pypi.org "neural networks" keyword
View the packages on the pypi.org package registry that are tagged with the "neural networks" keyword.
Top 7.3% on pypi.org
12 versions - Latest release: 3 months ago - 4 dependent repositories - 8.16 thousand downloads last month - 7,743 stars on GitHub - 1 maintainer
mitdeeplearning 0.7.5
Official software labs for MIT Introduction to Deep Learning (http://introtodeeplearning.com)12 versions - Latest release: 3 months ago - 4 dependent repositories - 8.16 thousand downloads last month - 7,743 stars on GitHub - 1 maintainer
midaspy 1.4.1
Multiple Imputation with Denoising Autoencoders15 versions - Latest release: 8 months ago - 1 dependent repositories - 836 downloads last month - 144 stars on GitHub - 1 maintainer
Top 0.8% on pypi.org
16 versions - Latest release: 2 months ago - 871 dependent packages - 14,487 dependent repositories - 9.62 million downloads last month - 7,972 stars on GitHub - 1 maintainer
einops 0.8.1
A new flavour of deep learning operations16 versions - Latest release: 2 months ago - 871 dependent packages - 14,487 dependent repositories - 9.62 million downloads last month - 7,972 stars on GitHub - 1 maintainer
autograd-latest 1.3
Efficiently computes derivatives of numpy code.1 version - Latest release: almost 4 years ago - 3 dependent packages - 1 dependent repositories - 61 downloads last month - 6,600 stars on GitHub - 1 maintainer
mlswarm 0.33
This package trains neural networks using swarm-like optimization algorithms3 versions - Latest release: 12 months ago - 1 dependent repositories - 89 downloads last month - 0 stars on GitHub - 1 maintainer
Top 0.5% on pypi.org
30 versions - Latest release: 8 months ago - 98 dependent packages - 1,514 dependent repositories - 4.13 million downloads last month - 6,921 stars on GitHub - 3 maintainers
autograd 1.7.0
Efficiently computes derivatives of NumPy code.30 versions - Latest release: 8 months ago - 98 dependent packages - 1,514 dependent repositories - 4.13 million downloads last month - 6,921 stars on GitHub - 3 maintainers
Top 0.7% on pypi.org
96 versions - Latest release: 26 days ago - 50 dependent packages - 498 dependent repositories - 567 thousand downloads last month - 9,096 stars on GitHub - 1 maintainer
pyod 2.0.4 💰
A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)96 versions - Latest release: 26 days ago - 50 dependent packages - 498 dependent repositories - 567 thousand downloads last month - 9,096 stars on GitHub - 1 maintainer
Top 8.9% on pypi.org
18 versions - Latest release: about 1 year ago - 1 dependent repositories - 2 thousand downloads last month - 882 stars on GitHub - 2 maintainers
pyhealth 1.1.6
A Python library for healthcare AI18 versions - Latest release: about 1 year ago - 1 dependent repositories - 2 thousand downloads last month - 882 stars on GitHub - 2 maintainers
search-in-a-third 0.1.1
A Python package for efficient hyperparameter optimization in neural networks, using a greedy alg...2 versions - Latest release: about 1 year ago - 95 downloads last month - 1 stars on GitHub - 1 maintainer
composable-mapping 0.1.4
Composable mapping is a PyTorch utility library for handling geometric deformations4 versions - Latest release: about 1 month ago - 247 downloads last month - 3 stars on GitHub - 1 maintainer
fastneuron 1.1
Create and Deploy Neural Networks in seconds fully in python!!1 version - Latest release: over 1 year ago - 58 downloads last month - 2 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
41 versions - Latest release: 7 months ago - 1 dependent package - 1 dependent repositories - 84.1 thousand downloads last month - 940 stars on GitHub - 1 maintainer
pypots 0.8.1 💰
A Python Toolbox for Machine Learning on Partially-Observed Time Series41 versions - Latest release: 7 months ago - 1 dependent package - 1 dependent repositories - 84.1 thousand downloads last month - 940 stars on GitHub - 1 maintainer
nianet 1.1.4
