.com/leondgarse/keras_mlp
Keras implementation of mlp-mixer, ResMLP, gmlp. imagenet/imagenet21k weights reloaded.
gmlp keras mlp mlp-mixer resmlp tensorflow tensorflow2 tf tf2
Last synced: 05 Nov 2024
https://github.com/alshedivat/adios
ADIOS: Architectures Deep In Output Space
Last synced: 24 Oct 2024
https://github.com/ammarasmro/chatbot-sentiment-analyzer
A sentence by sentence sentiment analyzer ready to use by chatbots
chatbot keras lstm rnn sentiment sentiment-analysis twitter
Last synced: 23 Oct 2024
https://github.com/sharatsawhney/character_segmentation
A detailed Research project on Character-Segmentation using Neural Networks!
data-science deep-learning deep-neural-networks keras keras-layer keras-models keras-neural-networks matplotlib neural-network numpy opencv-python
Last synced: 03 Nov 2024
https://github.com/alekseynp/keras-torchvision
keras neural-networks pretrained-models pytorch tensorflow
Last synced: 22 Oct 2024
https://github.com/deadly-panda/clinicapp
Django web application to help a medical clinic manage their appointments and assits doctors in their diagnosisis
django keras python scikit-learn
Last synced: 29 Oct 2024
https://github.com/nitin-bommi/face-mask-detection
A real time face mask detection model
artificial-intelligence caffe caffe2 computer-vision convolutional-neural-networks deep-learning deep-neural-networks face-detection image image-classification image-processing keras machine-learning mobilenetv2 neural-network python tensorflow
Last synced: 12 Oct 2024
https://github.com/AlexPasqua/keras-caffe-converter
Keras - Caffe converter (both directions) with pruning demos in Keras. Originally developed as BSc thesis project @ University of Verona
caffe caffe-keras-converter keras keras-caffe-converter neural-networks nns-converter tensorflow
Last synced: 03 Aug 2024
https://github.com/aydinnyunus/digitrecognizer
Recognize Digits
digit-recognition digit-recognition-mnist digit-recognizer digits-dataset digits-recognition keras matplotlib matplotlib-figures matplotlib-pyplot numpy numpy-library python python3 tensorflow tensorflow-examples tensorflow-models tensorflow-tutorials
Last synced: 10 Oct 2024
https://github.com/sadmansakib93/federated-learning-keras
Sample Keras implementation of the Federated Learning (FL) for experimental research simulations.
deep-federated-learning deep-learning distributed-computing federated federated-learning federation keras python3 tensorflow-examples
Last synced: 10 Oct 2024
https://github.com/danielegrattarola/keras-multiplexer
A Keras layer that acts as multiplexer for Dense layers (Tensorflow backend only)
deep-learning keras keras-layer layer python
Last synced: 24 Oct 2024
https://github.com/yashk2000/covid-detection
Covid19 detection using xray images of patients.
computer-vision covid-19 covid19 deep-learning keras neural-network opencv python tensorflow vggnet
Last synced: 28 Oct 2024
https://github.com/qedk/clarity
Your AI journaling assistant.
artificial-intelligence fastapi journaling keras machine-learning python reactjs tensorflow
Last synced: 08 Nov 2024
https://github.com/paramaggarwal/deeplearning-quickstart
A quick-start into deep learning, classifying top-wear/bottom-wear from the Myntra catalog.
deep-learning image-classification keras neural-networks quickstart
Last synced: 27 Oct 2024
https://github.com/Golbstein/Keras-Real-Time-Style-Transfer
Real time style transfer in Keras
keras keras-tutorials real-time style-transfer
Last synced: 07 Aug 2024
https://github.com/sjain-stanford/pretrained-weights
Pre-trained weights for CNNs
alexnet caffe ckpt inception keras mobilenet resnet squeezenet tf-slim
Last synced: 17 Oct 2024
https://github.com/phylliade/vinci
A generic, easy to use, and keras-compatible deep RL framework
ddpg deep-reinforcement-learning keras openai-gym tensorflow visualization
Last synced: 06 Nov 2024
https://github.com/msrks/keras_num_pred
kerasで手書き文字認識アプリ https://msrks-numpred.herokuapp.com
d3js deep-learning flask keras tensorflow
Last synced: 27 Oct 2024
https://github.com/sayannath/malaria-detection-cnn
Using CNN to detect Malaria with the help of cell images
cnn deep-learning image-classification imagedatagenerator keras machine-learning malaria-detection ne neural-network python tensorflow
Last synced: 24 Oct 2024
https://github.com/kautukkundan/mlcc-keras-notes
Keras - well documented codes for MLCC session on 19th November, 2018 at CSIR-NISCAIR - New Delhi
computer-vision convolutional-neural-networks deep-learning keras neural-networks
Last synced: 15 Oct 2024
https://github.com/ahamez/progml
Programming Machine Learning book
cplusplus elixir elixir-explorer elixir-nx keras machine-learning python
Last synced: 13 Oct 2024
https://github.com/timesler/framework-agnostic-deep-learning
Common code for building neural networks with a hybrid of Pytorch and Tensorflow eager execution
deep-learning keras neural-network neural-networks pytorch tensorflow
Last synced: 15 Oct 2024
https://github.com/danielegrattarola/ccm-aae
Adversarial Autoencoders with Constant-Curvature Latent Manifolds (2018, https://arxiv.org/abs/1812.04314)
deep-learning keras non-euclidean-geometry python
Last synced: 24 Oct 2024
https://github.com/jeffersonlicet/santander-questions-classification
🥈 Second Place Solution - Public Leaderboard Top 3 - 0.86639 | Clasificación de preguntas de clientes | Escuela de Ciencias Informáticas 2020. Universidad de Buenos Aires y Banco Santander.
fastext keras machine-learning nlp tensorflow word2vec
Last synced: 15 Oct 2024
https://github.com/cyberzhg/keras-targeted-dropout
Targeted dropout implemented in Keras
Last synced: 29 Sep 2024
https://github.com/anmol-singh-jaggi/jukebot
:musical_score: :musical_keyboard: Generating artificial music using Recurrent Neural Networks
keras machine-learning midi music music-composition neural-network rnn
Last synced: 15 Oct 2024
https://github.com/garethjns/reinforcement-learning-keras
Reinforcement learning algorithms implemented in Keras (tensorflow==2.3) and sklearn
dqn keras policy-gradient q-learning reinforcement-learning tensorflow2
Last synced: 13 Oct 2024