An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "hyperparameter-tuning" keyword

View the packages on the pypi.org package registry that are tagged with the "hyperparameter-tuning" keyword.

tabular-ml-toolkit 0.0.35
A helper library to jumpstart your machine learning project based on tabular or structured data.
35 versions - Latest release: over 3 years ago - 1 dependent repositories - 1.22 thousand downloads last month - 1 stars on GitHub - 1 maintainer
Top 1.5% on pypi.org
smac 2.3.1 💰
SMAC3, a Python implementation of 'Sequential Model-based Algorithm Configuration'.
51 versions - Latest release: about 1 month ago - 16 dependent packages - 129 dependent repositories - 20.8 thousand downloads last month - 1,081 stars on GitHub - 11 maintainers
google-vizier-dev 0.1.24.dev20250415203446
Open Source Vizier: Distributed service framework for blackbox optimization and research.
143 versions - Latest release: 5 days ago - 5.87 thousand downloads last month - 1,466 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
google-vizier 0.1.24
Open Source Vizier: Distributed service framework for blackbox optimization and research.
46 versions - Latest release: 3 months ago - 4 dependent packages - 2 dependent repositories - 33 thousand downloads last month - 1,466 stars on GitHub - 1 maintainer
Top 0.4% on pypi.org
scikit-optimize 0.10.2
Sequential model-based optimization toolbox.
23 versions - Latest release: 11 months ago - 126 dependent packages - 1,192 dependent repositories - 775 thousand downloads last month - 13 stars on GitHub - 2 maintainers
df-autosk 0.0.4 💰
A CascadeForestClassifier extension of AutoSklearn classifier
4 versions - Latest release: over 1 year ago - 206 downloads last month - 7,803 stars on GitHub - 1 maintainer
Top 4.1% on pypi.org
skypilot 0.8.1
SkyPilot: An intercloud broker for the clouds
39 versions - Latest release: 12 days ago - 11 dependent packages - 3 dependent repositories - 80.2 thousand downloads last month - 7,693 stars on GitHub - 3 maintainers
nextai-star 0.2.33
An open platform for training, serving, and evaluating large language model based chatbots by nex...
9 versions - Latest release: over 1 year ago - 216 downloads last month - 7,693 stars on GitHub - 1 maintainer
nextai-prism 1.0.20
Prism: An intercloud broker for the clouds
21 versions - Latest release: about 1 year ago - 684 downloads last month - 7,693 stars on GitHub - 1 maintainer
trainy-skypilot-nightly 1.0.0.dev20250304
SkyPilot: An intercloud broker for the clouds
172 versions - Latest release: about 2 months ago - 3.21 thousand downloads last month - 7,693 stars on GitHub - 1 maintainer
skypilot-nightly 1.0.0.dev20250417
SkyPilot: An intercloud broker for the clouds
639 versions - Latest release: 3 days ago - 39.1 thousand downloads last month - 7,693 stars on GitHub - 3 maintainers
skypilot-impala 0.7.0
SkyPilot: An intercloud broker for the clouds
1 version - Latest release: 2 months ago - 62 downloads last month - 7,693 stars on GitHub - 1 maintainer
skypilot-im 0.7.0
SkyPilot: An intercloud broker for the clouds
1 version - Latest release: 2 months ago - 65 downloads last month - 7,693 stars on GitHub - 1 maintainer
vllm-cpm 0.2.2
A high-throughput and memory-efficient inference and serving engine for LLMs
1 version - Latest release: about 1 year ago - 22 downloads last month - 7,693 stars on GitHub - 1 maintainer
nomadic 1.1.1
Nomadic is an enterprise-grade toolkit for teams to continuously optimize compound AI systems
15 versions - Latest release: almost 9 years ago - 2 dependent repositories - 331 downloads last month - 75 stars on GitHub - 1 maintainer
renate 10.7.8
Library for Continual Learning for Practitioners
10 versions - Latest release: over 2 years ago - 1 dependent repositories - 481 downloads last month - 292 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
auto-sklearn 0.15.0
Automated machine learning.
