CN113194123A - Online vocational education and education delivery fusion management system based on cloud platform - Google Patents

Online vocational education and education delivery fusion management system based on cloud platform Download PDF

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Publication number
CN113194123A
CN113194123A CN202110415979.9A CN202110415979A CN113194123A CN 113194123 A CN113194123 A CN 113194123A CN 202110415979 A CN202110415979 A CN 202110415979A CN 113194123 A CN113194123 A CN 113194123A
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module
data
education
management system
terminal
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Inventor
黄荣华
徐宪华
杨金鹏
刘志红
唐嘉伯
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Qinhuangdao Derun Education Technology Group Co ltd
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Qinhuangdao Derun Education Technology Group Co ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/02Protocols based on web technology, e.g. hypertext transfer protocol [HTTP]
    • H04L67/025Protocols based on web technology, e.g. hypertext transfer protocol [HTTP] for remote control or remote monitoring of applications
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/20Education
    • G06Q50/205Education administration or guidance
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/04Network architectures or network communication protocols for network security for providing a confidential data exchange among entities communicating through data packet networks
    • H04L63/0428Network architectures or network communication protocols for network security for providing a confidential data exchange among entities communicating through data packet networks wherein the data content is protected, e.g. by encrypting or encapsulating the payload
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00Network architectures or network communication protocols for network security
    • H04L63/10Network architectures or network communication protocols for network security for controlling access to devices or network resources
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/06Protocols specially adapted for file transfer, e.g. file transfer protocol [FTP]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/01Protocols
    • H04L67/12Protocols specially adapted for proprietary or special-purpose networking environments, e.g. medical networks, sensor networks, networks in vehicles or remote metering networks
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L67/00Network arrangements or protocols for supporting network services or applications
    • H04L67/50Network services
    • H04L67/55Push-based network services

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Abstract

The invention relates to a management system, in particular to an online vocational education, education and delivery fusion management system based on a cloud platform, which comprises a server, a college terminal and an enterprise terminal, wherein the server is connected with the college terminal; the college terminal comprises a first data acquisition module, a first encryption module and a first data transmission module; the enterprise end comprises a second data acquisition module, a second encryption module and a second data transmission module; the server comprises a decryption module, an authentication module, a storage module, a database, a screening module, a matching module and a data pushing module; the data acquisition module is used for acquiring the personal data of teachers and students in colleges and universities input from college terminals; the first encryption module is connected with the first data acquisition module and is used for encrypting the data provided by the first data acquisition module; the first data transmission module is connected with the first encryption module and used for transmitting the data encrypted by the first encryption module to the server in an internet mode.

