https://github.com/MaxHalford/pytorch-resample

🎲 Iterable dataset resampling in PyTorch

imbalanced-learning oversampling pytorch resampling undersampling

Last synced: 03 Aug 2024

https://github.com/pcyin/pytorch_basic_nmt

A simple yet strong implementation of neural machine translation in pytorch

deep-learning natural-language-processing neural-machine-translation pytorch pytorch-implmention

Last synced: 31 Jul 2024

https://github.com/buxihuo/OW-YOLO

Detect known and unknown objects in the open world（具有区分已知与未知能力的全新检测器））

autolabel deep-learning object-detection open-world open-world-detection pytorch unknown yolo yolov5 yolov8

Last synced: 02 Aug 2024

https://github.com/rubenwiersma/hsn

Code for SIGGRAPH paper CNNs on Surfaces using Rotation-Equivariant Features

3d convolutional-neural-networks geometric-deep-learning pytorch pytorch-geometric siggraph

Last synced: 31 Jul 2024

https://github.com/HaochengWan/PVT

PVT: Point-Voxel Transformer for 3D Deep Learning

kitti modelnet40 point-cloud point-cloud-processing pvt pytorch s3dis shapenet sota

Last synced: 31 Jul 2024

https://github.com/lorenmt/minimal-isaac-gym

A Minimal Example of Isaac Gym with DQN and PPO.

dqn isaac-gym ppo pytorch

Last synced: 01 Aug 2024

https://github.com/TuragaLab/DECODE

This is the official implementation of our publication "Deep learning enables fast and dense single-molecule localization with high accuracy" (Nature Methods)

deep-learning gpu high-density localization-microscopy microscopy pytorch smlm

Last synced: 03 Aug 2024

https://github.com/cxhernandez/molencoder

Molecular AutoEncoder in PyTorch

autoencoder computational-chemistry deep-learning python pytorch

Last synced: 01 Aug 2024

https://github.com/M-Nauta/ProtoTree

ProtoTrees: Neural Prototype Trees for Interpretable Fine-grained Image Recognition, published at CVPR2021

computer-vision cvpr2021 decision-trees deep-neural-networks explainability explainable-ai explainable-ml fine-grained-classification fine-grained-visual-categorization interpretability interpretable-deep-learning interpretable-machine-learning pytorch

Last synced: 03 Aug 2024

https://github.com/qq456cvb/PRIN

Pointwise Rotation-Invariant Network (AAAI 2020)

pytorch rotation-invariant-features segmentation

Last synced: 31 Jul 2024

https://github.com/Atharva-Phatak/torchflare

TorchFlare is a simple, beginner-friendly, and easy-to-use PyTorch Framework train your models effortlessly.

deep-learning deep-neural-networks gans generative-adversarial-network image-classfication image-classification image-processing image-segmentation infrastructure kaggle machine-learning natural-language-processing python pytorch pytorch-model self-supervised-learning text-classification

Last synced: 03 Aug 2024

https://github.com/abap34/ml-lecture

東京工業大学 traP Kaggle班「機械学習講習会」の資料

deeplearning education machine-learning pytorch textbook

Last synced: 01 Aug 2024

https://github.com/naity/image_tabular

Integrate image and tabular data for deep learning

deep-learning fastai image-classification pytorch tabular-data

Last synced: 03 Aug 2024

https://github.com/svishnu88/TGS-SaltNet

Kaggle | 21st place solution for TGS Salt Identification Challenge

computer-vision deep-learning fastai kaggle-competition pytorch

Last synced: 07 Aug 2024

https://github.com/anthony-wang/CrabNet

Predict materials properties using only the composition information!

attention attention-mechanism machine-learning materials-informatics materials-science materials-screening neural-networks predict-materials-properties pytorch scikit-learn self-attention transformer