42 versions - Latest release: over 2 years ago - 8 dependent packages - 83 dependent repositories - 17.4 thousand downloads last month - 7,392 stars on GitHub - 3 maintainers
Top 3.8% on pypi.org
kubeflow-katib 0.18.0
Katib Python SDK for APIVersion v1beta1
28 versions - Latest release: 27 days ago - 59 dependent repositories - 4.13 thousand downloads last month - 1,567 stars on GitHub - 6 maintainers
prem-kubeflow-katib 0.0.1
Katib Python SDK
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 49 downloads last month - 1,567 stars on GitHub - 1 maintainer
aifs-nni 1.9.5
Neural Network Intelligence package
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 116 downloads last month - 14,163 stars on GitHub - 3 maintainers
nni-upload-test 0.7.1904290925
Neural Network Intelligence package
2 versions - Latest release: almost 6 years ago - 1 dependent repositories - 115 downloads last month - 14,163 stars on GitHub - 1 maintainer
nni-sdk-yds 0.3.7
Python SDK for Neural Network Intelligence project
3 versions - Latest release: over 6 years ago - 1 dependent repositories - 67 downloads last month - 14,163 stars on GitHub - 1 maintainer
nas-bench-graph 1.4.0
NAS benchmark for graph data
5 versions - Latest release: over 2 years ago - 232 downloads last month - 14,163 stars on GitHub - 1 maintainer
nni-sdkv04 0.4.1
Python SDK for Neural Network Intelligence project
2 versions - Latest release: over 6 years ago - 1 dependent repositories - 54 downloads last month - 14,163 stars on GitHub - 1 maintainer
nni-daily 1.5.2005180104
Neural Network Intelligence package
58 versions - Latest release: almost 5 years ago - 1 dependent repositories - 1.07 thousand downloads last month - 14,163 stars on GitHub - 1 maintainer
xnni 0.7.4
Neural Network Intelligence package for nitrogen
5 versions - Latest release: almost 6 years ago - 1 dependent repositories - 104 downloads last month - 14,163 stars on GitHub - 1 maintainer
nnisgf 0.4
Neural Network Intelligence package
1 version - Latest release: over 6 years ago - 1 dependent repositories - 32 downloads last month - 14,163 stars on GitHub - 1 maintainer
nnisgf-sdk 0.4
Python SDK for Neural Network Intelligence project
1 version - Latest release: over 6 years ago - 1 dependent repositories - 29 downloads last month - 14,163 stars on GitHub - 1 maintainer
nni-yds 0.3.7
Neural Network Intelligence package
2 versions - Latest release: over 6 years ago - 1 dependent repositories - 45 downloads last month - 14,163 stars on GitHub - 1 maintainer
nniv04 0.4.1
Neural Network Intelligence package
2 versions - Latest release: over 6 years ago - 1 dependent repositories - 61 downloads last month - 14,163 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
nni 2.10.1
Neural Network Intelligence project
36 versions - Latest release: almost 2 years ago - 16 dependent packages - 102 dependent repositories - 26.7 thousand downloads last month - 13,970 stars on GitHub - 1 maintainer
confopt 1.0.2
Conformal hyperparameter optimization tool
5 versions - Latest release: 4 months ago - 203 downloads last month - 29 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
evalml 0.84.0
an AutoML library that builds, optimizes, and evaluates machine learning pipelines using domain-s...
87 versions - Latest release: 11 months ago - 4 dependent packages - 12 dependent repositories - 5.71 thousand downloads last month - 805 stars on GitHub - 8 maintainers
eh-evalml 0.0.0
an AutoML library that builds, optimizes, and evaluates machine learning pipelines using domain-s...
1 version - Latest release: 4 months ago - 57 downloads last month - 805 stars on GitHub - 1 maintainer
evalml-automining 0.0.4
an AutoML library that builds, optimizes, and evaluates machine learning pipelines using domain-s...
4 versions - Latest release: 2 months ago - 148 downloads last month - 805 stars on GitHub - 1 maintainer
cerebro-dl 1.1.1
Resource-efficient Deep Learning Model Selection on Data Systems
3 versions - Latest release: over 2 years ago - 2 dependent repositories - 150 downloads last month - 21 stars on GitHub - 2 maintainers
mlmnemonist 0.1.0
A light-weight framework to store the progress you madeon your ML operations with the ability to ...
