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AI landing new question type RPA + AI =?
2022-07-07 04:26:00 【Intel edge computing community】
Preface
Intel AI PARKnSHOP innovation incentive plan and Baidu 、 A stack of Technology cooperation , With the help of OpenVINO Tool kit and Baidu PaddlePaddle (PaddlePaddle), Accelerate intelligent robot process automation ( RPA) Technological innovation practice , Realize the process of business 、 Standardization 、 Intelligent .
In the brand broadcasting room of a FMCG Brand giant , Yida technology passed “ Monitoring robot in the same category live broadcasting room ” The broadcast status of the live broadcast room of the same category during the round tour , By extracting the live broadcast time 、 Live products 、 Time period traffic 、 Interactive comments 、 Item number 、 Explanation sequence and other field information , To analyze the recommended duration of products in the live broadcast room of the same category 、 Passing order rhythm 、 Traffic trends , So for the selection 、 Test article 、 The launch strategy should be adjusted in time . This accurately and efficiently helps its live broadcast business matrix to continue to optimize , Realized the total amount of commodity transactions in the brand live broadcast room (GMV) Rapid growth of .
Not just in the new retail industry , More scenes of modern urban life are also rapidly migrating to the Internet , Promote the development of big data from storage computing to perceptual control . With the help of RPA、AI Technology , Can get through the information island 、 Authors efficiency , Realize intelligent innovation driven by data , So as to achieve more comprehensive 、 More intelligent 、 Broader operations .
Based on Intel OpenVINO A stack of technology intelligent business platforms of tool suite and propeller framework show High performance 、 High flexibility 、 isomerism 、 high ROI And so on , This helps Yida technology for new retail 、 Supply chain 、 Consumer brands and other enterprises provide digital products and services , It has become an important entrance for enterprises to upgrade their digital intelligence .
RPA + AI
Give perception to process automation
In the near future , Intelligent automation is becoming the next development theme , So in the matter of digital transformation , No one wants to fall behind . use RPA Replacing manual processes has become an important action of digital transformation in all walks of life , Now RPA Are in succession Finance 、 Bank 、 Online retailers 、 manufacture 、 retail And so on .
RPA(Robotic Process Automation), Also known as digital workforce , It is a technology of automatic business processing through software according to specified rules and processes , To assist or replace manual operation , Help labor force from “ Process 、 The rules are clear 、 Repetition triviality ” Liberate from the work content .
RPA An important trend of is , It will focus more on Integrate deep learning, etc AI technology , Provide intelligent document processing 、 Automatic speech recognition 、 Intelligent image recognition 、 Key capabilities such as real-time intelligent decision-making , From an automated process platform based on fixed rules to Evolution of intelligent process automation platform .RPA The platform will be able to understand more complex business logic , Realize the automatic processing of more business processes , Improve the synergy between business operation and organization management , At the same time, intelligent insights are generated to assist business decisions .
Because we enjoy the demographic dividend for a long time ,“ Robot colleagues ” The cost of is not cost-effective , When the inflection point of population growth comes ,RPA As an effective tool to reduce costs and increase efficiency , Is booming . Accenture report shows , future , By basic automation 、 Advanced automation 、 The work performed by intelligent automation system will cover human beings 91% The job of .1
In the Chinese market , RPA It has also been welcomed by more and more organizations .《 Promote the practice of digital strategy -2021 In China RPA Industry development INSIGHT REPORT 》 Data show that , China RPA There are many market participants , And the capital market is hot ,2020 In China RPA The market scale is 18 RMB 100 million , Expect to 2024 The years will reach 81.8 RMB 100 million . In the survey of organization managers ,76.1% Practitioners plan to increase RPA Technical input .2
And when RPA encounter AI,RPA From dealing with rule-based 、 mechanical 、 Repetitive tasks , Evolved to AI Non stereotyped business after blessing . Superposition and combination of various technologies , Once upon a time “ impossible ” Completed tasks may , Magically “ magic power ”.