Description

Online vocational education and education delivery fusion management system based on cloud platform
Technical Field
The invention relates to a management system, in particular to an online vocational education and education midwifery fusion management system based on a cloud platform.
Background
The mode of 'birth and teaching combination, school and enterprise integration' is a new development way developed by current vocational schools, but the mode is just started, and the concrete method is different because the actual conditions of the schools are different and the characteristics of the professions are different. However, as long as the thought is adhered to, the exploration is adhered to, the market information is carefully held, and the development of the vocational education can always go to a healthy development road in the tomorrow by means of the technological progress. With popularization of the obstetrical education fusion policy, how to enhance cooperation of enterprises and colleges by using an online internet platform becomes a difficult problem, and in view of the problem, an online vocational education obstetrical education fusion management system based on a cloud platform is provided.
Disclosure of Invention
The invention aims to solve the defects in the background technology by providing an online vocational education and education midwifery fusion management system based on a cloud platform.
The technical scheme adopted by the invention is as follows: the system comprises a server, a college terminal and an enterprise terminal;
the college terminal comprises a first data acquisition module, a first encryption module and a first data transmission module;
the enterprise end comprises a second data acquisition module, a second encryption module and a second data transmission module;
the server comprises a decryption module, an authentication module, a storage module, a database, a screening module, a matching module and a data pushing module;
the data acquisition module is used for acquiring the personal data of teachers and students in colleges and universities input from college terminals;
the first encryption module is connected with the first data acquisition module and is used for encrypting the data provided by the first data acquisition module;
the first data transmission module is connected with the first encryption module and used for transmitting the data encrypted by the first encryption module to the server in an internet form;
the data acquisition module II is used for acquiring enterprise demand and production data input from an enterprise terminal;
the encryption module II is connected with the data acquisition module II and is used for encrypting the data provided by the data acquisition module II;
the second data transmission module is connected with the second encryption module and used for transmitting the data encrypted by the second encryption module to the server in an internet form;
the decryption module is used for decrypting the data transmitted by the first data transmission module and the second data transmission module;
the authentication module is used for authenticating and verifying account information of enterprises and colleges;
the storage module is used for classifying the data decrypted by the decryption module and storing the data in a database;
the screening module is used for screening out data required by the college terminal and the enterprise terminal;
the matching module is used for correspondingly matching the demand data of each enterprise and colleges;
the data pushing module is used for pushing data required by each enterprise and colleges.
As a preferred technical scheme of the invention: the college terminal and the enterprise terminal can adopt any one of a PC client, a mobile phone client and a WeChat applet.
As a preferred technical scheme of the invention: the data acquisition module I and the data acquisition module II are used for inputting data through an input unit, and the input unit is used for recording text information and multimedia information input by college terminals and enterprise terminals.
As a preferred technical scheme of the invention: the encryption method of the encryption module I and the encryption module II comprises the following steps:
s1.1: generating an rsa key file and saving the rsa key file to disk;
rsa_private_key_obj=RSA.generate(2048)
rsa_public_key_obj=rsa_private_key_obj.publickey()
encrypt_obj=PKCS1_OAEP.new(rsa_public_key_obj)
decrypt_obj=PKCS1_OAEP.new(rsa_private_key_obj)
————————————————
save to local disk
file_out=open(“private_key.pem”,“w”)
file_out.write(rsa_private_key_obj.exportKey())
file_out.close()
file_out=open(“public_key.pem”,“w”)
file_out.write(rsa_public_key_obj.export Key())
file_out.close()
————————————————
s1.2: creating a Bucket object;
bucket=oss2.Bucket(oss2.Auth(access_key_id,access_key_secret),endpoint, bucket_name)
obj_name=‘test-sig-1’
content=“test content”
s1.3: generating a one-time symmetric key for encrypting the object;
encrypt_cipher=AESCipher()
s1.4: encrypting the auxiliary decryption information by using a public key and storing the auxiliary decryption information into the custom meta of the object;
headers={}
headers[‘x-oss-meta-x-oss-key’]= base64.b64encode(encrypt_obj.encrypt(encrypt_cipher.key))
headers[‘x-oss-meta-x-oss-start’]= base64.b64encode(encrypt_obj.encrypt(str(encrypt_cipher.start)))
————————————————
s1.5: the original content is encrypted with encrypt _ cipher.
encryt_content=encrypt_cipher.encrypt(content)
As a preferred technical scheme of the invention: the decryption method of the decryption module comprises the following steps:
s2.1: downloading to obtain the encrypted object;
result=bucket.get_object(obj_name)
if result.status/100!=2:
exit(1)
resp=result.resp
download_encrypt_content=resp.read()
s2.2: analyzing the key and the start used for encrypting the object from the custom meta;
downl oad_encrypt_key=base64.b64decode(resp.headers.get(‘x-oss-meta-x-oss-key’,”))
key=decrypt_obj.decrypt(download_encrypt_key)
downl oad_encrypt_start= base64.b64decode(resp.headers.get(‘x-oss-meta-x-oss-start’,”))
start=int(decrypt_obj.decrypt(download_encrypt_start))
————————————————
s2.3: and generating the cipher for decryption, and decrypting to obtain the original content.
decrypt_cipher=AESCipher(key,st art)
download_content=decrypt_cipher.decrypt(download_encrypt_content)
if download_content!=content:
print“Error!”
else:
print“Decrypt ok.Content is:%s”%download_content
————————————————
