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Qaagi - Book of Why

Causes

Effects

a tooldesignedespecially for detecting bias in machine learning algorithms

due to lack of sufficient features and related datasets used for training the models(passive) may be causedThe bias in the Machine Learning model

by human bias(passive) influenced bya truly unbiased machine learning tool

potential employeesis leadingto new types of bias " Machine learning algorithms

companies such as Google , that have already collected vast amounts of dataare leadingthe way in machine learning

as Microsoft continuesto leadthe way in machine learning

Biased training datawill leadto biased machine learning systems Machine learning

Biased training datawill leadto biased machine learning systems

This lack of representationleadsto skewing of machine learning results

its easier to counteract than bias in humansdiscoverbias in algorithms

Big datacan leadto biased decision - making in machine learning

by exactly that issue(passive) caused bybias in algorithms

attemptsto designmachine learning based classifiers

images ... the Westleadsto machine learning that reflects the bias inherent in them

This category of AI is actuallyhas ledto the rise of machine learning

a predominantly white male coding workforceis causingbias in algorithms

the testsetin machine learning approach

a series of inputs , outputs , and hidden layerscontributeto machine learning outcomes

fairness measuresdesignedto quantify machine learning bias

models training result(passive) could be influencedSelection A machine learning

source dats(passive) caused bymachine learning bias

many frameworksspecifically designedfor using machine learning

solutionshave been designedusing machine learning

The main focus of this workshop wasto designusing machine learning

Smart Replyis designedusing machine learning

search - driven analytics ... an intelligence layerdiscoversinsights with machine learning

every taskhas contributedto the existence of machine learning

AdSense even easierto setup by using machine learning

by biased training data(passive) are ... caused bybiased machine learning predictions

new patterns of fragmentationdiscoveredusing machine learning

Her researchcontributesto machine learning , Bayesian statistics

three directions ... psychological researchcould contributemeaningfully to machine learning

a trainingsetfor a machine learning classifier

the combined featuresetto a machine learning classifier

An adversarial example ... that is intendedto causea machine learning classifier

that is intendedto causea machine learning classifier

Ashish Mahabal of Caltech(passive) led byMachine Learning for the ZTF , "

the concept of regularization ... problemscan causein machine learning analyses

that training on the re - weighted dataset corresponds to training on the unobserved but unbiased labelsthus leadingto an unbiased machine learning classifier

These crash courses are keyto contributeto the democratization of Machine Learning

these systems to discriminate according to race , gender or socioeconomic statuscan ... causethese systems to discriminate according to race , gender or socioeconomic status

to bias systemscan leadto bias systems

to biased systemscan leadto biased systems

hidden insight from your datadiscoverhidden insight from your data

hidden insight from your datadiscoverhidden insight from your data

to an era of fully personalised ad deliveryto leadto an era of fully personalised ad delivery

machine learning systems to make predictable errors by exploiting system blind spotscan causemachine learning systems to make predictable errors by exploiting system blind spots

to make the text more appropriate for feeding to a machine learning algorithmare ... designedto make the text more appropriate for feeding to a machine learning algorithm

the structure in the datato discoverthe structure in the data

artificial intelligence resultsto influenceartificial intelligence results

the structure in the data and express it in the more abstract ways and rich knowledge formalismsto discoverthe structure in the data and express it in the more abstract ways and rich knowledge formalisms

in higher single - precision performance and relatively low double - precision performanceresultsin higher single - precision performance and relatively low double - precision performance

blindnesscan ... causeblindness

poor decisionscausingpoor decisions

to our perceptions of valuecan contributeto our perceptions of value

patterns in the datato discoverpatterns in the data

pathology just yetis ... influencingpathology just yet

new attack patternsto discovernew attack patterns

in everything from job - search ads that show women lower - paying positions than men to predictive - policing software that perpetuates disparities in communities of colorresultin everything from job - search ads that show women lower - paying positions than men to predictive - policing software that perpetuates disparities in communities of color

trends and usage patternsto discovertrends and usage patterns

a lot of problemshas causeda lot of problems

classify , and protect sensitive data in the cloudto discoverclassify , and protect sensitive data in the cloud

critical insights among your data and alert you instantlyto discovercritical insights among your data and alert you instantly

the patternsto discoverthe patterns

the patterns implicit in data from human behaviorto discoverthe patterns implicit in data from human behavior

trendsto discovertrends

flooring modelsto discoverflooring models

company homes pagesto ... discovercompany homes pages

to further model experimentation through feature engineeringcould leadto further model experimentation through feature engineering

The store(passive) is designedThe store

clothesto designclothes

new drugs or novel compoundsto discovernew drugs or novel compounds

new materialsto discovernew materials

exoplanetsto discoverexoplanets

themes , targets and relationshipsto ... discoverthemes , targets and relationships

how the lives of those with chronic health conditions can be improvedto discoverhow the lives of those with chronic health conditions can be improved

shape descriptorsto discovershape descriptors

latent socialto discoverlatent social

earlier this yeardiscoveredearlier this year

science crisiscausingscience crisis

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