Designing and constructing neural network topologies using nature-inspired algorithms6 versions - Latest release: about 2 years ago - 1 dependent repositories - 202 downloads last month - 6 stars on GitHub - 1 maintainer
conveiro 0.2.1
Visualization of filters in convolutional neural networks4 versions - Latest release: about 1 year ago - 118 downloads last month - 30 stars on GitHub - 3 maintainers
Top 2.1% on pypi.org
53 versions - Latest release: 3 months ago - 9 dependent packages - 67 dependent repositories - 57 thousand downloads last month - 1,561 stars on GitHub - 1 maintainer
pygad 3.4.0 💰
PyGAD: A Python Library for Building the Genetic Algorithm and Training Machine Learning Algoithm...53 versions - Latest release: 3 months ago - 9 dependent packages - 67 dependent repositories - 57 thousand downloads last month - 1,561 stars on GitHub - 1 maintainer
testpypackage-ces 0.0.9
Test pyproject7 versions - Latest release: over 1 year ago - 350 downloads last month - 0 stars on GitHub - 1 maintainer
embfile 0.1.1
A package for working with files containing pre-trained word embeddings (aka word vectors).2 versions - Latest release: about 4 years ago - 1 dependent repositories - 90 downloads last month - 5 stars on GitHub - 1 maintainer
pclib 2.0.0b2
A torch-like package for building Predictive Coding Neural Networks.5 versions - Latest release: about 1 year ago - 240 downloads last month - 0 stars on GitHub - 1 maintainer
pyhgf 0.2.4
Dynamic neural networks for predictive coding31 versions - Latest release: about 1 month ago - 1.16 thousand downloads last month - 44 stars on GitHub - 1 maintainer
monte 0.0.11
Monte - machine learning in pure Python.4 versions - Latest release: over 1 year ago - 1 dependent repositories - 1 maintainer
neuroplain 0.0.3
Simple and easy to use neural networks library2 versions - Latest release: about 1 year ago - 68 downloads last month - 1 maintainer
neuralnetoperator 0.0.0
Neural Network Logic Operators1 version - Latest release: about 2 years ago - 51 downloads last month - 1 maintainer
rnasamba 0.2.5
A tool for computing the coding potential of RNA transcript sequences using deep learning.13 versions - Latest release: about 4 years ago - 1 dependent repositories - 679 downloads last month - 47 stars on GitHub - 1 maintainer
arnet 0.0.1
Nonlinear autoregression with feed-forward neural networks (or any estimator really)1 version - Latest release: 9 months ago - 110 downloads last month - 0 stars on GitHub - 1 maintainer
musicgeneration 0.10.3
A Python package for generating music with deep learning CNN LTSM model.14 versions - Latest release: over 3 years ago - 1 dependent repositories - 319 downloads last month - 0 stars on GitHub - 1 maintainer
provision-ai 23.3.24
AI experiment provisioner2 versions - Latest release: about 2 years ago - 104 downloads last month - 1 maintainer
neuronica 0.0.1
A simple deep learning library1 version - Latest release: 3 months ago - 45 downloads last month - 1 maintainer
xpysom 1.0.7
Minimalistic implementation of batch Self Organizing Maps (SOM) for parallel execution on CPU or ...3 versions - Latest release: almost 4 years ago - 1 dependent repositories - 5.16 thousand downloads last month - 17 stars on GitHub - 1 maintainer
segmentae 1.0.27
SegmentAE: A Python Library for Anomaly Detection Optimization9 versions - Latest release: 6 months ago - 99 downloads last month - 3 stars on GitHub - 1 maintainer
neuralnetlogical 0.0.0
Neural Network Logic Operators1 version - Latest release: about 2 years ago - 49 downloads last month - 1 maintainer
clika-ace 0.0.2
A fake package to warn the user they are not installing the correct package.3 versions - Latest release: about 1 year ago - 73 downloads last month - 1 maintainer
neuralnetlogicalop 0.0.0
Neural Network Logic Operators1 version - Latest release: about 2 years ago - 45 downloads last month - 1 maintainer
optimyzer-api-client 0.5.1
An API Client for Optimyzer2 versions - Latest release: about 2 years ago - 92 downloads last month - 0 stars on gitlab.com - 1 maintainer
torchzero 0.1.8