As a preferred technical scheme of the invention: the first data transmission module and the second data transmission module transmit by HTTP or HTTPS protocol.
As a preferred technical scheme of the invention: the screening module screening method comprises the following steps:
obtaining categories to be screened and dividing the categories to be screened into a plurality of groups; and planning the data under each screening category into each group respectively.
As a preferred technical scheme of the invention: the matching module simultaneously processes two data texts by adopting Bi-LSTM, each word node corresponds to the output of two hidden layers, and the output of each word is used for carrying out pairwise similarity matching calculation between words to form a matching matrix.
The similarity matching calculation formula is as follows:
Figure BDA0003025874980000041
assume that there are two data, represented by vectors A and B, of length n (i.e., the dimension of item). The number of non-zero values in the a and B vectors is a and B, respectively, and the number of common non-zero values in the A, B vector is c.
As a preferred technical scheme of the invention: the data pushing module pushes the users at the enterprise end and the colleges and universities end by adopting the following method:
obtaining data to be pushed to a user;
determining the current user parameters of the user, wherein the user parameters comprise the terminal type of a terminal used by the user and a login mode on a server;
determining a first pushing mode corresponding to the user according to a corresponding relation between a pre-established user parameter and the pushing mode;
and pushing the data to the user in the first pushing mode.
As a preferred technical scheme of the invention: the login mode is a mode that a PC client, a mobile phone client and a WeChat applet log in an account at will.
The invention realizes the information intercommunication between enterprises and colleges through the online internet platform, and can push talents or products which are mutually needed to the enterprises or the colleges through the intelligent screening and pushing mode, thereby effectively improving the convenience of the information intercommunication between the enterprises and the colleges.
Detailed Description
It should be noted that, in the present application, features in embodiments and embodiments may be combined with each other without conflict, and technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the embodiments of the present invention. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
Example 1:
the invention provides an online vocational education and education midwifery fusion management system based on a cloud platform, which comprises a server, a college terminal and an enterprise terminal;
the college terminal comprises a first data acquisition module, a first encryption module and a first data transmission module;
the enterprise end comprises a second data acquisition module, a second encryption module and a second data transmission module;
the server comprises a decryption module, an authentication module, a storage module, a database, a screening module, a matching module and a data pushing module;
the data acquisition module is used for acquiring the personal data of teachers and students in colleges and universities input from college terminals; such as the profession of the student, the excellence in subjects, the scores of various subjects, etc.
The first encryption module is connected with the first data acquisition module and is used for encrypting the data provided by the first data acquisition module;
the first data transmission module is connected with the first encryption module and used for transmitting the data encrypted by the first encryption module to the server in an internet form;
the data acquisition module II is used for acquiring enterprise demand and production data input from an enterprise terminal; the enterprise requirements comprise talent requirements, research and development requirements and the like.
The encryption module II is connected with the data acquisition module II and is used for encrypting the data provided by the data acquisition module II;
the second data transmission module is connected with the second encryption module and used for transmitting the data encrypted by the second encryption module to the server in an internet form;
the decryption module is used for decrypting the data transmitted by the first data transmission module and the second data transmission module;
the authentication module is used for authenticating and verifying account information of enterprises and colleges; the authentication and the verification are mainly used for ensuring the legality of enterprises and the authenticity of information of colleges and universities. The enterprise business license and the production development capability need to be audited and evaluated. The efficiency of the enterprise colleges and universities in the fusion process is ensured, and unnecessary time waste is avoided.
The storage module is used for classifying the data decrypted by the decryption module and storing the data in a database;
in this embodiment, the storage module classifies data by using a high-dimensional classification method;
for example, four variables in a college staff; default (whether there is a work demand), Student (whether it is a Student), professional ability (credit card monthly balance), Income (expected annual Income), and 1000 samples (observations) in total;
introduction mark
X1Professional code
X2: expected annual income
Figure BDA0003025874980000061
First only one variable balance (X) is considered1) The posterior probability P can be calculatedr(default=1∣X1) When P isr(default=1∣X1)>When 0.5 hour, the work requirement is concluded; pr(default=1∣X1)<At 0.5, generalizing to no work requirement, if a simple linear regression model is used: pr (Y ═ 1| X)1)=β01X1Then some probability values less than 0 and some greater than 1 will occur. Using a logistic function to avoid this
Figure BDA0003025874980000062
The function image is a curve of S shape, so that the probability value of the left side is infinitely close to 0 and the right sideThe probability values of the sides are infinitely close to 1 and do not reach 0 and 1. So that the probability value is always between O and 1. Solving the above probability equation
Figure BDA0003025874980000063
Taking logarithm to obtain
Figure BDA0003025874980000064
