MLHub Currated Packages

The MLHub repository hosts the following currated pre-built machine learning models. Try them out and let us know if you have any issues. They are easily and quickly installed and demonstrated. Feedback is welcome through github. Visit MLHub.ai for details.

Anyone can create a MLHub package simply by including a MLHUB.yaml file in their github repository. The models listed here are currated in by MLHub administrators. If you find any issues do be sure to report them.

Catalogue

Name	Version	Description
animate	2.1.5	Tell a data narative through animations
audit	4.1.0	Classic financial audit predictive classification model.
azanomaly	3.1.4	Azure Anomaly Detection.
azcv	2.7.2	Azure Computer Vision.
azface	2.2.1	Azure Face API demo.
azlang	0.0.4	Azure language cognitive service on the cloud.
azspeech	4.4.1	Azure Speech cognitive services on the cloud.
aztext	2.5.2	Azure Text Analytics cognitive services on the cloud.
aztranslate	2.5.3	Azure Text Translation cognitive services on the cloud.
barchart	2.0.2	Demonstrate the concept of barcharts.
beeswarm	2.0.1	Demonstrate the concept of bee swarm charts.
bing	0.1.5	Bing Maps
cars	1.0.0	Identify car make and model from a photo.
colorize	1.5.9	Demonstrate the concept of photo colorization.
cvbp	2.2.0	Computer vision best practices.
deepspeech	0.0.3	Deepspeech
easyocr	0.0.8	Extract text from images.
facedetect	0.2.5	Simple face detection.
facematch	0.4.2	Simple face recognition.
google	0.0.1	Google Maps
iris	2.1.3	Classic iris plant species classifier.
kmeans	0.3.0	An animation demonstration for the kmeans clustering
movies	2.0.4	Movie recommendation using the SAR algorthm.
objects	1.6.27	Recognise objects in an image using resnet152.
ocsvm	0.0.5	Introducing one-class support vector machine.
opencv	1.0.3	OpenCV Computer Vision.
patientpaths	0.0.8	Report patient paths for specific scenarios.
ports	2.0.2	Demostrate the concept of visualising data.
pyiris	0.0.8	Classification models in Python using the iris dataset.
pyspeech	0.1.3	Convert audio speech to text across multiple services.
rain	5.1.4	Predict if it will rain tomorrow (decision tree and rand...
rbm	1.0.6	Recommendations using restricted Boltzmann machine.
sar	1.1.6	Smart adaptive recommendations.
scatter	2.0.1	Demonstrate the concept of scatter plots.
sgnc	0.1.1	Node classification for graphs using StellarGraph.
tapwater	0.0.3	Factor analysis for understanding customers
webcam	1.1.0	Capture video, process, feed dummy device for Zoom.
zynlp	0.0.11	Tweets sentiment analysis.

Showcase

Visualisation

Visual presetnation of data is crucial for understanding data and sharing the data story with others. Animations can be quite effective in telling the story over time. The basic visualisations include the barchart and the scatter plot. A more informative scatter plot is the beeswarm plot. Visualisations are effectively used in all kinds of reports as in this study of Australian sea ports.

Prediction

Machine learning algorithms are typically deployed for the task of prediction and classification. The rain package, from Rattle, includes a model to predict if it will rain tomorrow using decision tree and random forest algorithms. The audit package, also from Rattle, demonstrates the task of identifying clients who should be audited for tax compliance, for example. The traditional example used to demonstration classification is the iris package using decision trees to predict the iris plant species. A variation on this using Python is available as pyiris. Recommendation systems also perform prediction to be able to suggest movies to watch. A one class support vector machine (ocsvm) can be used to identify outliers.

Computer Vision

cars — objects — opencv — colorize — facedetect

Azure Cloud AI

azcv — aztext — aztranslate — azface — azspeech — azanomaly — azlang

Index

academic publications

sgnc Node classification for graphs using StellarGraph.

adult

azcv Azure Computer Vision.

animation

animate Tell a data narative through animations

anomaly detection

azanomaly Azure Anomaly Detection.
ocsvm Introducing one-class support vector machine.

athletics

animate Tell a data narative through animations

australian government

ports Demostrate the concept of visualising data.

azure

azanomaly Azure Anomaly Detection.
azcv Azure Computer Vision.
azlang Azure language cognitive service on the cloud.
azspeech Azure Speech cognitive services on the cloud.
aztext Azure Text Analytics cognitive services on the cloud.
aztranslate Azure Text Translation cognitive services on the cloud.

bar chart

barchart Demonstrate the concept of barcharts.
ports Demostrate the concept of visualising data.

best practices

cvbp Computer vision best practices.

