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

pypi.org "optimization" keyword

energiapy 2.1.6
For multiscale modeling and optimization of energy systems
16 versions - Latest release: 3 months ago - 134 downloads last month - 26 stars on GitHub - 1 maintainer
tempregpy 0.3.0.post0
Temperature regulation optimization for hydropower operations
1 version - Latest release: 5 days ago - 112 downloads last month - 1 maintainer
sage-numerical-backends-cplex 10.4 💰
Cplex backend for Sage MixedIntegerLinearProgram
6 versions - Latest release: over 1 year ago - 1 dependent repositories - 25 downloads last month - 2 stars on GitHub - 2 maintainers
oogeso 1.6.0
Offshore Oil and Gas Field Energy System Operational Optimisation (OOGESO)
9 versions - Latest release: 10 months ago - 1 dependent repositories - 28 downloads last month - 15 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
optimum 2.1.0
Optimum Library is an extension of the Hugging Face Transformers library, providing a framework t...
84 versions - Latest release: 2 months ago - 82 dependent packages - 715 dependent repositories - 2.02 million downloads last month - 2,542 stars on GitHub - 7 maintainers
mlos-core 0.6.2
MLOS Core Python interface for parameter optimization.
9 versions - Latest release: about 1 year ago - 1 dependent package - 90 downloads last month - 168 stars on GitHub - 1 maintainer
mlos-bench 0.6.2
MLOS Bench Python interface for benchmark automation and optimization.
9 versions - Latest release: about 1 year ago - 1 dependent package - 58 downloads last month - 168 stars on GitHub - 1 maintainer
mlos-viz 0.6.2
Visualization Python interface for benchmark automation and optimization results.
6 versions - Latest release: about 1 year ago - 50 downloads last month - 168 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: over 1 year ago - 126 dependent packages - 1,192 dependent repositories - 801 thousand downloads last month - 13 stars on GitHub - 2 maintainers
Top 0.5% on pypi.org
hyperopt 0.2.7
Distributed Asynchronous Hyperparameter Optimization
13 versions - Latest release: over 4 years ago - 139 dependent packages - 2,105 dependent repositories - 3.29 million downloads last month - 7,073 stars on GitHub - 2 maintainers
Top 1.8% on pypi.org
pyswarms 1.3.0
A Python-based Particle Swarm Optimization (PSO) library.
20 versions - Latest release: about 5 years ago - 16 dependent packages - 59 dependent repositories - 57.1 thousand downloads last month - 1,277 stars on GitHub - 1 maintainer
jaxbo 0.1.2
Fork of PredictiveIntelligenceLab/JAX-BO with updates and compatibility improvements for Colab an...
2 versions - Latest release: 7 months ago - 39 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
gurobipy 13.0.1
Python interface to Gurobi
26 versions - Latest release: about 1 month ago - 87 dependent packages - 204 dependent repositories - 861 thousand downloads last month - 3 maintainers
Top 1.8% on pypi.org
pyportfolioopt 1.6.0
Financial portfolio optimization in python
43 versions - Latest release: about 9 hours ago - 7 dependent packages - 108 dependent repositories - 105 thousand downloads last month - 4,508 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
fides 0.8.0
python-based Trust Region Optimization toolbox
34 versions - Latest release: 4 months ago - 2 dependent packages - 4 dependent repositories - 1.71 thousand downloads last month - 28 stars on GitHub - 1 maintainer
pommesdispatch 0.1.0
A bottom-up fundamental power market model for the German electricity sector
1 version - Latest release: over 4 years ago - 1 dependent repositories - 10 downloads last month - 7 stars on GitHub - 1 maintainer
eecr 0.0.1
Tools for the optimization of energy in a context recognition task
1 version - Latest release: about 6 years ago - 1 dependent repositories - 20 downloads last month - 0 stars on GitHub - 1 maintainer
ommx-highs-adapter 2.3.5
An adapter between OMMX and HiGHS
39 versions - Latest release: 17 days ago - 418 downloads last month - 44 stars on GitHub - 1 maintainer
meta-self-learner 0.0.3
Meta Ensemble Self-Learning with Optimization Objective Functions
3 versions - Latest release: almost 5 years ago - 1 dependent repositories - 12 downloads last month - 1 stars on GitHub - 1 maintainer
pao 1.0.2
PAO: Python Adversarial Optimization
4 versions - Latest release: over 4 years ago - 2 dependent repositories - 87 downloads last month - 19 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
optax 0.2.7
A gradient processing and optimization library in JAX.
