Machine learning
Machine learning is the practice of teaching a computer to learn. The concept uses pattern recognition, as well as other forms of predictive algorithms, to make judgments on incoming data. This field is closely related to artificial intelligence and computational statistics.
- GitHub: https://github.com/topics/machine-learning
- Wikipedia: https://en.wikipedia.org/wiki/Machine_learning
- Aliases: machine-learning-algorithms, machine-learning-library, machine-learning-application, machine-learning-models, machinelearning, ml,
- Last updated: 2026-07-23 00:18:04 UTC
- JSON Representation
https://github.com/mlr-org/mlr3-learndrake
Template for using mlr3 with drake
drake machine-learning mlr3 r reproducibility workflow
Last synced: 15 Mar 2025
https://github.com/proycon/python-timbl
python-timbl, originally developed by Sander Canisius, is a Python extension module wrapping the full TiMBL C++ programming interface. With this module, all functionality exposed through the C++ interface is also available to Python scripts. Being able to access the API from Python greatly facilitates prototyping TiMBL-based applications.
k-nearest-neighbours knn machine-learning python timbl
Last synced: 15 Apr 2025
https://github.com/bsc-quantic/tn4ml
Tensor Networks for Machine Learning
flax jax machine-learning matrix-product-states optax python python3 quimb tensor-network tensor-networks
Last synced: 04 Jan 2026
https://github.com/simbafl/interview-notes
Python随笔
data-science hadoop hive machine-learning python spark
Last synced: 08 Apr 2025
https://github.com/snap-research/stable-flow
Official implementation for "Stable Flow: Vital Layers for Training-Free Image Editing"
deep-learning diffusion-models flow-models generative-ai image-editing machine-learning text-to-image
Last synced: 15 May 2025
https://github.com/mikerah/fakedatagenerator
csv dataset django-framework django-web machine-learning testing-tools
Last synced: 10 Mar 2026
https://github.com/sjenni/LearningToSpotArtifacts
Self-Supervised Feature Learning by Learning to Spot Artifacts. In CVPR, 2018.
alexnet classification compter-vision deep-learning feature-learning machine-learning self-supervised-learning stl-10 tensorflow unsupervised-learning
Last synced: 16 Nov 2025
https://github.com/korenyoni/opus-api
OPUS (opus.nlpl.eu) Python3 API
api corpora corporate corpus language-model machine-learning opus parallel-corpora parallel-corpus python
Last synced: 15 Apr 2025
https://github.com/hemangjoshi37a/personalgoalassistant
AI-driven Personal Goal Assistant: Reinforcement learning-powered software mimics user behavior, interacts with computer inputs, and autonomously achieves goals in finance, social networking, and productivity. Open-source, Python-based RL agent.
ai automation autonomous-agents computer-vision data-preprocessing deep-learning finance goal-setting machine-learning mimic natural-language-processing open-source personal-goals productivity python reinforcement-learning social-media user-data
Last synced: 12 Aug 2025
https://github.com/waikato-datamining/adams-base
Base modules for ADAMS, the Advanced Data Mining and Machine Learning System.
java machine-learning maven workflow-engine
Last synced: 30 Apr 2025
https://github.com/lettier/interactive-simple-linear-regression
A PureScript, browser-based implementation of simple linear regression.
ai artificial-intelligence data-science frontend functional functional-programming gradient-descent halogen linear-regression machine-learning machine-learning-algorithms nueral-networks press-statistic purescript purescript-halogen regression statistics web-development
Last synced: 03 Feb 2026
https://github.com/xyjigsaw/machine-learning-navigation
🎲OmegaXYZ.com机器学习的文章目录
artificial-intelligence machine-learning
Last synced: 14 Apr 2025
https://github.com/mathspp/nnfwp
Neural Networks Fundamentals with Python – implementing neural networks from scratch
deep-learning machine-learning machine-learning-tutorials neural-network neural-networks neural-networks-from-scratch python python3
Last synced: 06 Apr 2025
https://github.com/cblearn/cblearn
Comparison-based Machine Learning in Python
embedding machine-learning machinelearning multidimensional multidimensional-scaling non-metric ordinal scaling scikit-learn
Last synced: 27 Jul 2025
https://github.com/dagshub/3d-model-datasets
Open-source 3D Model datasets
codepeak codepeak2022 data-science dataset dvc hacktoberfest hacktoberfest-2022 hacktoberfest-2023 hacktoberfest2022 hacktoberfest22 machine-learning
Last synced: 02 Jan 2026
https://github.com/hi-paris/xper
A methodology designed to measure the contribution of the features to the predictive performance of any econometric or machine learning model.