Modular optimization library for PyTorch.9 versions - Latest release: 2 months ago - 398 downloads last month - 3 stars on GitHub - 1 maintainer
artlib 0.1.3
A Python library for Adaptive Resonance Theory (ART) algorithms.4 versions - Latest release: 5 months ago - 207 downloads last month - 9 stars on GitHub - 1 maintainer
morph-py 0.0.6b0
Automate the refinement of your neural network architecture6 versions - Latest release: about 6 years ago - 1 dependent repositories - 167 downloads last month - 16 stars on GitHub - 1 maintainer
agrippa 1.0.1
Making AI easier7 versions - Latest release: about 2 years ago - 375 downloads last month - 18,800 stars on GitHub - 1 maintainer
neuralnetoperators 0.0.0
Neural Network Logic Operators2 versions - Latest release: about 2 years ago - 64 downloads last month - 1 maintainer
akademy 0.1.51
akademy: A Reinforcement Learning Framework16 versions - Latest release: about 2 years ago - 670 downloads last month - 4 stars on GitHub - 1 maintainer
neuraloperators 1.0
Neural Network Logic Operators1 version - Latest release: about 2 years ago - 30 downloads last month - 1 maintainer
neurogym 1.0.8
NeuroGym: Gymnasium-style Cognitive Neuroscience Tasks7 versions - Latest release: 3 months ago - 253 downloads last month - 276 stars on GitHub - 2 maintainers
Top 5.0% on pypi.org
16 versions - Latest release: about 10 years ago - 40 dependent repositories - 2.71 thousand downloads last month - 1 maintainer
neurolab 0.3.5
Simple and powerfull neural network library for python16 versions - Latest release: about 10 years ago - 40 dependent repositories - 2.71 thousand downloads last month - 1 maintainer
idinn 0.2.0
Inventory dynamics–informed neural networks and other related controllers for solving single-sour...7 versions - Latest release: 6 days ago - 478 downloads last month - 0 stars on gitlab.com - 1 maintainer
Top 2.7% on pypi.org
51 versions - Latest release: 4 months ago - 10 dependent packages - 35 dependent repositories - 15.5 thousand downloads last month - 996 stars on GitHub - 2 maintainers
brian2 2.8.0
A clock-driven simulator for spiking neural networks51 versions - Latest release: 4 months ago - 10 dependent packages - 35 dependent repositories - 15.5 thousand downloads last month - 996 stars on GitHub - 2 maintainers
stockfast 0.0.6
A Stock and Crypto Predictor using Neural Networks6 versions - Latest release: about 4 years ago - 1 dependent repositories - 242 downloads last month - 1 maintainer
neurenix 1.0.2
Empowering Intelligent Futures, One Edge at a Time.3 versions - Latest release: about 1 month ago - 316 downloads last month - 1 stars on GitHub - 1 maintainer
brainnet 0.0.01
A library for Artificial Intelligence1 version - Latest release: over 1 year ago - 1 maintainer
graforvfl 2.0.0
GrafoRVFL: A Gradient-Free Optimization Framework for Boosting Random Vector Functional Link Network5 versions - Latest release: 12 days ago - 180 downloads last month - 5 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
13 versions - Latest release: about 4 years ago - 4 dependent repositories - 377 downloads last month - 372 stars on GitHub - 1 maintainer
snntoolbox 0.6.0
Spiking neural network conversion toolbox13 versions - Latest release: about 4 years ago - 4 dependent repositories - 377 downloads last month - 372 stars on GitHub - 1 maintainer
mdgrad 0.2.1
Tensor-based autdiff engine and neural network API4 versions - Latest release: 11 months ago - 152 downloads last month - 11,573 stars on GitHub - 1 maintainer
xcsf 1.4.7
XCSF learning classifier system: rule-based evolutionary machine learning27 versions - Latest release: 8 months ago - 1 dependent repositories - 6.22 thousand downloads last month - 32 stars on GitHub - 1 maintainer
esnpy 0.4.0
Out-of-the-box framework for Echo State Networks5 versions - Latest release: almost 2 years ago - 171 downloads last month - 6 stars on GitHub - 1 maintainer
auris 0.0.1
Audio Understanding for Resource-constrained Intelligent Systems1 version - Latest release: 5 months ago - 58 downloads last month - 1 stars on GitHub - 1 maintainer
bluecellulab 2.6.46