bing maps

bing Bing Maps

biology

iris Classic iris plant species classifier.
pyiris Classification models in Python using the iris dataset.

blurry

opencv OpenCV Computer Vision.

brand detection

azcv Azure Computer Vision.
cars Identify car make and model from a photo.

cars

cars Identify car make and model from a photo.

cart

pyiris Classification models in Python using the iris dataset.

classification

audit Classic financial audit predictive classification model.
cars Identify car make and model from a photo.
iris Classic iris plant species classifier.
objects Recognise objects in an image using resnet152.
ocsvm Introducing one-class support vector machine.
pyiris Classification models in Python using the iris dataset.
rain Predict if it will rain tomorrow (decision tree and random forest).
sgnc Node classification for graphs using StellarGraph.

climate

rain Predict if it will rain tomorrow (decision tree and random forest).

cloud

azanomaly Azure Anomaly Detection.
azcv Azure Computer Vision.
aztranslate Azure Text Translation cognitive services on the cloud.

cluster

kmeans Kmeans clustering with animation.

colorize

colorize Demonstrate the concept of photo colorization.

command detect

azface Azure Face API demo.

command similar

azface Azure Face API demo.

computer vision

azcv Azure Computer Vision.
azface Azure Face API demo.
cars Identify car make and model from a photo.
colorize Demonstrate the concept of photo colorization.
cvbp Computer vision best practices.
easyocr Extract text from images.
facedetect Simple face detection.
facematch Simple face recognition.
objects Recognise objects in an image using resnet152.
opencv OpenCV Computer Vision.
webcam Capture video

consumer involvement

tapwater Factor analysis for understanding customers

convolution network

sgnc Node classification for graphs using StellarGraph.

cora

sgnc Node classification for graphs using StellarGraph.

decision tree

audit Classic financial audit predictive classification model.
iris Classic iris plant species classifier.
pyiris Classification models in Python using the iris dataset.
rain Predict if it will rain tomorrow (decision tree and random forest).

deep learning

zynlp Tweets sentiment analysis.

deep neural networks

azspeech Azure Speech cognitive services on the cloud.
deepspeech Deepspeech

deepspeech

deepspeech Deepspeech

dnn

aztext Azure Text Analytics cognitive services on the cloud.
cars Identify car make and model from a photo.
objects Recognise objects in an image using resnet152.
pyspeech Convert audio speech to text across multiple services.
sgnc Node classification for graphs using StellarGraph.

entity

aztext Azure Text Analytics cognitive services on the cloud.

face detection

azcv Azure Computer Vision.
azface Azure Face API demo.
facedetect Simple face detection.

face recognition

azface Azure Face API demo.
facematch Simple face recognition.

factor analysis

tapwater Factor analysis for understanding customers

geocode

bing Bing Maps
google Google Maps

ggplot2

ocsvm Introducing one-class support vector machine.
ports Demostrate the concept of visualising data.

google

pyspeech Convert audio speech to text across multiple services.

google maps

google Google Maps

graph

sgnc Node classification for graphs using StellarGraph.

graph convolution network

sgnc Node classification for graphs using StellarGraph.

graphics

barchart Demonstrate the concept of barcharts.
beeswarm Demonstrate the concept of bee swarm charts.
colorize Demonstrate the concept of photo colorization.
ports Demostrate the concept of visualising data.
scatter Demonstrate the concept of scatter plots.

health

patientpaths Report patient paths for specific scenarios.

image classification

cars Identify car make and model from a photo.
objects Recognise objects in an image using resnet152.

image to text

azcv Azure Computer Vision.
easyocr Extract text from images.

imagenet

objects Recognise objects in an image using resnet152.

introductory

barchart Demonstrate the concept of barcharts.
cars Identify car make and model from a photo.
ocsvm Introducing one-class support vector machine.
pyiris Classification models in Python using the iris dataset.
rain Predict if it will rain tomorrow (decision tree and random forest).
scatter Demonstrate the concept of scatter plots.
sgnc Node classification for graphs using StellarGraph.

iris

iris Classic iris plant species classifier.
ocsvm Introducing one-class support vector machine.
pyiris Classification models in Python using the iris dataset.

k nearest neighbours

pyiris Classification models in Python using the iris dataset.

keras

colorize Demonstrate the concept of photo colorization.

kmeans

kmeans Kmeans clustering with animation.

language

azlang Azure language cognitive service on the cloud.

line chart

animate Tell a data narative through animations
ocsvm Introducing one-class support vector machine.

linear discriminant analysis

pyiris Classification models in Python using the iris dataset.