Last synced: 03 Aug 2024

https://github.com/kefirski/pytorch_TDNN

Time Delayed NN implemented in pytorch

cnn deep-learning python pytorch tdnn

Last synced: 03 Aug 2024

https://github.com/huggingface/optimum-graphcore

Blazing fast training of 🤗 Transformers on Graphcore IPUs

fine-tuning graphcore machine-learning pytorch training transformers

Last synced: 01 Aug 2024

https://github.com/ai4iacts/hexagdly

Process hexagonally sampled data with PyTorch

deep-learning hexagonal-grids pytorch

Last synced: 01 Aug 2024

https://github.com/intel/torch-ccl

oneCCL Bindings for Pytorch*

oneccl pytorch

Last synced: 31 Jul 2024

https://github.com/acl21/deep-active-learning-pytorch

A PyTorch toolkit with 8 popular deep active learning query methods implemented.

deep-active-learning image-classification pytorch toolkit

Last synced: 01 Aug 2024

https://github.com/PortPy-Project/PortPy

Opensource radiation treatment planning system in Python [AAPM'23]

artificial-intelligence cancer deep-learning dicom mathematical-modelling medical-physics optimization python pytorch radiation-oncology radiation-treatment-planning radiotherapy

Last synced: 02 Aug 2024

https://github.com/anshulpaigwar/Attentional-PointNet

Attentional-PointNet is Deep-Neural-Network architecture for 3D object detection in point clouds

3d-object-detection attention-mechanism autonomous-vehicles object-detection point-cloud pointnet pytorch pytorch-implmention

Last synced: 31 Jul 2024

https://github.com/Erlemar/wheat

Wheat Detection challenge on Kaggle

deep-learning hydra kaggle-competition object-detection pytorch pytorch-lightning torchvision

Last synced: 03 Aug 2024

https://github.com/kefirski/pytorch_Highway

Highway network implemented in pytorch

highway-network python pytorch

Last synced: 03 Aug 2024

https://github.com/asteroid-team/asteroid-filterbanks

Asteroid's filterbanks :rocket:

asteroid-filterbanks audio audio-processing deep-learning filterbanks python3 pytorch

Last synced: 05 Aug 2024

https://github.com/MachineLearningLifeScience/stochman

Algorithms for computations on random manifolds made easier

machine-learning manifold python pytorch riemannian-geometry

Last synced: 02 Aug 2024

https://github.com/chongruo/pytorch-HED

An implementation of HED in pytorch

pytorch

Last synced: 03 Aug 2024

https://github.com/ajhamdi/mvtorch

a Pytorch library for multi-view 3D understanding and generation

3d 3d-deep-learning deep learning multi-view multi-view-geometry multi-view-learning nerf pytorch pytorch3d

Last synced: 31 Jul 2024

https://github.com/dengfenglai321/YOLOv4-Hat-detection

基于YOLOv4的安全帽佩戴检测

hat-detection pytorch yolov4

Last synced: 02 Aug 2024

https://github.com/val-iisc/sketch-parse

Code, demos and data for SketchParse (a neural network for sketch segmentation). Paper:

deep-learning pytorch semantic-segmentation sketches

Last synced: 12 Aug 2024

https://github.com/guyyariv/TempoTokens

This repo contains the official PyTorch implementation of: Diverse and Aligned Audio-to-Video Generation via Text-to-Video Model Adaptation

ai-art audio-to-video audio-visual deep-learning diffusion-models generative-ai modelscope pytorch video-synthesis

Last synced: 05 Aug 2024

https://github.com/li012589/NeuralRG

Pytorch source code for arXiv paper Neural Network Renormalization Group, a generative model using variational renormalization group and normalizing flow.

ising-model normalizing-flow pytorch renormalization-group

Last synced: 05 Aug 2024

https://github.com/theos-ai/easy-yolov7

This a clean and easy-to-use implementation of YOLOv7 in PyTorch, made with ❤️ by Theos AI.

computer-vision deep-learning machine-learning neural-networks object-detection python pytorch yolov5 yolov7

Last synced: 02 Aug 2024

https://github.com/dwromero/wavelet_networks

Code repository of the paper "Wavelet Networks: Scale-Translation Equivariant Learning From Raw Time-Series, TMLR" https://arxiv.org/abs/2006.05259

cnns equivariance group-convolution pytorch time-series

Last synced: 02 Aug 2024

https://github.com/eva-n27/BERT-for-Chinese-Question-Answering

bert pytorch question-answering

Last synced: 01 Aug 2024

https://github.com/2014gaokao/pedestrian-attribute-recognition-with-GCN

Pytorch implementation of pedestrian attribute recognition with graph convolutional network

attribute cnn gcn pytorch

Last synced: 01 Aug 2024

https://github.com/HolyWu/vs-realesrgan

Real-ESRGAN function for VapourSynth

pytorch real-esrgan tensorrt vapoursynth

Last synced: 01 Aug 2024

https://github.com/pietrolesci/energizer

An active learning library for Pytorch based on Pytorch-Lightning.