17 versions - Latest release: over 2 years ago - 375 downloads last month - 1 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
layer 0.10.3150493728
Layer AI SDK
461 versions - Latest release: over 2 years ago - 1 dependent package - 12 dependent repositories - 10.9 thousand downloads last month - 89 stars on GitHub - 1 maintainer
soln-ml 1.0.2
Soln-ML: Towards Self-Learning AutoML System.
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 78 downloads last month - 58 stars on GitHub - 1 maintainer
scikit-optimize-fix 0.9.1
Sequential model-based optimization toolbox. Forked to fix a deprecation for NumPy>1.24.
1 version - Latest release: almost 2 years ago - 1 dependent repositories - 92 downloads last month - 2,766 stars on GitHub - 1 maintainer
scikit-optimizer 0.9.1
Sequential model-based optimization toolbox.
1 version - Latest release: almost 2 years ago - 1 dependent package - 282 downloads last month - 2,766 stars on GitHub - 1 maintainer
dh-scikit-optimize 0.9.6
A Modified version of scikit-optimize a Sequential model-based optimization toolbox for DeepHyper.
11 versions - Latest release: about 3 years ago - 1 dependent package - 2 dependent repositories - 458 downloads last month - 2,766 stars on GitHub - 1 maintainer
skoptimize 0.9.0
Sequential model-based optimization toolbox.
1 version - Latest release: 8 months ago - 214 downloads last month - 2,763 stars on GitHub - 1 maintainer
minitrade-scikit-optimize 0.9.2
Sequential model-based optimization toolbox.
2 versions - Latest release: over 1 year ago - 1 dependent package - 203 downloads last month - 2,763 stars on GitHub - 1 maintainer
Top 7.2% on pypi.org
syne-tune 0.13.0
Distributed Hyperparameter Optimization on SageMaker
18 versions - Latest release: about 1 year ago - 3 dependent repositories - 6.13 thousand downloads last month - 403 stars on GitHub - 3 maintainers
hpbandster-sklearn 2.0.2
A scikit-learn wrapper for HpBandSter hyper parameter search
7 versions - Latest release: over 2 years ago - 1 dependent repositories - 307 downloads last month - 22 stars on GitHub - 1 maintainer
agilerl 2.2.2
AgileRL is a deep reinforcement learning library focused on improving RL development through RLOps.
81 versions - Latest release: 4 days ago - 1 dependent repositories - 6.91 thousand downloads last month - 729 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
tune 0.1.6
An abstraction layer for hyper parameter tuning
27 versions - Latest release: 8 months ago - 1 dependent package - 12 dependent repositories - 1.53 thousand downloads last month - 35 stars on GitHub - 1 maintainer
wandb-osh 1.2.2
Trigger wandb offline syncs from a compute node without internet
10 versions - Latest release: about 1 year ago - 1.57 thousand downloads last month - 54 stars on GitHub - 1 maintainer
optuna-async-helper 0.7.1
A Helper Library for Optuna Async Optimization
10 versions - Latest release: 3 months ago - 378 downloads last month - 1 stars on GitHub - 1 maintainer
dpareto 0.1.4
Automatic Discovery of Privacy-Utility Pareto Fronts
5 versions - Latest release: almost 5 years ago - 1 dependent repositories - 146 downloads last month - 27 stars on GitHub - 1 maintainer
gentun 0.0.3
Hyperparameter tuning for machine learning models using a distributed genetic algorithm
3 versions - Latest release: 7 months ago - 152 downloads last month - 88 stars on GitHub - 1 maintainer
wandb-core 0.17.0b11
W&B Core Library
14 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 3.86 thousand downloads last month - 9,742 stars on GitHub - 2 maintainers
wandb-zc 0.17.7.dev1
A CLI and library for interacting with the Weights & Biases API.
1 version - Latest release: 8 months ago - 23 downloads last month - 9,742 stars on GitHub - 1 maintainer
custom-wandb 0.18.6.0
A CLI and library for interacting with the Weights & Biases API.