explainability interpretability machine-learning performance-metrics shap shapley-value
Last synced: 09 Apr 2026
https://github.com/boyanangelov/sdmbench
Benchmarking Species Distribution Models
benchmarking ecology machine-learning r sdm
Last synced: 14 Mar 2025
https://github.com/bcbi/predictmd.jl
Uniform interface for machine learning in Julia
framework interface julia learning machine machine-learning pipeline workflow
Last synced: 03 Aug 2025
https://github.com/livelace/opennlp-models
OpenNLP models for Russian language based on news feeds.
machine-learning news opennlp opennlp-models russian-language
Last synced: 09 Aug 2025
https://github.com/bsamseth/tictacnet
Solving Tic-Tac-Toe with Neural Networks.
ai board-game keras machine-learning neural-network tensorflow tic-tac-toe tictactoe
Last synced: 11 Mar 2026
https://github.com/knorth55/chainer-light-head-rcnn
[This project has moved to ChainerCV] Chainer Implementation of Light Head RCNN
chainer chainercv computer-vision deep-learning machine-learning object-detection python
Last synced: 28 Oct 2025
https://github.com/barisyazici/tum_masters_thesis
Master's thesis in Computer Science at Technical University of Munich. Written in latex.
deep-learning latex machine-learning thesis
Last synced: 09 Apr 2025
https://github.com/ultralytics/wave
WAveform Vector Exploitation (WAVE): Machine Learning for particle physics detectors.
deep-neural-networks machine-learning physics-analysis scintillation sipm time-of-flight
Last synced: 25 Apr 2025
https://github.com/anushka23g/parkinson-disease-classification
A Machine Learning Approach for the Diagnosis of Parkinson's Disease via Speech Analysis
dataset diagnosis machine-learning parkinson-disease voice
Last synced: 05 Jul 2025
https://github.com/devinterview-io/recommendation-systems-interview-questions
🟣 Recommendation Systems interview questions and answers to help you prepare for your next machine learning and data science interview in 2024.
ai-interview-questions coding-interview-questions coding-interviews data-science data-science-interview data-science-interview-questions data-scientist-interview interview-practice interview-preparation machine-learning machine-learning-and-data-science machine-learning-interview machine-learning-interview-questions recommendation-systems recommendation-systems-interview-questions recommendation-systems-questions recommendation-systems-tech-interview software-engineer-interview technical-interview-questions
Last synced: 08 Jan 2026
https://github.com/chenglongchen/long-capital
Quant Trading with Microsoft Qlib (https://github.com/microsoft/qlib)
algorithmic-trading deep-learning finance fintech investment machine-learning python qlib qlib-tutorial quant quant-trading quantitative-finance quantitative-trading reinforcement-learning rl stock-trading
Last synced: 08 Oct 2025
https://github.com/ceteri/nbtransom
Machines and people collaborating together through Jupyter notebooks.
active-learning collaborative-documents human-in-the-loop jupyter-notebook machine-learning pipelines python
Last synced: 23 Apr 2025
https://github.com/sinanuozdemir/oreilly-bert-hands-on-nlp
This repository contains code for the O'Reilly Live Online Training for Hands on Transfer Learning with BERT
artificial-intelligence bert deep-learning machine-learning nlp transfer-learning
Last synced: 24 Apr 2025
https://github.com/brakmic/data-science-for-losers
:chart_with_upwards_trend: Articles on Data Science, Jupyter, and Pandas
data-science jupyter machine-learning python
Last synced: 23 Apr 2025
https://github.com/getindata/quickstart-ml-blueprints
Data science project development best practices and state of the art open-source tooling forged into a set of solved ML use cases to serve as blueprints for efficient prototyping.