active-learning deep-learning python pytorch pytorch-lightning

Last synced: 03 Aug 2024

https://github.com/MaverickPeter/DiSCO-pytorch

Differentiable Scan Context with Orientation

icra2021 place-recognition pytorch robotics

Last synced: 31 Jul 2024

https://github.com/cogitare-ai/cogitare

🔥 Cogitare - A Modern, Fast, and Modular Deep Learning and Machine Learning framework for Python

deep-learning framework machine-learning modular-deep-learning pytorch toolbox toolchain

Last synced: 03 Aug 2024

https://github.com/alishdipani/Neural-Style-Transfer-Audio

This is PyTorch Implementation of Neural Style Transfer Algorithm which is modified for Audios.

audio-processing convolutional-neural-networks fourier-transform neural-style-transfer pytorch pytorch-implmention

Last synced: 07 Aug 2024

https://github.com/spcl/daceml

A Data-Centric Compiler for Machine Learning

compiler cuda deep-learning fpga high-performance-computing machine-learning pytorch

Last synced: 01 Aug 2024

https://github.com/inferno-pytorch/speedrun

Research code need not be ugly.

deep-learning neural-networks pytorch research

Last synced: 01 Aug 2024

https://github.com/m-tassano/dvdnet

DVDnet: A Simple and Fast Network for Deep Video Denoising

cnn cnn-architecture deep-learning denoising python3 pytorch video

Last synced: 01 Aug 2024

https://github.com/tingiskhan/pyfilter

Particle filtering and sequential parameter inference in Python

bayesian-inference particle-filter pytorch sequential-monte-carlo time-series

Last synced: 02 Aug 2024

https://github.com/necla-ml/Diff-JPEG

Official and maintained implementation of the paper "Differentiable JPEG: The Devil is in the Details" [WACV 2024].

differentiable-codec differentiable-jpeg image-codec image-compression jpeg pytorch ste surrogate wacv

Last synced: 01 Aug 2024

https://github.com/xxxnell/spatial-smoothing

(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.

bayesian-deep-learning bayesian-neural-networks neural-network pytorch robustness uncertainty uncertainty-estimation uncertainty-quantification

Last synced: 03 Aug 2024

https://github.com/sahagobinda/GPM

Official [ICLR] Code Repository for "Gradient Projection Memory for Continual Learning"

computer-vision continual-learning deep-learning optimizaiton pytorch

Last synced: 03 Aug 2024

https://github.com/csinva/imodelsX

Scikit-learn friendly library to interpret, and prompt-engineer text datasets using large language models.

ai deep-learning explainability huggingface interpretability language-model machine-learning ml natural-language-processing natural-language-understanding neural-network pytorch scikit-learn text text-classification transformer-models xai

Last synced: 02 Aug 2024

https://github.com/wandering007/nasnet-pytorch

A neat pytorch implementation of nasnet and the ported weights from tensorflow

nasnet pytorch

Last synced: 31 Jul 2024

https://github.com/LukasHedegaard/pytorch-benchmark

Easily benchmark PyTorch model FLOPs, latency, throughput, allocated gpu memory and energy consumption

benchmark deep-learning flops gpu jetson python pytorch timing-analysis

Last synced: 09 Aug 2024

https://github.com/imirzadeh/stable-continual-learning

Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)

catastrophic-forgetting continual-learning deep-learning lifelong-learning pytorch

Last synced: 03 Aug 2024

https://github.com/sevagh/demucs.cpp

C++17 port of Demucs v3 (hybrid) and v4 (hybrid transformer) models with ggml and Eigen3

blas demixing demucs eigen3 ggml guitar music-source-separation piano pytorch

Last synced: 31 Jul 2024

https://github.com/gmalivenko/gluon2pytorch

Gluon to PyTorch deep neural network model converter

converter darknet deep-learning deep-neural-networks densenet densenet-pytorch dual-path-networks dualpath-network gluon machine-learning mxnet nasnet onnx pytorch pytorch-converter resnet

