2019 AutoML软件/工具列表

Scadao

Software	Category	Launched in*	# of employees**
Auger.ai	Startup	2017
Auto-sklearn	Open source (Python)
Auto-WEKA	Open source	2013
BigML OptiML	Open source
Business Insight's TIMi Suite	Startup		11-25
Caret	Open source (R)
Compellon	Startup	2011	11-25
DataRobot	Startup	2012	251-500
DMWay Analytics	Startup	2014	1-10
Enhencer	Startup	2017	1-10
Google Cloud AutoML	Tech giant	2018
H2O.ai	Startup	2012	51-100
Kortical	Startup	2016	11-25
MLJAR	Startup	2016	1-10
PurePredictive	Startup	2011	11-50
Tazi.ai	Startup	2015	1-10
TPOT (Tree-based Pipeline Optimization Tool)	Open source (Python)
Xpanse Analytics	Startup	2014	1-10

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。

Scadao

Company	Country	AutoML Tool	Industry	Use Case	Results
Ascendas-Singbridge Group (ASG)	Singapore	DataRobot	Real Estate	Parking Lot Efficiency	▪ 20% increase in revenue ▪ Reduced deployment time ▪ More accurate predictions on parking lot usage
Avant	US	DataRobot	Finance	Loan Decisions	▪ Time savings ▪ More accurate identification of risk
California Design Den	US	Google Cloud AutoML	Retail & Consumer Goods	E-Commerce	▪ 50% reduction in inventory carryovers ▪ Improved profit margins
Consensus Corporation	US	DataRobot	Technology	Fraud Detection	▪ 24% improvement in fraud detection ▪ 55% reduction in false-positives ▪ Reduced deployment time from 3-4 weeks to 8 hours
DemystData	US	DataRobot	Technology	Product Quality	▪ Democratization of the process ▪ Reduced cost by one tenth
Domestic & General (D&G)	UK	DataRobot	Insurance	Customer 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
Evariant	US	DataRobot	Healthcare	Service Delivery and Marketing Management	▪ 10 times shorter deployment time ▪ More one-to-one involvements with clients ▪ Increased ROI ▪ Improved service quality
G5	US	H2O.ai	Real Estate	Marketing and Call Center Management	▪ 5 times faster model building ▪ Improved accuracy by 95%
Harmoney	Australia	DataRobot	Fintech	Credit Application Process	▪ More accurate risk assessment ▪ Increased profitability ▪ Shortened credit application process
Hortifrut	Chile	H2O.ai	Agriculture	Product Quality	▪ Reduced deployment time from weeks to hours
Imagia	Canada	Google Cloud AutoML	Healthcare	Research and Development	▪ Reduced test processing time from 16 hours to 1 hour ▪ Improved diagnosis results
Lenovo	Brazil	DataRobot	Technology	Sales and Manufacturing Operations	▪ Increased accurate predictions from 80% to 87.5% ▪ Reduced model creation time from 4 weeks to 3 days
LogMeIn	US	DataRobot	Technology	Customer Experience	▪ Reduced data analysis time from days to minutes ▪ Continuously improved accuracy ▪ Reduced deployment time
Meredith Cooperation	US	Google Cloud AutoML	Media & Entertainment	Content Classification	▪ Improved awareness for future trends ▪ Improved customer experience
NTUC Income	Singapore	DataRobot	Insurance	Pricing	▪ Simplified data complexity ▪ Better identification of key drivers for prices
One Marketing	Denmark	DataRobot	Marketing	Email Marketing	▪ Reduced spam for customers ▪ Improved mail open rate by 14% ▪ Improved mail click rate by 24% ▪ Increased ticket sales by 83%
Paypal	US	H2O.ai	Financial Services	Fraud Detection	▪ Improved accuracy by 94.8% ▪ Reduced model training time to under 2 hours
Pelephone	Israel	DMWay	Telecommunications	Sales Management	▪ Increased purchase rate by 3.5% in the first month ▪ Increased conversion rate by 300%
PGL	Israel	DMWay	Transportation Planning	Planning and Scheduling	▪ Time savings in data analysis process ▪ Democratization of the process
Steward Health Care	US	DataRobot	Healthcare	Staff 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
Trupanion	US	DataRobot	Insurance	Pricing and Sales Management	▪ 10 times improved productivity by speeding up processes ▪ Identified that two thirds of customers will churn before they churn
Vision Banco	Paraguay	H2O.ai	Banking	Risk Management	▪ Doubled propensity to buy ▪ Shortened and more accurate credit scoring process

Showing 1 to 22 of 22 entries