Last synced: 09 Apr 2025
https://github.com/nitrictech/python-sdk
Python SDK for Nitric
ai cloud machine-learning nitric python sdk serverless
Last synced: 20 Aug 2025
https://github.com/drscotthawley/vibrary
Vibrary is a GUI client for a user-trainable neural network tool to help producers find audio files on their hard drives
audio cplusplus gui juce machine-learning python
Last synced: 24 Apr 2025
https://github.com/picterra/picterra-python
Picterra Python API Client
data-science earth-observation geospatial-analysis geospatial-intelligence machine-learning
Last synced: 14 Jan 2026
https://github.com/vidursatija/tf-hack2.0
⚡#PoweredByTF 2.0 Challenge! [ /w @inishchith ]
cv green-app hackathon javascript machine-learning python python3 tensorflow
Last synced: 02 Sep 2025
https://github.com/google-research/active-adversarial-tests
Official implementation of the paper "Increasing Confidence in Adversarial Robustness Evaluations"
adversarial-attacks adversarial-examples machine-learning machinelearning robustness
Last synced: 24 Apr 2025
https://github.com/krother/generative_art
Generating Art with Python and Numpy
art machine-learning numpy python
Last synced: 09 Apr 2025
https://github.com/devinterview-io/probability-interview-questions
🟣 Probability interview questions and answers to help you prepare for your next machine learning and data science interview in 2025.
ai-interview-questions coding-interview-questions coding-interviews data-science data-science-interview data-science-interview-questions data-scientist-interview interview-practice interview-preparation machine-learning machine-learning-and-data-science machine-learning-interview machine-learning-interview-questions probability probability-interview-questions probability-questions probability-tech-interview software-engineer-interview technical-interview-questions
Last synced: 12 Feb 2026
https://github.com/mlr-org/mlr3hyperband
Successive Halving and Hyperband in the mlr3 ecosystem
automl bbotk hyperband hyperparameter-tuning machine-learning mlr3 optimization r tune tuning
Last synced: 07 Mar 2026
https://github.com/tdspora/syngen
Open-source version of the TDspora synthetic data generation algorithm.
generation machine-learning synthetic-data tabular-data
Last synced: 09 Jun 2026
https://github.com/MeiFagundes/PolarisAI
Personal Assistant Engine built with ML.NET.
asp-net-core dotnet machine-learning ml-net mlnet natural-language-processing nlp personal-assistant personal-assistant-engine rest-api
Last synced: 29 Apr 2025
https://github.com/jalajthanaki/cheat_sheets_of_python_libraries
This repository contains the bunch of cheat sheets of diffenrent python libraries which are used in order to develop data science application.
cheat-sheets datascience deep-learning machine-learning python
Last synced: 14 May 2025
https://github.com/lemurpwned/video-sampler
Effective frame sampling for ML applications.
data-mining frame-selection machine-learning sampling video-processing video-sampling
Last synced: 13 Apr 2025
https://github.com/mlengineershub/lazyteacher
End-To-End Machine Learning Project for Automatic Grades for Student Essays
api-server css deep-learning deployment eda end-to-end endpoint fastapi html huggingface javascript machine-learning python statistical-analysis transformers
Last synced: 19 Jul 2025
https://github.com/gsurma/twitter_data_parser
Python scripts that download metadata and tweets for given users.
data machine-learning parser python python2 twitter twitter-api
Last synced: 20 Jul 2025
https://github.com/dunnkers/fseval
Benchmarking framework for Feature Selection and Feature Ranking algorithms 🚀
automl benchmarking benchmarking-framework benchmarks feature-rankers feature-ranking feature-selection hydra machine-learning python scikit-learn wandb
Last synced: 13 Apr 2025
https://github.com/sap-samples/cross-language-detection-artifacts
This repository complements our paper by offering the training dataset, the best-performing models utilized in our real-world experiment, the list of identified malicious packages, and the scripts necessary to replicate and verify our results.