Last synced: 01 Aug 2024

https://github.com/pyrates-neuroscience/PyRates

Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-implemented models belong to the family of neural population models.

code-generation delayed-differential-equation differential-equations dynamical-systems fortran90 julia matlab network-simulator neural-networks numpy parameter-search python pytorch scientific-computing scientific-research simulations tensorflow

Last synced: 02 Aug 2024

https://github.com/nerox8664/gluon2pytorch

Gluon to PyTorch deep neural network model converter

converter darknet deep-learning deep-neural-networks densenet densenet-pytorch dual-path-networks dualpath-network gluon machine-learning mxnet nasnet onnx pytorch pytorch-converter resnet

Last synced: 28 Aug 2024

https://github.com/Project-DC/pygeneses

A PyTorch based DeepRL framework to train and study artificial species in bio-inspired environments.

artificial-agents artificial-intelligence deep-learning hacktoberfest pytorch reinforcement-learning

Last synced: 03 Aug 2024

https://github.com/BlackHC/batchbald_redux

Reusable BatchBALD implementation

active-learning batchbald machine-learning nbdev neurips-2019 pytorch

Last synced: 03 Aug 2024

https://github.com/vocalpy/vak

A neural network framework for researchers studying acoustic communication

animal-communication animal-vocalizations bioacoustic-analysis bioacoustics birdsong python python3 pytorch spectrograms speech-processing torch torchvision vocalizations

Last synced: 03 Aug 2024

https://github.com/desimone/pytorch-cat-vs-dogs

example kaggle machine-learning pytorch

Last synced: 03 Aug 2024

https://github.com/benedekrozemberczki/SINE

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

aane asne deep-learning deepwalk dimensionality-reduction gensim graph-embedding grarep machine-learning network-embedding networkx node-embedding node2vec pytorch sklearn tadw tensorflow torch unsupervised-learning walklets

Last synced: 01 Aug 2024

https://github.com/benedekrozemberczki/TENE

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

asne attributed-embedding deep-learning deepwalk feature-extraction graph-convolution graph-embedding graph-neural-network implicit-factorization machine-learning matrix-decomposition matrix-factorization network-embedding node-classification node-embedding node2vec pattern-recognition pytorch tadw tensorflow

Last synced: 01 Aug 2024

https://github.com/Uehwan/3-D-Scene-Graph

3D scene graph generator implemented in Pytorch.

3d-models 3d-scene-graph computer-vision deep-learning deeplearning environmental-modelling intelligence pytorch robot robotics scene-graph scenegraph

Last synced: 01 Aug 2024

https://github.com/keonlee9420/VAENAR-TTS

PyTorch Implementation of VAENAR-TTS: Variational Auto-Encoder based Non-AutoRegressive Text-to-Speech Synthesis.

duration glow neural-tts non-ar non-autoregressive pytorch self-attention speech-synthesis text-to-speech transforer tts unsupervised-duration unsupervised-learning vae

Last synced: 08 Aug 2024

https://github.com/chenqi1126/SIPE

[CVPR 2022] Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation

cvpr cvpr2022 pytorch semantic-segmentation weakly-supervised-segmentation

Last synced: 03 Aug 2024

https://github.com/oalieno/asm2vec-pytorch

Unofficial implementation of asm2vec using pytorch ( with GPU acceleration )

asm2vec gpu-acceleration machine-learning neural-language-processing python pytorch unofficial

Last synced: 03 Aug 2024

https://github.com/kabouzeid/point2vec

Self-Supervised Representation Learning on Point Clouds (GCPR 2023 | T4V Workshop @ CVPR 2023)

lightning machine-learning point-cloud pytorch self-supervised-learning transformer vision vision-transformer

Last synced: 31 Jul 2024

https://github.com/nolanzzz/mtmct

Design and Implementation of a Multi-Target Multi-Camera Tracking Solution

cuda deep-learning detection machine-learning opencv python pytorch reidentification research-project resnet tracking