25 versions - Latest release: 21 days ago - 227 dependent packages - 2,454 dependent repositories - 3.11 million downloads last month - 1,505 stars on GitHub - 3 maintainers
Top 0.7% on pypi.org
cvxpy 1.8.1
A domain-specific language for modeling convex optimization problems in Python.
144 versions - Latest release: 23 days ago - 209 dependent packages - 2,210 dependent repositories - 3.25 million downloads last month - 5,091 stars on GitHub - 2 maintainers
pymetagen-datalabupo 0.2.1
MetaGen: A framework for metaheuristic development and hyperparameter optimization in machine and...
7 versions - Latest release: 11 months ago - 37 downloads last month - 29 stars on GitHub - 1 maintainer
Top 1.7% on pypi.org
pandapower 3.4.0
An easy to use open source tool for power system modeling, analysis and optimization with a high ...
56 versions - Latest release: 18 days ago - 28 dependent packages - 75 dependent repositories - 214 thousand downloads last month - 1,104 stars on GitHub - 2 maintainers
optimex 0.3.0
Time-Explicit Life Cycle Optimization
4 versions - Latest release: 8 months ago - 21 downloads last month - 8 stars on GitHub - 1 maintainer
emhass 0.16.2
An Energy Management System for Home Assistant
136 versions - Latest release: 29 days ago - 1 dependent package - 1 dependent repositories - 1.62 thousand downloads last month - 294 stars on GitHub - 1 maintainer
pytimba 1.3.0
TiMBA is a partial economic equilibrium model for the global forest products market
1 version - Latest release: 3 months ago - 40 downloads last month - 1 maintainer
Top 7.6% on pypi.org
rdst 0.1.429
Readyset Data and SQL Toolkit - CLI tool for database diagnostics and query optimization
10 versions - Latest release: about 9 hours ago - 330 downloads last month - 5,195 stars on GitHub - 1 maintainer
rdst-staging 0.1.149
ReadySet Diagnostics & SQL Tuning - CLI tool for database diagnostics and query optimization
11 versions - Latest release: about 2 months ago - 119 downloads last month - 5,195 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
scalene 2.1.4 💰
Scalene: A high-resolution, low-overhead CPU, GPU, and memory profiler for Python with AI-powered...
188 versions - Latest release: 11 days ago - 5 dependent packages - 58 dependent repositories - 348 thousand downloads last month - 10,467 stars on GitHub - 1 maintainer
Top 0.2% on pypi.org
ray 2.54.0
Ray provides a simple, universal API for building distributed applications.
141 versions - Latest release: 9 days ago - 310 dependent packages - 3,641 dependent repositories - 50.6 million downloads last month - 33,648 stars on GitHub - 26 maintainers
Top 0.5% on pypi.org
autograd 1.8.0
Efficiently computes derivatives of NumPy code.
31 versions - Latest release: 10 months ago - 98 dependent packages - 1,514 dependent repositories - 4.91 million downloads last month - 6,921 stars on GitHub - 3 maintainers
bitsandbytes-cuda114 0.26.0.post2
8-bit optimizers and quantization routines.
1 version - Latest release: over 3 years ago - 79 downloads last month - 136 stars on GitHub - 1 maintainer
knitro 15.1.0
Python interface to the nonlinear programming solver Artelys Knitro
3 versions - Latest release: 2 months ago - 4.34 thousand downloads last month - 1 maintainer
trainsense 0.5.1
Toolkit for PyTorch model analysis, profiling, and training optimization.
8 versions - Latest release: 11 months ago - 28 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
cma 4.4.4
CMA-ES, Covariance Matrix Adaptation Evolution Strategy for non-linear numerical optimization in ...
