2019 AutoML软件/工具列表
本帖最后由 Scadao 于 2019-12-28 01:16 编辑SoftwareCategoryLaunched in*# of employees**
Auger.aiStartup2017
Auto-sklearnOpen source (Python)
Auto-WEKAOpen source2013
BigML OptiMLOpen source
Business Insight's TIMi SuiteStartup
11-25
CaretOpen source (R)
CompellonStartup201111-25
DataRobotStartup2012251-500
DMWay AnalyticsStartup20141-10
EnhencerStartup20171-10
Google Cloud AutoMLTech giant2018
H2O.aiStartup201251-100
KorticalStartup201611-25
MLJARStartup20161-10
PurePredictiveStartup201111-50
Tazi.aiStartup20151-10
TPOT (Tree-based Pipeline Optimization Tool)Open source (Python)
Xpanse AnalyticsStartup20141-10
Showing 1 to 18 of 18 entries
我重点浏览了第一款 Auger.ai其本身没有独到的模型算法，其原理是综合业界很多的机器学习和深度学习算法，加以优选而已。
CompanyCountryAutoML ToolIndustryUse CaseResults
Ascendas-Singbridge Group (ASG)SingaporeDataRobotReal EstateParking Lot Efficiency▪ 20% increase in revenue
▪ Reduced deployment time
▪ More accurate predictions on parking lot usage
AvantUSDataRobotFinanceLoan Decisions▪ Time savings
▪ More accurate identification of risk
California Design DenUSGoogle Cloud AutoMLRetail & Consumer GoodsE-Commerce▪ 50% reduction in inventory carryovers
▪ Improved profit margins
Consensus CorporationUSDataRobotTechnologyFraud Detection▪ 24% improvement in fraud detection
▪ 55% reduction in false-positives
▪ Reduced deployment time from 3-4 weeks to 8 hours
DemystDataUSDataRobotTechnologyProduct Quality▪ Democratization of the process
▪ Reduced cost by one tenth
Domestic & General (D&G)UKDataRobotInsuranceCustomer Experience▪ Increased number of customers who gets optimal price from 40,000 to 300,000
▪ Improved pricing optimization from 1.5% to 4% of the revenue
EvariantUSDataRobotHealthcareService Delivery and Marketing Management▪ 10 times shorter deployment time
▪ More one-to-one involvements with clients
▪ Increased ROI
▪ Improved service quality
G5USH2O.aiReal EstateMarketing and Call Center Management▪ 5 times faster model building
▪ Improved accuracy by 95%
HarmoneyAustraliaDataRobotFintechCredit Application Process▪ More accurate risk assessment
▪ Increased profitability
▪ Shortened credit application process
HortifrutChileH2O.aiAgricultureProduct Quality▪ Reduced deployment time from weeks to hours
ImagiaCanadaGoogle Cloud AutoMLHealthcareResearch and Development▪ Reduced test processing time from 16 hours to 1 hour
▪ Improved diagnosis results
LenovoBrazilDataRobotTechnologySales and Manufacturing Operations▪ Increased accurate predictions from 80% to 87.5%
▪ Reduced model creation time from 4 weeks to 3 days
LogMeInUSDataRobotTechnologyCustomer Experience▪ Reduced data analysis time from days to minutes
▪ Continuously improved accuracy
▪ Reduced deployment time
Meredith CooperationUSGoogle Cloud AutoMLMedia & EntertainmentContent Classification▪ Improved awareness for future trends
▪ Improved customer experience
NTUC IncomeSingaporeDataRobotInsurancePricing▪ Simplified data complexity
▪ Better identification of key drivers for prices
One MarketingDenmarkDataRobotMarketingEmail Marketing▪ Reduced spam for customers
▪ Improved mail open rate by 14%
▪ Improved mail click rate by 24%
▪ Increased ticket sales by 83%
PaypalUSH2O.aiFinancial ServicesFraud Detection▪ Improved accuracy by 94.8%
▪ Reduced model training time to under 2 hours
PelephoneIsraelDMWayTelecommunicationsSales Management▪ Increased purchase rate by 3.5% in the first month
▪ Increased conversion rate by 300%
PGLIsraelDMWayTransportation PlanningPlanning and Scheduling▪ Time savings in data analysis process
▪ Democratization of the process
Steward Health CareUSDataRobotHealthcareStaff Planning▪ Net $2 million savings per year from 1% reduction in registered nurses hours
▪ Net $10 million savings per year from 0.1% reduction in patient length of stay
TrupanionUSDataRobotInsurancePricing and Sales Management▪ 10 times improved productivity by speeding up processes
▪ Identified that two thirds of customers will churn before they churn
Vision BancoParaguayH2O.aiBankingRisk Management▪ Doubled propensity to buy
▪ Shortened and more accurate credit scoring process
Showing 1 to 22 of 22 entries
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