Last synced: 31 Jul 2024

https://github.com/prajjwal1/fluence

A deep learning library based on Pytorch focussed on low resource language research and robustness

attention deep-learning nlp pytorch transformers

Last synced: 07 Aug 2024

https://github.com/jcwleo/mario_rl

a2c actor-critic curiosity-driven deep-learning icm ppo pytorch reinforcement-learning supermariobros

Last synced: 01 Aug 2024

https://github.com/janosh/tensorboard-reducer

Reduce multiple PyTorch TensorBoard runs to new event (or CSV) files.

averaging csv machine-learning pytorch reducer tensorboard tensorboard-pytorch tensorboard-reducer

Last synced: 05 Aug 2024

https://github.com/d-li14/regnet.pytorch

PyTorch-style and human-readable RegNet with a spectrum of pre-trained models

imagenet neural-architecture-search pretrained-models pytorch regnet resnext

Last synced: 03 Aug 2024

https://github.com/NikolasEnt/Lyft-Perception-Challenge

The 4th place and the fastest solution of the Lyft Perception Challenge (Image semantic segmentation with PyTorch)

computer-vision deep-learning linknet pytorch sdcnd self-driving-car semantic-segmentation

Last synced: 10 Aug 2024

https://github.com/yassersouri/pytorch-deep-sets

PyTorch re-implementation of parts of "Deep Sets" (NIPS 2017)

deep-learning machine-learning nips-2017 pytorch

Last synced: 31 Jul 2024

https://github.com/h3lio5/linguistic-style-transfer-pytorch

Implementation of "Disentangled Representation Learning for Non-Parallel Text Style Transfer(ACL 2019)" in Pytorch

acl adversarial-learning disentangled-representations disentanglement latent-representations natural-language-generation pytorch style-transfer text-style-transfer variational-autoencoder

Last synced: 07 Aug 2024

https://github.com/ibaiGorordo/Ultrafast-Lane-Detection-Inference-Pytorch-

Example scripts for the detection of lanes using the ultra fast lane detection model in Pytorch.

lane-detection lane-lines-detection lane-segmentation python pytorch self-driving-car

Last synced: 31 Jul 2024

https://github.com/kiudee/cs-ranking

Context-sensitive ranking and choice in Python with PyTorch

choice-model context-aware deep-learning discrete-choice learning-to-rank machine-learning neural-networks object-ranking pytorch ranking tensorflow

Last synced: 05 Aug 2024

https://github.com/Little-Podi/GRM

[CVPR'23] The official PyTorch implementation of our CVPR 2023 paper: "Generalized Relation Modeling for Transformer Tracking".

attention-mechanism cvpr2023 object-tracking pytorch single-object-tracking tracking vision-transformer visual-tracking

Last synced: 01 Aug 2024

https://github.com/polyaxon/polyaxon-examples

Code for tutorials and examples

deep-learning deeplearning horovod jupyter-notebook keras kubeflow kubernetes machine-learning mlops mpi mpijob mxnet nerual-network polyaxon pytorch pytorchjob scikit-learn tensorflow tfjob

Last synced: 05 Aug 2024

https://github.com/DensoITLab/TeachAugment

Official Implementation of TeachAugment: Data Augmentation Optimization Using Teacher Knowledge (CVPR2022, Oral)

classification cvpr2022 deeplearning pytorch

Last synced: 31 Jul 2024

https://github.com/KaiyangZhou/ssdg-benchmark

Benchmarks for semi-supervised domain generalization.

deep-learning domain-generalization neural-networks pytorch semi-supervised-learning

Last synced: 03 Aug 2024

https://github.com/ziplab/EcoFormer

[NeurIPS 2022 Spotlight] This is the official PyTorch implementation of "EcoFormer: Energy-Saving Attention with Linear Complexity"

classification efficient-transformers neurips-2022 pytorch vision-transformer

Last synced: 02 Aug 2024

https://github.com/H2SO4T/ARES

Black-box tool that uses Deep Reinforcement Learning to test and explore Android applications

android android-testing appium appium-android apple-silicon applesilicon black-box-testing deep-learning deep-reinforcement-learning pytorch reinforcement-learning