30 versions - Latest release: 1 day ago - 56 dependent packages - 361 dependent repositories - 1.29 million downloads last month - 1,102 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
torchserve 0.12.0
TorchServe is a tool for serving neural net models for inference
25 versions - Latest release: over 1 year ago - 7 dependent packages - 119 dependent repositories - 68.2 thousand downloads last month - 4,191 stars on GitHub - 5 maintainers
torch-device-manager 0.1.0
A PyTorch device manager for automatic hardware detection and memory optimization
1 version - Latest release: 7 months ago - 5 downloads last month - 0 stars on GitHub - 1 maintainer
flyable 0.0.1
Flyable is a Python compiler that generates optimized native code to improve the performance of P...
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 85 downloads last month - 35 stars on GitHub - 1 maintainer
pycsp3-scheduling 0.5.0
Scheduling extension for PyCSP3 with interval variables, sequence variables, and scheduling const...
15 versions - Latest release: about 1 month ago - 360 downloads last month - 1 maintainer
Top 1.3% on pypi.org
tensorflow-model-optimization 0.8.0
A suite of tools that users, both novice and advanced can use to optimize machine learning models...
31 versions - Latest release: about 2 years ago - 16 dependent packages - 882 dependent repositories - 752 thousand downloads last month - 1,472 stars on GitHub - 1 maintainer
cuopt-cu13 26.2.0
cuOpt - GPU Combinatorial Optimization
4 versions - Latest release: 16 days ago - 165 downloads last month - 515 stars on GitHub - 1 maintainer
cuopt-server-cu13 26.2.0
cuOpt Microserver - GPU Combinatorial Optimization
4 versions - Latest release: 16 days ago - 87 downloads last month - 515 stars on GitHub - 1 maintainer
cuopt-sh-client 26.2.0
A Python client and command-line
17 versions - Latest release: 16 days ago - 419 downloads last month - 515 stars on GitHub - 1 maintainer
libcuopt-cu13 26.2.0
cuOpt - GPU Optimizer (C++)
4 versions - Latest release: 16 days ago - 116 downloads last month - 573 stars on GitHub - 1 maintainer
cuopt-mps-parser 26.2.0
cuOpt - GPU Combinatorial Optimization
10 versions - Latest release: 16 days ago - 727 downloads last month - 515 stars on GitHub - 1 maintainer
cuopt-server-cu12 26.2.0
cuOpt Microserver - GPU Combinatorial Optimization
8 versions - Latest release: 16 days ago - 259 downloads last month - 515 stars on GitHub - 1 maintainer
cuopt-cu12 26.2.0
cuOpt - GPU Combinatorial Optimization
7 versions - Latest release: 16 days ago - 571 downloads last month - 515 stars on GitHub - 1 maintainer
libcuopt-cu12 26.2.0
cuOpt - GPU Optimizer (C++)
7 versions - Latest release: 16 days ago - 478 downloads last month - 515 stars on GitHub - 1 maintainer
gtsam-develop 4.3a1.dev202602231527
Georgia Tech Smoothing And Mapping library
166 versions - Latest release: 4 days ago - 12.8 thousand downloads last month - 2,874 stars on GitHub - 2 maintainers
Top 1.2% on pypi.org
docplex 2.31.254
The IBM Decision Optimization CPLEX Modeling for Python
50 versions - Latest release: about 2 months ago - 29 dependent packages - 272 dependent repositories - 55.8 thousand downloads last month - 6 stars on GitHub - 4 maintainers
gamspy 1.20.0
Python-based algebraic modeling interface to GAMS
103 versions - Latest release: 9 days ago - 2 dependent packages - 1 dependent repositories - 3.57 thousand downloads last month - 110 stars on GitHub - 1 maintainer
angler 0.0.15
Adjoint Nonlinear Gradients
5 versions - Latest release: about 7 years ago - 1 dependent repositories - 118 downloads last month - 171 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
torch-model-archiver 0.12.0
Torch Model Archiver is used for creating archives of trained neural net models that can be consu...