The term on the left of the equation is called log-probability. The regression coefficient is estimated by maximum likelihood estimation method and log likelihood function is
Figure BDA0003025874980000065
The estimate beta of the regression coefficient can be found0, β1. For multivariate logistic regression
Figure BDA0003025874980000066
X=(X1,…,Xn) Wherein the solution is:
Figure BDA0003025874980000067
the screening module is used for screening out data required by the college terminal and the enterprise terminal;
the matching module is used for correspondingly matching the demand data of each enterprise and colleges;
the data pushing module is used for pushing data required by each enterprise and colleges.
For example, if the enterprise needs a professional talent, the system can match the corresponding talent of colleges and universities from the database and recommend the talent to the enterprise. When the colleges and universities need products, the system can also match the products of corresponding enterprises from the database and recommend the products to the colleges and universities.
Wherein: the college terminal and the enterprise terminal can adopt any one of a PC client, a mobile phone client and a WeChat applet.
Specifically, the method comprises the following steps: the data acquisition module I and the data acquisition module II are used for inputting data through an input unit, and the input unit is used for recording text information and multimedia information input by college terminals and enterprise terminals.
In this embodiment: the encryption method of the encryption module I and the encryption module II comprises the following steps:
s1.1: generating an rsa key file and saving the rsa key file to disk;
rsa_private_key_obj=RSA.generate(2048)
rsa_public_key_obj=rsa_private_key_obj.publickey()
encrypt_obj=PKCS1_OAEP.new(rsa_public_key_obj)
decrypt_obj=PKCS1_OAEP.new(rsa_private_key_obj)
————————————————
save to local disk
file_out=open(“private_key.pem”,“w”)
file_out.write(rsa_private_key_obj.export Key())
file_out.close()
file_out=open(“public_key.pem”,“w”)
file_out.write(rsa_public_key_obj.export Key())
file_out.close()
————————————————
s1.2: creating a Bucket object;
bucket=oss2.Bucket(oss2.Auth(access_key_id,access_key_secret),endpoint, bucket_name)
obj_name=‘test-sig-1’
content=“test content”
s1.3: generating a one-time symmetric key for encrypting the object;
encrypt_cipher=AESCipher()
s1.4: encrypting the auxiliary decryption information by using a public key and storing the auxiliary decryption information into the custom meta of the object;
headers={}
headers[‘x-oss-meta-x-oss-key’]=base64.b64encode(encrypt_obj.encrypt(encrypt_cipher.key))
headers[‘x-oss-meta-x-oss-start’]= base64.b64encode(encrypt_obj.encrypt(str(encrypt_cipher.start)))
————————————————
s1.5: the original content is encrypted with encrypt _ cipher.
encryt_content=encrypt_cipher.encrypt(content)
In this embodiment: the decryption method of the decryption module comprises the following steps:
s2.1: downloading to obtain the encrypted object;
result=bucket.get_object(obj_name)
if result.status/100!=2:
exit(1)
resp=result.resp
download_encrypt_content=resp.read()
s2.2: analyzing the key and the start used for encrypting the object from the custom meta;
download_encrypt_key= base64.b64decode(resp.headers.get(‘x-oss-meta-x-oss-key’,”))
key=decrypt_obj.decrypt(download_encrypt_key)
download_encrypt_start= base64.b64decode(resp.headers.get(‘x-oss-meta-x-oss-start’,”))
start=int(decrypt_obj.decrypt(download_encrypt_start))
————————————————
s2.3: and generating the cipher for decryption, and decrypting to obtain the original content.
decrypt_cipher=AESCipher(key,start)
download_content=decrypt_cipher.decrypt(download_encrypt_content)
if download_content!=content:
print“Error!”
else:
print“Decrypt ok.Content is:%s”%download_content
————————————————
Further: the first data transmission module and the second data transmission module transmit by HTTP or HTTPS protocol.
Secondly, the method comprises the following steps: the screening module screening method comprises the following steps:
obtaining categories to be screened and dividing the categories to be screened into a plurality of groups; and planning the data under each screening category into each group respectively.
In this embodiment: the matching module simultaneously processes two data texts by adopting Bi-LSTM, each word node corresponds to the output of two hidden layers, and the output of each word is used for carrying out pairwise similarity matching calculation between words to form a matching matrix.
The similarity matching calculation formula is as follows:
Figure BDA0003025874980000091
assume that there are two data, represented by vectors A and B, of length n (i.e., the dimension of item). The number of non-zero values in the a and B vectors is a and B, respectively, and the number of common non-zero values in the A, B vector is c.
In this embodiment: the data pushing module pushes the users at the enterprise end and the colleges and universities end by adopting the following method:
obtaining data to be pushed to a user;
determining the current user parameters of the user, wherein the user parameters comprise the terminal type of a terminal used by the user and a login mode on a server;
determining a first pushing mode corresponding to the user according to a corresponding relation between a pre-established user parameter and the pushing mode;
and pushing the data to the user in the first pushing mode.
In this embodiment: the login mode is a mode that a PC client, a mobile phone client and a WeChat applet log in an account at will.
It will be evident to those skilled in the art that the invention is not limited to the details of the foregoing illustrative embodiments, and that the present invention may be embodied in other specific forms without departing from the spirit or essential attributes thereof. The present embodiments are therefore to be considered in all respects as illustrative and not restrictive, the scope of the invention being indicated by the appended claims rather than by the foregoing description, and all changes which come within the meaning and range of equivalency of the claims are therefore intended to be embraced therein.
Furthermore, it should be understood that although the present description refers to embodiments, not every embodiment may contain only a single embodiment, and such description is for clarity only, and those skilled in the art should integrate the description, and the embodiments may be combined as appropriate to form other embodiments understood by those skilled in the art.