Biologically detailed neural network simulations and analysis.133 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 3.56 thousand downloads last month - 2 stars on GitHub - 5 maintainers
pinns 0.1.0
Solve differntial equations using neural networks1 version - Latest release: over 2 years ago - 94 downloads last month - 8 stars on GitHub - 1 maintainer
feasel-net 0.0.10
A Keras callback package for recursively pruning the most uninformative input nodes during training.8 versions - Latest release: about 1 year ago - 1 dependent repositories - 209 downloads last month - 1 stars on GitHub - 1 maintainer
llm-astar 0.1.4
LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning.4 versions - Latest release: 10 months ago - 192 downloads last month - 58 stars on GitHub - 1 maintainer
blenderneuron 2.1.1
Interface for Blender <-> NEURON7 versions - Latest release: 6 months ago - 257 downloads last month - 1 maintainer
Top 5.4% on pypi.org
3 versions - Latest release: about 6 years ago - 1 dependent package - 36 dependent repositories - 532 downloads last month - 147 stars on GitHub - 1 maintainer
pybnn 0.0.5 💰
Simple python framework for Bayesian neural networks3 versions - Latest release: about 6 years ago - 1 dependent package - 36 dependent repositories - 532 downloads last month - 147 stars on GitHub - 1 maintainer
nnstacking 0.0.1
Emsembler of predictors using neural networks1 version - Latest release: almost 6 years ago - 1 dependent repositories - 49 downloads last month - 1 maintainer
metaperceptron 2.0.0
MetaPerceptron: A Standardized Framework for Metaheuristic-Trained Multi-Layer Perceptron4 versions - Latest release: 6 months ago - 208 downloads last month - 9 stars on GitHub - 1 maintainer
brainml 0.0.3
BrainML is a machine learning library capable of implementing neural networks.2 versions - Latest release: over 4 years ago - 56 downloads last month - 1 stars on GitHub - 1 maintainer
torch-dreams 4.0.0
Making neural networks more interpretable, for research and art20 versions - Latest release: almost 2 years ago - 2 dependent repositories - 974 downloads last month - 239 stars on GitHub - 1 maintainer
Top 7.2% on pypi.org
7 versions - Latest release: almost 7 years ago - 4 dependent repositories - 975 downloads last month - 212 stars on GitHub - 1 maintainer
anfis 0.3.1
Python Adaptive Neuro Fuzzy Inference System7 versions - Latest release: almost 7 years ago - 4 dependent repositories - 975 downloads last month - 212 stars on GitHub - 1 maintainer
neuralnetop 0.0.0
Neural Network Logic Operators1 version - Latest release: about 2 years ago - 54 downloads last month - 1 maintainer
fwriter 0.0.1
Easy logging for training NN1 version - Latest release: about 5 years ago - 1 dependent repositories - 28 downloads last month - 0 stars on GitHub - 1 maintainer
nnoperators 0.1
Neural Network Logic Operators3 versions - Latest release: about 2 years ago - 95 downloads last month - 1 maintainer
clika-compression 0.0.2
A fake package to warn the user they are not installing the correct package.3 versions - Latest release: about 1 year ago - 85 downloads last month - 1 maintainer
plant-disease-classification 0.2.0
A Python module that classifies disease on plants2 versions - Latest release: over 4 years ago - 1 dependent repositories - 47 downloads last month - 7 stars on GitHub - 1 maintainer
eden-python 0.2.0
Convert your python function into a hosted endpoint with minimal changes to your existing code3 versions - Latest release: over 2 years ago - 1 dependent repositories - 155 downloads last month - 48 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
12 versions - Latest release: about 1 year ago - 4 dependent repositories - 967 downloads last month - 719 stars on GitHub - 2 maintainers
norse 1.1.0 💰
A library for deep learning with spiking neural networks12 versions - Latest release: about 1 year ago - 4 dependent repositories - 967 downloads last month - 719 stars on GitHub - 2 maintainers
pymli 0.0.9