Last synced: 31 Jul 2024

https://github.com/shashankvkt/AlignMixup_CVPR22

Official Implementation of AlignMixup - CVPR 2022

alignment augmentation cvpr2022 deep-learning mixup optimal-transport pytorch

Last synced: 02 Aug 2024

https://github.com/leehanchung/cs182

Berkeley CS182/282A Designing, Visualizing and Understanding Deep Neural Networks

berkeley cnn cs182 cs231n cs231n-assignment natural-language-processing nlp pytorch reinforcement-learning tensorflow transformer

Last synced: 31 Jul 2024

https://github.com/matifali/dockerdl

Deep Learning Docker Image

cuda deep-learning docker jupyter numpy python pytorch tensorflow

Last synced: 31 Jul 2024

https://github.com/moskomule/pytorch.rl.learning

for learning reinforcement learning using PyTorch.

pytorch reinforcement-learning

Last synced: 03 Aug 2024

https://github.com/TissueImageAnalytics/cerberus

One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification

computational-pathology deep-learning multi-task-learning python pytorch

Last synced: 02 Aug 2024

https://github.com/yang-0201/YOLOv6_pro

Make it easier for yolov6 to change the network structure

detection pytorch yolo yolov5 yolov6

Last synced: 02 Aug 2024

https://github.com/kadirnar/yolov5-strongsort

Minimal PyTorch implementation of YOLOv5 and StrongSort

artificial-intelligence computer-vision deep-learning deep-sort object-detection object-tracker pytorch strongsort

Last synced: 02 Aug 2024

https://github.com/Fangyh09/Image2LMDB

Convert image folder to lmdb, adapted from Efficient-PyTorch

caffe caffe2 lmdb pytorch

Last synced: 03 Aug 2024

https://github.com/roysubhankar/dwt-domain-adaptation

Code for paper "Unsupervised Domain Adaptation using Feature-Whitening and Consensus Loss" (CVPR 2019)

cvpr2019 domain-adaptation pytorch whitening

Last synced: 03 Aug 2024

https://github.com/pytorch-labs/torchfix

TorchFix - a linter for PyTorch-using code with autofix support

flake8 flake8-plugin linter python pytorch static-analysis static-code-analysis

Last synced: 03 Aug 2024

https://github.com/saforem2/l2hmc-qcd

Application of the L2HMC algorithm to simulations in lattice QCD.

deep-learning deepspeed gauge-theory hamiltonian-monte-carlo hmc horovod hydra lattice lattice-qcd machine-learning mcmc monte-carlo pytorch tensorflow

Last synced: 31 Jul 2024

https://github.com/LaihoE/did-it-spill

Check if you have training samples in your test set

computer-vision data-science deep-learning pytorch semantic-similarity time-series

Last synced: 02 Aug 2024

https://github.com/sony/DiffRoll

PyTorch implementation of DiffRoll, a diffusion-based generative automatic music transcription (AMT) model

automatic-music-transcription deep-generative-model diffusion generative-model inpainting machine-learning music-generation pytorch

Last synced: 31 Jul 2024

https://github.com/XuyangBai/KPConv.pytorch

PyTorch reimplementation for "KPConv: Flexible and Deformable Convolution for Point Clouds" https://arxiv.org/abs/1904.08889

3d-point-clouds geometric-deep-learning kpconv pytorch

Last synced: 31 Jul 2024

https://github.com/rahulunair/stable_diffusion_arc

Stable Difussion inference on Intel Arc dGPUs

intel intel-arc intel-gpu-max intelgpu ipex itex pytorch stable-diffusion stable-diffusion-api tensorflow

Last synced: 01 Aug 2024

https://github.com/gugarosa/learnergy

💡 Learnergy is a Python library for energy-based machine learning models.

dbn energy machine-learning python pytorch rbm

Last synced: 05 Aug 2024

https://github.com/gatheluck/FourierHeatmap

Unofficial pytorch implementation of Fourier Heat Map proposed in 'A Fourier Perspective on Model Robustness in Computer Vision' [Yin+, NeurIPS2019]

fourier-analysis heatmap pytorch robustness

Last synced: 03 Aug 2024