1 version - Latest release: 6 months ago - 47 downloads last month - 9,742 stars on GitHub - 1 maintainer
pathwayparameteradvising 0.2.0
Parameter advising for biological pathway reconstruction algorithms.
1 version - Latest release: over 4 years ago - 1 dependent repositories - 49 downloads last month - 3 stars on GitHub - 1 maintainer
retrain-pipelines 0.1.1
retrain-pipelines lowers the barrier to entry for the creation and management of professional mac...
2 versions - Latest release: 6 months ago - 2.73 thousand downloads last month - 5 stars on GitHub - 1 maintainer
edaspy 1.1.4
EDAspy is a Python package that implements Estimation of Distribution Algorithms. EDAspy allows t...
10 versions - Latest release: about 1 year ago - 1 dependent repositories - 508 downloads last month - 42 stars on GitHub - 1 maintainer
hyperboard 0.1.1
A web-based dashboard for Deep Learning
2 versions - Latest release: about 8 years ago - 1 dependent repositories - 108 downloads last month - 339 stars on GitHub - 1 maintainer
gridsearchhelper 0.8.0
Advanced hyperparameter tuning using grid search for ML models
7 versions - Latest release: 3 months ago - 280 downloads last month - 0 stars on GitHub - 1 maintainer
Top 4.1% on pypi.org
lale 0.9.0
Library for Semi-Automated Data Science
88 versions - Latest release: 13 days ago - 2 dependent packages - 9 dependent repositories - 8.29 thousand downloads last month - 335 stars on GitHub - 3 maintainers
Top 6.1% on pypi.org
arm-mango 1.5.1
parallel bayesian optimization over complex search spaces
10 versions - Latest release: 8 months ago - 6 dependent repositories - 15.9 thousand downloads last month - 413 stars on GitHub - 1 maintainer
smic 1.0.1
Image Classification library built on top of Keras. Identifies the best set of hyperparameters an...
1 version - Latest release: over 7 years ago - 1 dependent repositories - 88 downloads last month - 4 stars on GitHub - 1 maintainer
iog-sdk 0.0.1
IOG SDK - Internet of GPUs - IO.net
1 version - Latest release: 12 months ago - 54 downloads last month - 1 maintainer
maggy 1.1.2
Distribution transparent Machine Learning experiments on Apache Spark
21 versions - Latest release: almost 3 years ago - 1 dependent repositories - 602 downloads last month - 90 stars on GitHub - 3 maintainers
Top 6.5% on pypi.org
hypertune 1.2.0
A library for performing hyperparameter optimization with Polyaxon.
76 versions - Latest release: 4 months ago - 2 dependent packages - 2 dependent repositories - 17.4 thousand downloads last month - 63 stars on GitHub - 2 maintainers
opticomp 0.2.0
Easily compare/benchmark optimizers on a custom or common objective.
3 versions - Latest release: 10 months ago - 132 downloads last month - 2 stars on GitHub - 1 maintainer
Top 4.0% on pypi.org
hypernets 0.3.2
An General Automated Machine Learning Framework
20 versions - Latest release: about 1 year ago - 4 dependent packages - 7 dependent repositories - 907 downloads last month - 267 stars on GitHub - 1 maintainer
myylearn 0.2.0
An General Automated Machine Learning Framework
9 versions - Latest release: almost 2 years ago - 1.06 thousand downloads last month - 267 stars on GitHub - 1 maintainer
hyperparameter-hunter 3.0.0
Easy hyperparameter optimization and automatic result saving across machine learning algorithms a...
16 versions - Latest release: over 5 years ago - 1 dependent repositories - 391 downloads last month - 705 stars on GitHub - 1 maintainer
Top 2.2% on pypi.org
tune-sklearn 0.5.0
A drop-in replacement for Scikit-Learn's GridSearchCV / RandomizedSearchCV with cutting edge hype...