machine-learning open-source sample sample-code security
Last synced: 13 Apr 2025
https://github.com/kachayev/dataclasses-tensor
Easily serialize dataclasses to and from tensors (PyTorch, NumPy)
ai machine-learning numpy pytorch tensor
Last synced: 12 Apr 2025
https://github.com/shivamrai15/safari
Music streaming application using nextjs
albums artists machine-learning mongodb music-streaming next-auth nextjs playlists prisma prisma-orm queue react-query reactjs safari seo-optimization stripe swr swr-hooks vector-search zustand
Last synced: 21 Mar 2025
https://github.com/scrn-vrc/point-pillars-in-unitycg
Implementation of PointPillars paper in Unity for VRChat
machine-learning point-cloud pointpillars shaders unity3d vrchat
Last synced: 07 Mar 2026
https://github.com/AnthonyMRios/adversarial-relation-classification
Unsupervised domain adaptation method for relation extraction
bioinformatics biomedical-data-science machine-learning natural-language-processing nlp nlp-machine-learning relation-extraction
Last synced: 09 May 2025
https://github.com/raamana/missingdata
missing data handing: visualize and impute
biostatistics data-science dirty-data epidemiology imputation machine-learning missing-data missing-values neuroscience visualization
Last synced: 13 Apr 2025
https://github.com/msesia/conditional-conformal-pvalues
Conditional calibration of conformal p-values for outlier detection.
conformal-prediction false-discovery-rate machine-learning outlier-detection statistics
Last synced: 30 Oct 2025
https://github.com/amzn/rheoceros
Cloud-based AI / ML workflow and data application development framework
ai aws aws-emr aws-glue aws-lambda bring-your-own-account cloud data-science event-based feature-engineering flow low-code-framework machine-learning pyspark sagemaker-notebook sagemaker-notebook-instance scala-spark serverless spark
Last synced: 13 Jul 2025
https://github.com/grtlr/uapca
Uncertainty-aware principal component analysis.
dimensionality-reduction hacktoberfest machine-learning uncertainty visualization
Last synced: 20 Jun 2025
https://github.com/cea-list/rpcdataloader
A variant of the PyTorch Dataloader using remote workers.
data-science dataloader distributed-computing hpc machine-learning preprocessing pytorch slurm
Last synced: 21 Jun 2025
https://github.com/adamjstewart/crop_yield_prediction
:corn: Machine learning model for crop yield prediction
crop-model deep-learning machine-learning neural-network
Last synced: 07 May 2025
https://github.com/vvizardev/pumpfun-ai-comment-bot
pumpfun-ai-comment-bot : this comment bot generates ai comments based on user input ( clue: solana ai comment pumpfun bot agent ) solana ai agent
ai bot comment machine-learning pumpfun solana
Last synced: 13 Apr 2025
https://github.com/zongxr/dcic2024-offshore-wind-power
本赛题要求选手基于风力海况气象数据、风机性能数据等,针对复杂多变气象和海况条件的深度耦合影响,提出海上风电出力预测模型,提升模型精度以及在工程应用中的可信度,为大规模风电接入下的能源安全可靠运行提供保障。A榜得分0.06490342,排名83;B榜得分0.06745705,排名55
lightgbm machine-learning sklearn time-series
Last synced: 09 May 2025
https://github.com/intuit/foremast-brain
Foremast-brain is a component of Foremast project.
application-monitoring deep-learning distributed-systems machine-learning near-real-time shared-nothing statistics system-monitoring
Last synced: 21 Jun 2025
https://github.com/burhan-q/ultralytics-snippets
Ultralytics VSCode snippets plugin to provide quick examples and templates of boilerplate code to accelerate your code development and learning.
code-snippets deep-learning developer-tools machine-learning neural-networks object-detection python sam2 segmentation snippets ultralytics vscode vscode-extension yolo yolo11 yolov10 yolov8 yolov9
Last synced: 12 Jun 2025
https://github.com/imetomi/tiny-ann
Neural Network library in C
ann c-language data-science deep-learning deep-neural-networks library machine-learning network neural neural-network
Last synced: 14 Jul 2025
https://github.com/nazanin1369/datamining-knn
Implement KNN classification algorithm in Python
knn-classification machine-learning
Last synced: 23 Mar 2025
https://github.com/motapinto/football-classification-predications
Supervised Learning Models used to predict outcomes of football matches
artificial-intelligence decision-tree deep-neural-network gradient-boosting k-nearest-neighbours machine-learning naive-bayes neural-network supervised-learning support-vector-machine
Last synced: 14 Apr 2025
https://github.com/vishal-v/gsoc-tensorflow-2019
Google Summer of Code 2019 with TensorFlow: Final Work Product
deep-learning google-summer-of-code gsoc-2019 machine-learning stackgan tensorflow tensorflow-models tensorflow2 tinyimagenet
Last synced: 06 May 2025
https://github.com/tushartushar/ml4sca
Machine Learning for Source Code Analysis
literature-review machine-learning ml4se software-engineering survey
Last synced: 11 Apr 2026
https://jinglescode.github.io/reinforcement-learning-tic-tac-toe/
A reinforcement learning algorithm for agents to learn the tic-tac-toe, using the value function.
