Satoshi Nagayasu · @snaga
27 followers · 322 posts · Server mstdn.social
Learning LightGBM for the first time.
#lightgbm #analytics #MachineLearning
Markus Lauber · @markks
64 followers · 97 posts · Server det.socialMachine Learning with #XGBoost or #LightGBM gets better with #hyperparameter optimisation and a tool like #Optuna is there to help. Also, you can integrate the results with #KNIME - a walkthrough with some code (https://medium.com/p/dcf0efdc8ddf)
#xgboost #lightgbm #hyperparameter #optuna #KNIME
Markus Lauber · @markks
64 followers · 114 posts · Server det.social#LightGBM is a powerful #machinelearning tool. If you combine it with the #lowcode data science platform #knime and some hyper-parameter tuning it is even better. You can read my new medium blog about how to do that. You can download the code and workflow and try it for yourself. I also employed some #chatgpt along the way - for the fun of it 😀
https://medium.com/@mlxl/hyperparameter-optimization-for-lightgbm-wrapped-in-knime-nodes-ddb7ae1d7e2
#lightgbm #machinelearning #LowCode #KNIME #chatgpt
Marcin Paprzycki · @marcinpaprzycki
6 followers · 83 posts · Server masto.aiPresenting results from the #LightGBM method on the forwarding contracts pricing FedCSIS 2022 challenge in: “Using gradient boosting trees to predict the costs of #forwardingcontracts” by S. Pioroński, T. Górecki. @FedCSIS
2022, ACSIS Vol. 30 p. 421–424; http://tinyurl.com/bdfwnnn9
#lightgbm #forwardingcontracts
mariofilho · @mariofilho
10 followers · 2 posts · Server mastodon.socialYou can get to 95% of the performance of a huge ensemble in a tabular dataset by simply running bayesian optimization with 30 steps with a GBM-like model
Set the maximum number of trees you can
Optimize learning rate, max depth, subsample, colsample and minimum samples per leaf
#machinelearning #datascience #kaggle #xgboost #lightgbm
Carl Gold, PhD · @carl24k
43 followers · 10 posts · Server sigmoid.social#MachineLearning lesson of the day: Working with a #gradientboosting model, I got no traction cross-validating hyperparameters like tree depth and number; but different evaluation metrics (e.g. SMSE vs. MAE etc.) had a major impact. Have you tried this?
IMHO #DNN get all the press because they do sexy human jobs like seeing and processing language. But in the business world of tabular data, #gradientboosting is where the real revolution is happening! #xgboost #catboost #lightgbm #DataScience
#machinelearning #gradientboosting #dnn #xgboost #catboost #lightgbm #DataScience
Lubomír Šerý · @gugatr0n1c
8 followers · 7 posts · Server mastodonczech.czHello here, my hashtags... #czech #ai #machinelearning #betting #julialang #datascience #sázení #tipsport #lightgbm #xgboost #fluxai #evotrees #ux #politika #nba #sparta #arsenal #fotbal #soccer #football #business #bitcoin #crypto #monero #barca #jupyter #python #quant #lightningnetwork ...
#czech #ai #machinelearning #betting #julialang #datascience #sazeni #tipsport #lightgbm #xgboost #fluxai #evotrees #UX #politika #nba #sparta #arsenal #fotbal #soccer #football #business #bitcoin #crypto #monero #barca #jupyter #Python #quant #lightningnetwork