23 versions - Latest release: over 1 year ago - 4 dependent packages - 203 dependent repositories - 25.5 thousand downloads last month - 468 stars on GitHub - 4 maintainers
propulate 1.2.2
Massively parallel genetic optimization through asynchronous propagation of populations
5 versions - Latest release: 11 months ago - 242 downloads last month - 32 stars on GitHub - 1 maintainer
zensols.datdesc 1.1.2
Generate Latex tables in a .sty file from CSV files
12 versions - Latest release: 9 days ago - 3 dependent packages - 326 downloads last month - 0 stars on GitHub - 1 maintainer
xgbtune 1.1.0
Automated XGBoost tunning
4 versions - Latest release: about 5 years ago - 1 dependent repositories - 126 downloads last month - 8 stars on GitHub - 1 maintainer
patas 2.0.6
Hyperparameter search with a single command
7 versions - Latest release: almost 2 years ago - 234 downloads last month - 1 stars on GitHub - 1 maintainer
pyxab 0.3.0
PyXAB - A Python Library for X-Armed Bandit and Online Blackbox Optimization Algorithms.
17 versions - Latest release: almost 2 years ago - 488 downloads last month - 154 stars on GitHub - 1 maintainer
tuneconfig 0.14.1
Hyperparameter config file generator.
28 versions - Latest release: almost 5 years ago - 2 dependent repositories - 584 downloads last month - 0 stars on GitHub - 1 maintainer
baseline-optimal 0.0.7
A Python package for machine learning pipeline optimization
7 versions - Latest release: over 1 year ago - 175 downloads last month - 0 stars on GitHub - 1 maintainer
auto-surprise 0.1.9
A python package that automates algorithm selection and hyperparameter tuning for the recommender...
10 versions - Latest release: almost 2 years ago - 1 dependent repositories - 416 downloads last month - 26 stars on GitHub - 1 maintainer
mlpro-int-hyperopt 1.0.0
MLPro: Integration Hyperopt
5 versions - Latest release: about 1 year ago - 137 downloads last month - 1 stars on GitHub - 1 maintainer
mlpro-int-optuna 1.0.0
MLPro: Integration Optuna
5 versions - Latest release: about 1 year ago - 144 downloads last month - 1 stars on GitHub - 1 maintainer
mltb2 1.0.3
Machine Learning Toolbox 2
40 versions - Latest release: 10 days ago - 1.17 thousand downloads last month - 12 stars on GitHub - 1 maintainer
optuml 0.2.3
Hyperparameter optimization for multiple machine learning algorithms using Optuna, with Scikit-le...
8 versions - Latest release: 7 months ago - 263 downloads last month - 1 stars on GitHub - 1 maintainer
Top 7.4% on pypi.org
neuraxle 0.8.1 💰
Neuraxle is a Machine Learning (ML) library for building neat pipelines, providing the right abst...
26 versions - Latest release: over 2 years ago - 6 dependent repositories - 467 downloads last month - 610 stars on GitHub - 1 maintainer
nnogada 0.9.1
Genetic hyperparameter tuning for neural nets
4 versions - Latest release: about 2 years ago - 78 downloads last month - 7 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
rl-zoo3 2.6.0
A Training Framework for Stable Baselines3 Reinforcement Learning Agents
28 versions - Latest release: 27 days ago - 3 dependent packages - 1 dependent repositories - 2.46 thousand downloads last month - 2,004 stars on GitHub - 4 maintainers
Top 2.5% on pypi.org
determined 0.38.1
Determined AI: The fastest and easiest way to build deep learning models.
607 versions - Latest release: about 1 month ago - 4 dependent packages - 31 dependent repositories - 153 thousand downloads last month - 3,030 stars on GitHub - 6 maintainers
Top 9.6% on pypi.org
gamma-facet 2.1.1
Human-explainable AI.
26 versions - Latest release: over 1 year ago - 1 dependent repositories - 2.03 thousand downloads last month - 500 stars on GitHub - 1 maintainer
mindware 0.5.0
MindWare: Towards Efficient AutoML System.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 63 downloads last month - 58 stars on GitHub - 1 maintainer
rt-stoppers-contrib 1.1.2
Additional stoppers for ray tune
4 versions - Latest release: about 2 years ago - 150 downloads last month - 1 stars on GitHub - 1 maintainer
aimp-sdk 1.0.0
Python SDK for Onepanel
6 versions - Latest release: over 2 years ago - 165 downloads last month - 706 stars on GitHub - 1 maintainer
automl-alex 2023.3.11
State-of-the art Automated Machine Learning python library for Tabular Data
35 versions - Latest release: about 2 years ago - 1 dependent repositories - 1.06 thousand downloads last month - 229 stars on GitHub - 1 maintainer
Top 8.0% on pypi.org
parameter-sherpa 1.0.6
Hyperparameter Optimization for Machine Learning Models.