javascript machine-learning reinforcement-learning
Last synced: 14 Mar 2025
https://github.com/h2oai/mlops-dai-runtimes
Production ready templates for deploying Driverless AI (DAI) scorers. https://h2oai.github.io/dai-deployment-templates/
h2o h2oai machine-learning model-deployment model-server model-serving mojo
Last synced: 07 Apr 2025
https://github.com/pourmand1376/PersianCrawler
Open source crawler for Persian websites.
crawler machine-learning news python scrapy tasnim text-classification
Last synced: 09 Jul 2025
https://github.com/drchainsaw/naivenaslib.jl
Relentless mutation!!
architecture-search deep-learning hyperparameter-optimization machine-learning morphisms mutation neural-networks transfer-learning
Last synced: 14 Mar 2025
https://github.com/thomasathorne/clj-stan
A library to interface with STAN.
bayesian-inference machine-learning stan
Last synced: 21 Feb 2026
https://github.com/ntia/alignnet
Train no-reference speech quality estimators with multiple datasets via learned, per-dataset alignments.
corpus-effect listening-experiment machine-learning no-reference-audio-quality-assessment speech-quality speech-quality-evaluation subjective-tests
Last synced: 01 Sep 2025
https://github.com/jinglescode/reinforcement-learning-tic-tac-toe
A reinforcement learning algorithm for agents to learn the tic-tac-toe, using the value function.
javascript machine-learning reinforcement-learning
Last synced: 15 Apr 2025
https://github.com/tailhq/plasmaml
Machine Learning tools for Space Weather and Plasma Physics
machine-learning plasma-physics scala space-physics space-weather
Last synced: 15 Oct 2025
https://github.com/voxel51/reconstruction-error-ratios
Estimate dataset difficulty and detect label mistakes using reconstruction error ratios!
annotation clip-model computer-vision data-centric-ai machine-learning python umap
Last synced: 16 Mar 2026
https://github.com/fzyzcjy/ai_math_paper_list
AI for Mathematics Paper List
deep-learning machine-learning mathematics paper-list
Last synced: 13 Feb 2026
https://github.com/ryandsilva/nn-from-scratch
:star: Implementation of Neural Networks from Scratch Using Python & Numpy :star:
deep-learning hacktoberfest machine-learning neural-network numpy python
Last synced: 17 Mar 2026
https://github.com/ondrejbiza/bandits
Comparison of bandit algorithms from the Reinforcement Learning bible.
machine-learning reinforcement-learning reinforcement-learning-agent reinforcement-learning-algorithms sutton-book
Last synced: 25 Oct 2025
https://github.com/joylarkin/my-ai-resource-list
A useful opinionated repository of Artificial Intelligence ecosystem resources - AI event calendars, papers, books, articles, videos, AI leaderboards, and much more.
agi ai ai-2025 ai-ecosystem ai-leaderboards ai-list ai-resources ai-tools api artificial-intelligence asi awesome-ai cerebral-valley documentation machine-learning ml prompts sdk
Last synced: 20 Feb 2026
https://github.com/podgorskiy/stylegan
Unofficial Pytorch implementation of Style GAN paper
adversarial-networks computer-vision deep-learning gan generative-adversarial-network machine-learning pytorch style-gan
Last synced: 02 Mar 2026
https://github.com/sandialabs/pyriid
ML-based radioisotope identification and estimation from gamma spectra in Python.
gamma-spectra machine-learning neural-networks python radiation radiation-sensor radioisotope-identification scr-2618 snl-applications snl-data-analysis snl-science-libs snl-visualization tensorflow2
Last synced: 02 May 2025
https://github.com/sql-hkr/syna
Syna is a lightweight machine learning framework inspired by DeZero.