25 versions - Latest release: over 1 year ago - 7 dependent packages - 251 dependent repositories - 933 thousand downloads last month - 4,142 stars on GitHub - 4 maintainers
Top 1.1% on pypi.org
bitsandbytes 0.49.2
k-bit optimizers and matrix multiplication routines.
64 versions - Latest release: 10 days ago - 240 dependent packages - 3,758 dependent repositories - 5.05 million downloads last month - 5,849 stars on GitHub - 2 maintainers
Top 7.1% on pypi.org
picos 2.6.2
A Python interface to conic optimization solvers.
107 versions - Latest release: 5 months ago - 7 dependent packages - 15 dependent repositories - 7.92 thousand downloads last month - 23 stars on gitlab.com - 3 maintainers
Top 9.4% on pypi.org
bitsandbytes-cuda117 0.26.0.post2
8-bit optimizers and quantization routines.
1 version - Latest release: over 3 years ago - 1 dependent package - 1 dependent repositories - 867 downloads last month - 136 stars on GitHub - 1 maintainer
mobiu-q 4.3.3
Soft Algebra Optimizer + O(N) Linear Attention + Streaming Anomaly Detection
122 versions - Latest release: 22 days ago - 3.56 thousand downloads last month - 0 stars on GitHub - 1 maintainer
Top 2.4% on pypi.org
jaxopt 0.8.5
Hardware accelerated, batchable and differentiable optimizers in JAX.
19 versions - Latest release: 11 months ago - 58 dependent packages - 60 dependent repositories - 454 thousand downloads last month - 909 stars on GitHub - 1 maintainer
Top 6.6% on pypi.org
ceviche 0.1.3
Ceviche
6 versions - Latest release: about 3 years ago - 1 dependent package - 2 dependent repositories - 1.52 thousand downloads last month - 374 stars on GitHub - 2 maintainers
dsf-mobility 5.1.0
DSF C++ core with Python bindings via pybind11
56 versions - Latest release: 7 days ago - 4.43 thousand downloads last month - 7 stars on GitHub - 1 maintainer
gepa-adk 0.3.5
Evolutionary optimization for Google ADK agents
12 versions - Latest release: 30 days ago - 381 downloads last month - 1 maintainer
pysga 1.2.7
Search Group Algorithm metaheuristic optimization method python adaptation
10 versions - Latest release: over 6 years ago - 1 dependent repositories - 37 downloads last month - 1 stars on GitHub - 1 maintainer
Top 1.0% on pypi.org
casadi 3.7.2
CasADi -- framework for algorithmic differentiation and numeric optimization
46 versions - Latest release: 6 months ago - 56 dependent packages - 384 dependent repositories - 472 thousand downloads last month - 1,667 stars on GitHub - 1 maintainer
Top 1.2% on pypi.org
pyomo 6.10.0
The Pyomo optimization modeling framework
75 versions - Latest release: 6 days ago - 86 dependent packages - 234 dependent repositories - 1.15 million downloads last month - 1,966 stars on GitHub - 4 maintainers
Top 1.5% on pypi.org
pennylane 0.44.0
PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and...
65 versions - Latest release: about 1 month ago - 49 dependent packages - 95 dependent repositories - 198 thousand downloads last month - 3,077 stars on GitHub - 5 maintainers
Top 1.1% on pypi.org
configspace 1.2.2 💰
Creation and manipulation of parameter configuration spaces for automated algorithm configuration...
53 versions - Latest release: 2 months ago - 31 dependent packages - 56 dependent repositories - 203 thousand downloads last month - 218 stars on GitHub - 2 maintainers
gnpy 2.14.0
Optical Route Planning Library, Based on a Gaussian Noise Model
20 versions - Latest release: 22 days ago - 1 dependent repositories - 802 downloads last month - 234 stars on GitHub - 4 maintainers
focus-cfe 0.0.dev3
FOCUS is a python package for generating counterfactual explanations for a tree-based model
4 versions - Latest release: over 2 years ago - 28 downloads last month - 5 stars on GitHub - 1 maintainer
Top 0.6% on pypi.org
bayesian-optimization 3.2.0
Bayesian Optimization package
26 versions - Latest release: 2 months ago - 51 dependent packages - 507 dependent repositories - 918 thousand downloads last month - 7,261 stars on GitHub - 3 maintainers
Top 10.0% on pypi.org
neuralfoil 0.3.2 💰
NeuralFoil is an airfoil aerodynamics analysis tool using physics-informed machine learning, in p...