8 versions - Latest release: over 5 years ago - 6 dependent repositories - 311 downloads last month - 337 stars on GitHub - 1 maintainer
eazyml-automl 0.0.69
EazyML provides a suite of APIs for training, testing and optimizing machine learning models with...
17 versions - Latest release: 25 days ago - 1.21 thousand downloads last month - 0 stars on GitHub - 1 maintainer
wandb-testing 0.6.1.post1
A CLI and library for interacting with the Weights and Biases API.
8 versions - Latest release: almost 7 years ago - 1 dependent repositories - 311 downloads last month - 9,676 stars on GitHub - 2 maintainers
onepanel-sdk 1.0.2
Python SDK for Onepanel
62 versions - Latest release: over 3 years ago - 1 dependent repositories - 873 downloads last month - 706 stars on GitHub - 1 maintainer
polyaxon-sandbox 0.0.0
An ML/AI tracking sandbox for debugging, organizing, and syncing local experiments.
1 version - Latest release: over 3 years ago - 1 dependent repositories - 50 downloads last month - 62 stars on GitHub - 2 maintainers
polybox 0.0.0
An ML/AI tracking sandbox for debugging, organizing, and syncing local experiments.
1 version - Latest release: over 3 years ago - 1 dependent repositories - 57 downloads last month - 62 stars on GitHub - 2 maintainers
hyperparameter-tuning 0.3.2
A minimal framework for running hyperparameter tuning
32 versions - Latest release: 7 months ago - 3 dependent packages - 1 dependent repositories - 3.6 thousand downloads last month - 1 stars on GitHub - 1 maintainer
wandb-ng 0.0.44
A CLI and library for interacting with the Weights and Biases API.
36 versions - Latest release: over 4 years ago - 1 dependent repositories - 675 downloads last month - 9,676 stars on GitHub - 2 maintainers
Related Keywords
machine-learning 98 hyperparameter-optimization 82 deep-learning 54 data-science 53 automl 40 python 40 pytorch 34 bayesian-optimization 33 mlops 33 tensorflow 32 hyperparameter-search 29 optimization 29 scikit-learn 25 automated-machine-learning 22 feature-engineering 21 ai 21 keras 19 neural-network 18 distributed 17 neural-architecture-search 17 ml-platform 17 reinforcement-learning 16 nas 14 machine-learning-algorithms 14 hyperparameter 13 model-compression 12 deep-neural-network 12 model-versioning 10 learning 9 gpu 9 data-versioning 9 llm-training 9 ml 9 ml-infrastructure 9 distributed-training 9 visualization 9 job-queue 8 finops 8 cost-management 8 cost-optimization 8 cloud-computing 8 cloud-management 8 job-scheduler 8 llm-serving 8 multicloud 8 spot-instances 8 tpu 8 blackbox-optimization 8 jax 8 collaboration 7 model-selection 7 feature-selection 7 machine learning 7 machine 7 optuna 7 tuning 7 reproducibility 6 experiment-track 6 evolutionary-algorithms 6 sklearn 6 binder 6 scientific-visualization 6 sequential-recommendation 6 kubernetes 5 xgboost 5 numpy 5 machinelearning 5 artificial-intelligence 5 algorithm 5 bayesopt 5 genetic-algorithm 5 hacktoberfest 5 scientific-computing 5 tracking 4 parallel 4 polyaxon 4 hyperopt 4 workflow 4 cross-validation 4 optimization-algorithms 4 nlp 4 pipelines 4 natural-language-processing 4 tuning-parameters 4 framework 4 data 4 neural 3 model-evaluation 3 neural-networks 3 parallel-computing 3 open-source 3 model-training 3 experiment-tracking 3 ray 3 parameter-tuning 3 auto-ml 3 automl-algorithms 3 matplotlib 3 machine-learning-models 3 meta-learning 3