framework machine-learning reinforcement-learning
Last synced: 14 May 2026
https://github.com/justinjjlee/nhl-analytics
Data science analyses delving into National Hockey League (NHL) ice hockey statistics
bayesian-inference bayesian-optimization hidden-markov-model julia julia-language machine-learning nhl nhl-data python sports sports-analytics sports-stats time-series visualization
Last synced: 05 May 2025
https://github.com/ae-bii/neural-geometry
Latent Space Geometry for Neural Networks in Python
deep-learning machine-learning manifold-optimization neural-network python
Last synced: 14 Dec 2025
https://github.com/vida-nyu/pycalibrate
pycalibrate is a Python library to visually analyze model calibration in Jupyter Notebooks
calibration machine-learning model-analysis model-calibration
Last synced: 11 Sep 2025
https://github.com/bgu-cs-vil/pdc-dp-means
"Revisiting DP-Means: Fast Scalable Algorithms via Parallelism and Delayed Cluster Creation" [Dinari and Freifeld, UAI 2022]
clustering dpmeans kmeans machine-learning minibatch scikit-learn
Last synced: 10 Apr 2025
https://github.com/kulbachcedric/evoautoml
automl data-science incremental-learning machine-learning online-learning python
Last synced: 27 Oct 2025
https://github.com/codait/pardata
artificial-intelligence data-science dataset machine-learning python
Last synced: 14 Dec 2025
https://github.com/progamergov/pytorch-convis
A tool to visualize convolutional layer activations on an input image.
cnn convis heatmap machine-learning network-in-network neural-style-pt nin pytorch vgg vision visualisation visualization
Last synced: 19 Mar 2025
https://github.com/nhatsmrt/nn-toolbox
A toolbox of commonly used deep learning components, procedures and applications
data-science deep-learning machine-learning neural-networks python pytorch
Last synced: 10 Apr 2025
https://github.com/adilzouitine/outfit
:dress: Tidy up your machine learning experiments
Last synced: 11 Apr 2025
https://github.com/mainakrepositor/breast-cancer-detector
Detect Breast Cancer using ANN and Random Forest
ann breast-cancer-detection data-science machine-learning project python random-forest streamlit
Last synced: 02 May 2025
https://github.com/fablabbcn/smartcitizen-data
A python package for analyzing environmental sensor's data
air-quality data-analysis data-science environmental-monitoring low-cost-sensor machine-learning python sensor-data sensors smartcitizen
Last synced: 13 Jun 2026
https://github.com/francescosaveriozuppichini/non-max-suppression-in-pytorch
How to implement Non Max Suppression (NMS) in PyTorch
data-science machine-learning programming pytorch-implementation
Last synced: 04 Aug 2025
https://github.com/dlmacedo/robust-deep-learning
A project to train your model from scratch or fine-tune a pretrained model using the losses provided in this library to improve out-of-distribution detection and uncertainty estimation performances. Calibrate your model to produce enhanced uncertainty estimations. Detect out-of-distribution data using the defined score type and threshold.
anomaly-detection classification deep-learning deep-neural-networks machine-learning novelty-detection ood-detection open-set open-set-recognition out-of-distribution out-of-distribution-detection pytorch robust-deep-learning robust-machine-learning trustworthy-ai trustworthy-machine-learning uncertainty-calibration uncertainty-estimation uncertainty-neural-networks
Last synced: 08 Oct 2025
https://github.com/elenamer/ecg_classification_dl
ECGDL: A framework for comparative study of databases and computational methods for arrhythmia detection from single-lead ECG
arrhythmia-classification ecg machine-learning
Last synced: 09 Aug 2025
https://github.com/IBM/MAX-Review-Text-Generator
Generate English-language text similar to the text in the Yelp® review data set.
docker-image keras machine-learning machine-learning-models
Last synced: 13 May 2025
https://github.com/cschoeller/pycandle
Lightweight library for executing PyTorch experiments without boilerplate code.
deep-learning machine-learning neural-networks python pytorch
Last synced: 09 Apr 2026
https://github.com/marketcalls/openadvisor
Self Hostable - Personal Machine Learning Based Stock Recommendation Platform
catboost daisyui flask investment-analysis machine-learning python sqlite stock-price-prediction tailwindcss tradingview
Last synced: 13 Aug 2025
https://github.com/smarttensors/nmfk.jl
Nonnegative Matrix Factorization + k-means clustering and physics constraints for Unsupervised and Physics-Informed Machine Learning
blind-source-separation feature-extraction julia machine-learning physics-informed-learning scientific-computing scientific-machine-learning source-identification unsupervised-machine-learning
Last synced: 18 Feb 2026