19 versions - Latest release: 11 months ago - 1 dependent package - 2 dependent repositories - 14.6 thousand downloads last month - 287 stars on GitHub - 1 maintainer
trajectorize 0.0.10
KSP Trajectory Optimization
9 versions - Latest release: about 3 years ago - 24 downloads last month - 3 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 6 years ago - 6 dependent repositories - 126 downloads last month - 341 stars on GitHub - 1 maintainer
rtc-tools-gil-comp 2.6.1
Toolbox for control and optimization of water systems.
1 version - Latest release: about 1 year ago - 575 downloads last month - 12 stars on gitlab.com - 1 maintainer
pownet 2.3.0
A simple production cost model of framework for power systems
2 versions - Latest release: 9 months ago - 21 downloads last month - 91 stars on GitHub - 1 maintainer
openconcept 1.2.6
Open aircraft conceptual design tools
14 versions - Latest release: 4 months ago - 1.01 thousand downloads last month - 28 stars on GitHub - 1 maintainer
python-ytg 0.0.1
Easily use YourTextGuru API in Python.
1 version - Latest release: over 7 years ago - 1 dependent repositories - 589 downloads last month - 0 stars on gitlab.com - 1 maintainer
tknmtr 1.1.0
Token Meter - Lossless Prompt Optimizer for LLMs
2 versions - Latest release: 2 days ago - 129 downloads last month - 1 maintainer
nvidia-nat-app 1.5.0a20260225
Framework-agnostic Agent Performance Primitives (APP) providing reusable building blocks that acc...
4 versions - Latest release: 2 days ago - 1 maintainer
metaheuropt 0.1.0
A lightweight Python library for metaheuristic optimization.
2 versions - Latest release: 1 day ago - 87 downloads last month - 1 maintainer
llmoptimize 1.0.5
Reduce LLM API costs by 90% with automatic tracking and AI-powered recommendations
6 versions - Latest release: 3 days ago - 477 downloads last month - 1 maintainer
homodyne 2.22.2
CPU-optimized JAX-based homodyne scattering analysis for XPCS under nonequilibrium conditions
1 version - Latest release: 2 days ago - 1 maintainer
coo-optimizer 2.3.0
Canine Olfactory Optimization Algorithm
4 versions - Latest release: 5 months ago - 25 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
higher 0.2.1
A pytorch library allowing users to obtain higher order gradients over losses spanning training l...
2 versions - Latest release: over 5 years ago - 4 dependent packages - 250 dependent repositories - 14.2 thousand downloads last month - 1,627 stars on GitHub - 1 maintainer
ommx-pyscipopt-adapter 2.3.5
An adapter for the SCIP from OMMX.
54 versions - Latest release: 17 days ago - 3.69 thousand downloads last month - 47 stars on GitHub - 1 maintainer
ommx 2.3.5
Open Mathematical prograMming eXchange (OMMX)
78 versions - Latest release: 17 days ago - 1 dependent package - 15.5 thousand downloads last month - 47 stars on GitHub - 1 maintainer
ommx-openjij-adapter 2.3.5
OMMX Adapter for OpenJij.
48 versions - Latest release: 17 days ago - 3.52 thousand downloads last month - 47 stars on GitHub - 1 maintainer
Top 8.7% on pypi.org
gridcal 5.4.1
GridCal is a Power Systems simulation program intended for professional use and research
411 versions - Latest release: 24 days ago - 1 dependent repositories - 13.4 thousand downloads last month - 386 stars on GitHub - 1 maintainer
video-compressor-mcp 0.1.1
MCP server for video compression and optimization: bitrate, resolution, frame rate, and codec adj...
2 versions - Latest release: 6 months ago - 11 downloads last month - 1 maintainer
maptor 0.2.1
Multiphase Adaptive Trajectory Optimizer
10 versions - Latest release: 8 months ago - 48 downloads last month - 39 stars on GitHub - 1 maintainer
gridpath 2026.1.0 💰
A versatile simulation and optimization platform for power-system planning and operations.