Claims (10)

1. The utility model provides an online profession education and education fusion management system based on cloud platform which characterized in that: the system comprises a server, a college terminal and an enterprise terminal;
the college terminal comprises a first data acquisition module, a first encryption module and a first data transmission module;
the enterprise end comprises a second data acquisition module, a second encryption module and a second data transmission module;
the server comprises a decryption module, an authentication module, a storage module, a database, a screening module, a matching module and a data pushing module;
the data acquisition module is used for acquiring the personal data of teachers and students in colleges and universities input from college terminals;
the first encryption module is connected with the first data acquisition module and is used for encrypting the data provided by the first data acquisition module;
the first data transmission module is connected with the first encryption module and used for transmitting the data encrypted by the first encryption module to the server in an internet form;
the data acquisition module II is used for acquiring enterprise demand and production data input from an enterprise terminal;
the encryption module II is connected with the data acquisition module II and is used for encrypting the data provided by the data acquisition module II;
the second data transmission module is connected with the second encryption module and used for transmitting the data encrypted by the second encryption module to the server in an internet form;
the decryption module is used for decrypting the data transmitted by the first data transmission module and the second data transmission module;
the authentication module is used for authenticating and verifying account information of enterprises and colleges;
the storage module is used for classifying the data decrypted by the decryption module and storing the data in a database;
the screening module is used for screening out data required by the college terminal and the enterprise terminal;
the matching module is used for correspondingly matching the demand data of each enterprise and colleges;
the data pushing module is used for pushing data required by each enterprise and colleges.
2. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the college terminal and the enterprise terminal can adopt any one of a PC client, a mobile phone client and a WeChat applet.
3. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the data acquisition module I and the data acquisition module II are used for inputting data through an input unit, and the input unit is used for recording text information and multimedia information input by college terminals and enterprise terminals.
4. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the encryption method of the encryption module I and the encryption module II comprises the following steps:
s1.1: generating an rsa key file and saving the rsa key file to disk;
s1.2: creating a Bucket object;
s1.3: generating a one-time symmetric key for encrypting the object;
s1.4: encrypting the auxiliary decryption information by using a public key and storing the auxiliary decryption information into the custom meta of the object;
s1.5: the original content is encrypted with encrypt _ cipher.
5. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the decryption method of the decryption module comprises the following steps:
s2.1: downloading to obtain the encrypted object;
s2.2: analyzing the key and the start used for encrypting the object from the custom meta;
s2.3: and generating the cipher for decryption, and decrypting to obtain the original content.
6. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the first data transmission module and the second data transmission module transmit by HTTP or HTTPS protocol.
7. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the screening module screening method comprises the following steps:
obtaining categories to be screened and dividing the categories to be screened into a plurality of groups; and planning the data under each screening category into each group respectively.
8. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the matching module simultaneously processes two data texts by adopting Bi-LSTM, each word node corresponds to the output of two hidden layers, and the output of each word is used for carrying out pairwise similarity matching calculation between words to form a matching matrix.
9. The cloud platform-based online vocational education, education and education integration management system of claim 1 wherein: the data pushing module pushes the users at the enterprise end and the colleges and universities end by adopting the following method:
obtaining data to be pushed to a user;
determining the current user parameters of the user, wherein the user parameters comprise the terminal type of a terminal used by the user and a login mode on a server;
determining a first pushing mode corresponding to the user according to a corresponding relation between a pre-established user parameter and the pushing mode;
and pushing the data to the user in the first pushing mode.
10. The cloud platform-based online vocational education and education convergence management system of claim 9, wherein: the login mode is a mode that a PC client, a mobile phone client and a WeChat applet log in an account at will.
CN202110415979.9A 2021-04-19 2021-04-19 Online vocational education and education delivery fusion management system based on cloud platform Pending CN113194123A (en)

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