location

bing Bing Maps
google Google Maps

map

bing Bing Maps
google Google Maps

motor vehicles

cars Identify car make and model from a photo.

movie recommendation

movies Movie recommendation using the SAR algorthm.

naive bayes

pyiris Classification models in Python using the iris dataset.

natural language processing

azspeech Azure Speech cognitive services on the cloud.
deepspeech Deepspeech

natural language understanding

aztext Azure Text Analytics cognitive services on the cloud.
pyspeech Convert audio speech to text across multiple services.

neural network

sgnc Node classification for graphs using StellarGraph.

object detection

azcv Azure Computer Vision.

ocr

azcv Azure Computer Vision.
easyocr Extract text from images.

opencv

webcam Capture video

outliers

ocsvm Introducing one-class support vector machine.

patient pathways

patientpaths Report patient paths for specific scenarios.

phrases

aztext Azure Text Analytics cognitive services on the cloud.

plot

animate Tell a data narative through animations
barchart Demonstrate the concept of barcharts.
beeswarm Demonstrate the concept of bee swarm charts.
ports Demostrate the concept of visualising data.
scatter Demonstrate the concept of scatter plots.

policy

ports Demostrate the concept of visualising data.

prediction

objects Recognise objects in an image using resnet152.
rain Predict if it will rain tomorrow (decision tree and random forest).

psych

tapwater Factor analysis for understanding customers

python

azface Azure Face API demo.
cars Identify car make and model from a photo.
colorize Demonstrate the concept of photo colorization.
kmeans Kmeans clustering with animation.
objects Recognise objects in an image using resnet152.
pyiris Classification models in Python using the iris dataset.
pyspeech Convert audio speech to text across multiple services.
sgnc Node classification for graphs using StellarGraph.
webcam Capture video
zynlp Tweets sentiment analysis.

python3

facedetect Simple face detection.
facematch Simple face recognition.

pytorch

cars Identify car make and model from a photo.

r

animate Tell a data narative through animations
audit Classic financial audit predictive classification model.
iris Classic iris plant species classifier.
movies Movie recommendation using the SAR algorthm.
ocsvm Introducing one-class support vector machine.
rain Predict if it will rain tomorrow (decision tree and random forest).
scatter Demonstrate the concept of scatter plots.
tapwater Factor analysis for understanding customers

random data

ocsvm Introducing one-class support vector machine.

random forest

rain Predict if it will rain tomorrow (decision tree and random forest).

recommendation

movies Movie recommendation using the SAR algorthm.
rbm Recommendations using restricted Boltzmann machine.
sar Smart adaptive recommendations.

resnet

cars Identify car make and model from a photo.
cvbp Computer vision best practices.
objects Recognise objects in an image using resnet152.

rpart

audit Classic financial audit predictive classification model.
iris Classic iris plant species classifier.

sar

movies Movie recommendation using the SAR algorthm.

scatter plot

beeswarm Demonstrate the concept of bee swarm charts.
ports Demostrate the concept of visualising data.
scatter Demonstrate the concept of scatter plots.

sea ports

ports Demostrate the concept of visualising data.

sentiment analysis

aztext Azure Text Analytics cognitive services on the cloud.

spatial

bing Bing Maps
google Google Maps

speech

pyspeech Convert audio speech to text across multiple services.
zynlp Tweets sentiment analysis.

speech synthesis

azspeech Azure Speech cognitive services on the cloud.

speech to text

azspeech Azure Speech cognitive services on the cloud.
deepspeech Deepspeech
pyspeech Convert audio speech to text across multiple services.

sports

animate Tell a data narative through animations

stellar graph

sgnc Node classification for graphs using StellarGraph.

support vector machine

ocsvm Introducing one-class support vector machine.
pyiris Classification models in Python using the iris dataset.

tensorflow

colorize Demonstrate the concept of photo colorization.
sgnc Node classification for graphs using StellarGraph.

text analytics

aztext Azure Text Analytics cognitive services on the cloud.

text to speech

azspeech Azure Speech cognitive services on the cloud.

text translation

aztranslate Azure Text Translation cognitive services on the cloud.

thumbnail

azcv Azure Computer Vision.

transcription

azspeech Azure Speech cognitive services on the cloud.

translation

aztranslate Azure Text Translation cognitive services on the cloud.

video

webcam Capture video

visualisation

barchart Demonstrate the concept of barcharts.
beeswarm Demonstrate the concept of bee swarm charts.
kmeans Kmeans clustering with animation.
ports Demostrate the concept of visualising data.
scatter Demonstrate the concept of scatter plots.

weather

rain Predict if it will rain tomorrow (decision tree and random forest).

webcam

webcam Capture video

zoom

webcam Capture video