EpistasisLab/tpot

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A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

Stars: 10.1k
Forks: 1.6k
Open beginner issues: 0
Indexed issues: 298

Dominant language: Jupyter Notebook
License: LGPL-3.0
Last GitHub push: Sep 11, 2025
Latest indexed: Sep 15, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: No beginner labels indexed
PR merge metrics: No merged PRs in 30d

Open All

298 open issues indexed

Smart seeding of TPOT populations? Open

enhancement need contributor

EpistasisLab/tpot#59 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Is an arbitrary pipeline structure useful? Open

question

EpistasisLab/tpot#104 · 18 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Is creating an ensemble out of the TPOT population useful? Open

enhancement question

EpistasisLab/tpot#105 · 17 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Compare general outputs with the scikit-learn machine_learning_map? Open

enhancement need contributor

EpistasisLab/tpot#139 · 1 comment · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Exporting pipelines to PMML/PFA Open

question

EpistasisLab/tpot#152 · 44 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Parameterize TPOT's GP operations: initialization, selection, mutation, and crossover Open

enhancement need contributor

EpistasisLab/tpot#171 · 13 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Extending TPOT to unsupervised clustering Open

enhancement need contributor

EpistasisLab/tpot#195 · 9 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Extended Multi-label Classification Support Open

enhancement need contributor

EpistasisLab/tpot#196 · 2 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Documentation - TPOT vs sklearn - coverage Open

enhancement need contributor

EpistasisLab/tpot#204 · 6 comments · 4 reactions · 0 assignees · Indexed Sep 15, 2026
Regularization in TPOT Open

enhancement need contributor

EpistasisLab/tpot#207 · 11 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add support for Neural Networks Open

question

EpistasisLab/tpot#265 · 7 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
ENH: Export PEP8-formatted code Open

enhancement need contributor

EpistasisLab/tpot#282 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
New Feature : add Prelist of pipelines Open

being worked on enhancement

EpistasisLab/tpot#296 · 6 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Look into adding non-linear dimensionality reduction preprocessors Open

enhancement need contributor

EpistasisLab/tpot#298 · 3 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Parallelization with python dask and dask-learn. Proposal. Open

enhancement need contributor

EpistasisLab/tpot#304 · 24 comments · 4 reactions · 0 assignees · Indexed Sep 15, 2026
Record the progress and auto disable the obviously slow candidate(never use in future trainning) Open

enhancement need contributor

EpistasisLab/tpot#328 · 3 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
Performance comparison: Genetic programming vs Bayesian Optimization Open

question

EpistasisLab/tpot#335 · 32 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
Workflow to visualize Tpot results Open

question

EpistasisLab/tpot#337 · 21 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Encourage diversity in the TPOT population with a diversity Pareto axis Open

enhancement need contributor

EpistasisLab/tpot#387 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
For tree-based methods, use min_impurity_split instead of min_samples_*? Open

being worked on enhancement

EpistasisLab/tpot#394 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
XGBoost parameter error (colsample_bytree=1) Open

question

EpistasisLab/tpot#449 · 12 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Porting TPOT over to TensorFlow? Open

enhancement need contributor

EpistasisLab/tpot#452 · 18 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
TPOTEnsemble idea Open

enhancement need contributor

EpistasisLab/tpot#479 · 9 comments · 4 reactions · 0 assignees · Indexed Sep 15, 2026
Allow TPOT to run for the shortest (or longest) between generations and max_time_mins Open

enhancement need contributor

EpistasisLab/tpot#504 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add a built-in configuration dictionary for machine learning with text data Open

enhancement need contributor

EpistasisLab/tpot#507 · 21 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
max_eval_time_mins parameter doesn't stop a long-running eval Open

being worked on bug

EpistasisLab/tpot#508 · 16 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Make TPOT Robust for Noisy Datasets Open

question

EpistasisLab/tpot#514 · 13 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Define TPOT pipelines with a configurable grammar Open

enhancement

EpistasisLab/tpot#523 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SelectFromModel Open

question

EpistasisLab/tpot#543 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Imbalanced Learn? Open

question

EpistasisLab/tpot#547 · 10 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Refine computationally expensive unit tests Open

enhancement need contributor

EpistasisLab/tpot#596 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Keras built Networks Open

question

EpistasisLab/tpot#602 · 6 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
Error thrown when pickling TPOTClassifier object Open

need contributor question

EpistasisLab/tpot#608 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Have TPOT explain why it selected a particular pipeline Open

enhancement need contributor

EpistasisLab/tpot#629 · 0 comments · 8 reactions · 0 assignees · Indexed Sep 15, 2026
[Discussion] How to integrate Layered TPOT Open

enhancement

EpistasisLab/tpot#632 · 10 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Is possible to have access to the features used in generations after selection, preprocessing and construction? Open

enhancement question

EpistasisLab/tpot#640 · 8 comments · 3 reactions · 0 assignees · Indexed Sep 15, 2026
tpot freezing jupyter notebook Open

question

EpistasisLab/tpot#645 · 17 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
TPOTClassifier.score() doesn't return the same value as TPOTClassifier.fitted_pipeline.score()? Open

question

EpistasisLab/tpot#650 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Is it possible to save the state of the generations for later refinement? Open

enhancement need contributor question

EpistasisLab/tpot#658 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Smart handeling of pipeline timeouts Open

enhancement

EpistasisLab/tpot#660 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Custom scoring function and forkserver Open

question

EpistasisLab/tpot#664 · 9 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add Callbacks for logging and/or performing custom operations after every generation Open

enhancement

EpistasisLab/tpot#678 · 4 comments · 6 reactions · 0 assignees · Indexed Sep 15, 2026
Questions about the StackingEstimator Open

question

EpistasisLab/tpot#690 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
My Tpot give me nested model as follows, could you tell me how to use the model? or give me an example Open

question

EpistasisLab/tpot#695 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Feature Selection using TPOT. Open

question

EpistasisLab/tpot#706 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Feature selection using TPOT - implement a subset selector? Open

enhancement

EpistasisLab/tpot#712 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Improving the User Guide Open

easy enhancement need contributor

EpistasisLab/tpot#729 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add UMAP to default TPOT config? Open

enhancement

EpistasisLab/tpot#731 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
TPOTClassifier training causes Jupyter kernel to die and segmentation fault when running from script. Open

question

EpistasisLab/tpot#745 · 13 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Process finished with exit code 139 (interrupted by signal 11: SIGSEGV) Open

question

EpistasisLab/tpot#762 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

EpistasisLab/tpot

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