22 versions - Latest release: about 1 month ago - 355 downloads last month - 92 stars on GitHub - 1 maintainer
ailib 0.3.dev1
A set of open source frameworks for Artificial Intelligence (mostly machine learning and optimiza...
4 versions - Latest release: about 7 years ago - 364 downloads last month - 3 stars on GitHub - 1 maintainer
my-opt 0.6.6
Asynchrone hyperparameter optimization
6 versions - Latest release: almost 7 years ago - 1 dependent repositories - 12 downloads last month - 123 stars on GitHub - 1 maintainer
gurobi-logtools 4.0.1
Gurobi log file tools for parsing and exploring data
5 versions - Latest release: 7 months ago - 1 dependent package - 4.82 thousand downloads last month - 123 stars on GitHub - 2 maintainers
dfo-ls 1.6.2
A flexible derivative-free solver for (bound constrained) nonlinear least-squares minimization
20 versions - Latest release: about 1 month ago - 2 dependent packages - 1 dependent repositories - 12.3 thousand downloads last month - 42 stars on GitHub - 1 maintainer
flask-querymonitor 1.0.3
Detect and eliminate N+1 queries in Flask-SQLAlchemy
4 versions - Latest release: 3 months ago - 58 downloads last month - 1 maintainer
elkai 2.0.1
elkai is a Python library for solving travelling salesman problems (TSP) based on LKH 3
4 versions - Latest release: almost 3 years ago - 3 dependent repositories - 1.76 thousand downloads last month - 192 stars on GitHub - 2 maintainers
mpax 0.2.4
MPAX: Mathematical Programming in JAX
8 versions - Latest release: 10 months ago - 258 downloads last month - 139 stars on GitHub - 1 maintainer
veragridengine 5.6.28
VeraGrid is a Power Systems simulation program intended for professional use and research
60 versions - Latest release: 2 days ago - 1.88 thousand downloads last month - 510 stars on GitHub - 2 maintainers
veragrid 5.6.28
VeraGrid is a Power Systems simulation program intended for professional use and research
60 versions - Latest release: 2 days ago - 1.49 thousand downloads last month - 510 stars on GitHub - 2 maintainers
Related Keywords
python 420 machine-learning 247 ai 124 pytorch 122 deep-learning 104 optimization-algorithms 97 machine learning 94 llm 92 performance 81 data-science 69 simulation 67 gpu 62 solver 61 hyperparameter-optimization 61 algorithm 60 linear-programming 56 genetic-algorithm 52 quantum 47 compression 46 robotics 43 analysis 43 jax 42 artificial-intelligence 42 bayesian-optimization 40 reinforcement-learning 39 learning 39 visualization 38 evolutionary-algorithms 38 metaheuristics 38 operations-research 37 tensorflow 36 mathematics 36 finance 35 optimizer 35 hyperparameter 35 statistics 34 hyperparameter-tuning 33 portfolio 32 cli 32 algorithms 32 optimisation 32 automl 31 machine 31 python3 31 engineering 30 quantization 30 numerical-optimization 29 quantum-computing 29 genetic 29 modeling 29 scikit-learn 29 agents 28 scientific-computing 28 energy 27 parallel 27 cuda 27 ml 27 compiler 26 mlops 25 evolutionary 25 design 25 bayesian 25 nonlinear-optimization 25 django 24 metaheuristic 24 evaluation 24 planning 24 hyperparameter-search 24 database 24 neural-networks 23 milp 23 serving 23 model 23 multi-objective 22 benchmark 22 automation 22 distributed 22 optimization-methods 22 nlp 22 operations research 22 graph 22 physics 22 inference 22 mathematical-programming 21 deep learning 21 mip 21 quadratic-programming 21 particle-swarm-optimization 21 sql 21 pyomo 21 image 21 numpy 20 convex-optimization 20 profiling 20 black-box-optimization 20 optimizers 20 pandas 20 monitoring 20 evolutionary-computation 19 gurobi 19