A Python Machine Learning Library7 versions - Latest release: over 5 years ago - 1 dependent repositories - 218 downloads last month - 1 maintainer
ai4ts 0.0.3 💰
AI for Time Series4 versions - Latest release: 7 months ago - 75.4 thousand downloads last month - 8 stars on GitHub - 1 maintainer
spikelearn 0.1.2
Spiking neural networks for AI workflows and neuromorphic computing3 versions - Latest release: about 2 years ago - 137 downloads last month - 2 stars on GitHub - 1 maintainer
roerich 0.6.0
Change point detection.7 versions - Latest release: almost 2 years ago - 2 dependent repositories - 237 downloads last month - 59 stars on GitHub - 2 maintainers
deepforge 0.0.7
A python object oriented library to model deep neural networks based on Keras/Tensorflow.7 versions - Latest release: over 1 year ago - 196 downloads last month - 5 stars on GitHub - 1 maintainer
hcr 1.2.0.dev1
Visualizing the beauty of neural networks1 version - Latest release: almost 2 years ago - 57 downloads last month - 2 stars on GitHub - 1 maintainer
tensorbuilder 0.3.6 💰
A light wrapper over TensorFlow that enables you to easily create complex deep neural networks us...12 versions - Latest release: about 8 years ago - 1 dependent repositories - 301 downloads last month - 92 stars on GitHub - 1 maintainer
neuralm 0.1.0
A PyTorch model generator from YAML configurations1 version - Latest release: 9 days ago
deformation-inversion-layer 1.1.2
Deformation inversion layer is a neural network layer for inverting deformation fields4 versions - Latest release: over 1 year ago - 168 downloads last month - 3 stars on GitHub - 1 maintainer
neuralnetworkcoordinates 1.0.0
NeuralNetworkCoordinates: Precise coordinates for visualizing intricate neural network transforma...1 version - Latest release: over 1 year ago - 62 downloads last month - 1 stars on GitHub - 1 maintainer
timeseriesai 0.0.0 💰
AI for Time Series1 version - Latest release: 7 months ago - 74 downloads last month - 8 stars on GitHub - 1 maintainer
logicalpnn 0.0.0
Neural Network Logic Operators1 version - Latest release: about 2 years ago - 45 downloads last month - 1 maintainer
molprivacy 0.1.1
Assessing training data privacy for molecular property prediction.2 versions - Latest release: about 2 months ago - 114 downloads last month - 0 stars on GitHub - 1 maintainer
Top 6.4% on pypi.org
8 versions - Latest release: about 1 year ago - 2 dependent repositories - 793 downloads last month - 1,406 stars on GitHub - 2 maintainers
pygod 1.1.0
A Python Library for Graph Outlier Detection (Anomaly Detection)8 versions - Latest release: about 1 year ago - 2 dependent repositories - 793 downloads last month - 1,406 stars on GitHub - 2 maintainers
autolrtuner 1.0.2
Heuristically optimize learning rates in neural networks through subsampling loss differentials.3 versions - Latest release: 4 months ago - 134 downloads last month - 1 stars on GitHub - 1 maintainer
evorbf 2.0.0
EvoRBF: A Nature-inspired Algorithmic Framework for Evolving Radial Basis Function Networks4 versions - Latest release: 5 months ago - 150 downloads last month - 7 stars on GitHub - 1 maintainer
deepbays 0.1.11
Bayesian deep neural networks in the proportional regime as renormalized kernel gaussian processes20 versions - Latest release: 6 months ago - 636 downloads last month - 1 maintainer
Top 4.2% on pypi.org
17 versions - Latest release: about 4 years ago - 126 dependent repositories - 991 downloads last month - 4,690 stars on GitHub - 1 maintainer
lucid 0.3.10
Collection of infrastructure and tools for research in neural network interpretability.17 versions - Latest release: about 4 years ago - 126 dependent repositories - 991 downloads last month - 4,690 stars on GitHub - 1 maintainer
recurrent-js-python 0.0.1
Python implementation of Andrej Kaparthy's recurrentjs library1 version - Latest release: over 10 years ago - 2 dependent repositories - 26 downloads last month - 1 maintainer
hopfield 0.0.1
A simple, illustrative implementation of Hopfield Networks1 version - Latest release: over 1 year ago - 1 dependent repositories - 0 stars on GitHub - 1 maintainer
