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标题: 2019 AutoML软件/工具列表 [打印本页]

作者: Scadao    时间: 2019-12-28 01:15
标题: 2019 AutoML软件/工具列表
本帖最后由 Scadao 于 2019-12-28 01:16 编辑

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。


作者: Scadao    时间: 2019-12-28 01:20
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






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