RPA + AI Bring key value
Improve business processing efficiency
By relying on RPA + AI To build an intelligent process automation platform , The organization will be able to repeat a lot 、 trivial 、 The monotonous work is transferred to the automatic processing process , So as to improve business efficiency . Now , Intelligent process automation platform has been able to replace the work of employees in a larger range , such as , Realize the automatic recognition of paper invoices 、 Entry and reimbursement , Automatic scanning of inventory status and intelligent early warning .
cost reduction , Improve capital gains
Intelligent process automation platform can help organizations concentrate human resources in business processes with high added value , Simplify the bloated organizational structure . meanwhile , Intelligent process automation platform realizes real-time insight based on data , It can help organizations adjust their business more efficiently , Increase revenue .
Help the systematic construction of digital productivity
Intelligent process automation platform can become an important foundation of enterprise digital strategy , This is not only because automated processes can improve the efficiency of technical tools , Promote the interconnection of applications , Reduce IT Work stress , Also due to the structured data output by the intelligent process automation platform , And the corresponding data insight can become an important resource for other digital systems .
The application of intelligent process automation platform is based on sufficient 、 High quality data , as well as OCR/CV/NLP And other fields . Because there may be wide differences in customer requirements in different application scenarios , for example , To carry out online live broadcasting business, we need to pass OCR To extract live video slice text content , Manufacturing needs to pass OCR To extract BOM information .RPA And AI The integration of is widely faced with Application building 、 Training and deployment take time and effort 、 Performance cannot meet requirements 、 The cost of computing infrastructure is high Etc , Innovative solutions are urgently needed .
be based on OpenVINO Tool kit
A stack of Technology RPA Optimization Practice
In order to help customers pass RPA、AI And other technologies to build an intelligent business platform , Realize the automation of knowledge work , Yida technology independently developed CubeInside Technology Engine , Integrated RPA、 natural language processing (NLP)、 Big data mining 、 Knowledge map 、 Character recognition (OCR)、 Core technologies such as business process management and reconfiguration . meanwhile , A stack of technology to CubeInside Based on the technology engine Cube Series of products , It includes the following series :
The structure diagram of the three core product series of Yida Technology
A stack of Technology Cube The application scenarios of series products mainly depend on different AI application , In order to solve AI Possible model choices in the development process 、 Algorithm innovation 、 Hardware and software optimization and other challenges , Yida technology relies on OpenVINO Tool suite to build and optimize high-performance reasoning models , Improve reasoning performance , And through the model of Baidu PaddlePaddle to accelerate the development .
In this year , Intel will OpenVINO Upgrade the tool suite to version 2022.1, This version simplifies installation 、 Open the box 、 Dynamic input support , It also adds official support for Baidu PaddlePaddle . Baidu PaddlePaddle and OpenVINO The combination scheme starts from building 、 Optimization and deployment , Help Yida technology accelerate AI The final landing of the model .
OpenVINO 2022.1 Important innovations
1► Installation package and dependency library simplification , Eliminate redundant sample code and tools , Reduced the number of dependent libraries .
OpenVINO 2022.1 take Inference Engine And nGraph And so on Runtime All related dependency libraries are integrated into OpenVINO Runtime In a library , Significantly reduce the dependence on different libraries .
2► all-new API2.0 The design of the , In terms of development mode, it is closer to mainstream frameworks, such as PyTorch Development experience , Save learning costs .
3► Support wider model support , newly added 18 Intel pre training model and 15 individual Public Pre training model , The new version has achieved direct support for the Baidu PaddlePaddle model ,MO The tool can directly complete the offline transformation of the propeller model .
4►CPU The plug-in supports dynamic input , Developers can deploy in a more convenient way NLP perhaps OCR Wait for the Internet .
Ecological resultant force
Give Way AI Efficiency takeoff
AI It has become a way for all walks of life to release productivity 、 An important choice to promote business innovation , and AI + RPA It is bound to become an important basic platform for enterprises to mine data value .
“ Water all things without dispute ”, Promote the intelligent transformation of the industry at the technical level , Promote the implementation of industrial intelligence , This is Intel AI One of the visions of the PARKnSHOP innovation incentive program , It is also the mission of Intel . Intel is relying on this plan to continue to build a broad innovation ecosystem , Convergence technology 、 ecology 、 industry 、 The power of capital , by Artificial intelligence ecology and industrial development provide comprehensive customized acceleration services , To promote more AI Application landing .
since 2018 Since its establishment in , There has been a 93 Excellent AI Enterprises join Intel AI PARKnSHOP innovation incentive plan . Intel welcomes more partners to work with us to build a new digital engine , Knock on the door of the new era of intelligence hand in hand .
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