pnn 0.0.5
Libraries for Photonic Neural Networks5 versions - Latest release: over 3 years ago - 1 dependent repositories - 190 downloads last month - 20 stars on GitHub - 1 maintainer
napari-convpaint 0.7.0
A plugin for segmentation by pixel classification using pre-trained neural networks for feature e...10 versions - Latest release: 12 days ago - 2 dependent packages - 302 downloads last month - 15 stars on GitHub - 1 maintainer
panndas 0.0.2
Neural networks in pandas3 versions - Latest release: about 3 years ago - 1 dependent repositories - 430 downloads last month - 51 stars on GitHub - 1 maintainer
deforce 1.0.0
deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks2 versions - Latest release: about 1 year ago - 96 downloads last month - 0 stars on GitHub - 1 maintainer
video2tfrecord 1.1
Easily convert RGB video data (e.g. .avi) to the TensorFlow tfrecord file format for training e.g...8 versions - Latest release: almost 7 years ago - 2 dependent repositories - 252 downloads last month - 153 stars on GitHub - 2 maintainers
verifinn 0.0.0.dev10
A package for robustness verification of neural networks using optimization methods.10 versions - Latest release: almost 2 years ago - 333 downloads last month - 1 stars on GitHub - 1 maintainer
Top 2.1% on pypi.org
8 versions - Latest release: about 2 months ago - 12 dependent packages - 19 dependent repositories - 26.8 thousand downloads last month - 1,496 stars on GitHub - 1 maintainer
minisom 2.3.5
Minimalistic implementation of the Self Organizing Maps (SOM)8 versions - Latest release: about 2 months ago - 12 dependent packages - 19 dependent repositories - 26.8 thousand downloads last month - 1,496 stars on GitHub - 1 maintainer
psychrnn 1.0.0
Easy-to-use package for the modeling and analysis of neural network dynamics, directed towards co...3 versions - Latest release: about 4 years ago - 1 dependent repositories - 162 downloads last month - 136 stars on GitHub - 2 maintainers
dl4d 1.8.1
Deep Learning for empirical DownScaling2 versions - Latest release: 9 months ago - 50 downloads last month - 91 stars on GitHub - 1 maintainer
Related Keywords
machine learning
83
deep learning
72
python
64
pytorch
39
deep-learning
37
machine-learning
34
artificial intelligence
28
neural-network
25
tensorflow
21
neural-networks
20
python3
16
neural nets
16
classification
16
optimization
15
logical operators
14
neural net logical operators
14
ai
13
neuroscience
11
data mining
9
torch
9
genetic-algorithm
9
tensor
8
ml
8
keras
8
supervised learning
8
reinforcement learning
8
clustering
8
visualization
7
ann
7
convolutional neural networks
7
data science
7
ART neural network
7
AI
7
regression
7
llm
6
time series
6
single hidden layer network
6
particle-swarm-optimization
6
Simulations
6
Intelligent optimization
6
Performance analysis
6
Robust optimization
6
Computational intelligence
6
Local search
6
mcculloh-pitt
6
Search space exploration
6
Convergence analysis
6
accuracy
6
precision
6
recall
6
confusion matrix
6
Whale Optimization Algorithm (WOA)
6
Grey wolf optimizer (GWO)
6
Simulated annealing
6
Differential evolution (DE)
6
Ant colony optimization (ACO)
6
Particle swarm optimization (PSO)
6
Cross-validationGenetic algorithm (GA)
6
optimization algorithms
6
data-science
6
numpy
6
deep-neural-networks
5
analysis
5
whale-optimization-algorithm
5
anomaly detection
5
compression
5
jax
5
feature visualization
5
automatic differentiation
5
transformer
5
spearman correlation coefficient (SCC)
4
incomplete time series
4
partially-observed time series
4
irregular sampled
4
partially observed
4
forecasting
4
spiking neurons
4
pearson correlation coefficient (PCC)
4
backpropagation
4
spiking-neural-networks
4
generalization
4
online learning
4
time-series
4
artificial-intelligence
4
nature-inspired algorithms
4
random projection
4
MLOps
4
research
4
segmentation
4
evolutionary-algorithms
4
quantization
4
metaheuristic-algorithms
4
pruning
4
clika
4
vision
4
nature-inspired-algorithms
4
generative
4
ML
4
edge
4
time-series analysis
4