sbert_model_jobcv

SentenceTransformer

This is a sentence-transformers model trained. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

Model Details

Model Description

• Model Type: Sentence Transformer

<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->

• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 768 tokens
• Similarity Function: Cosine Similarity

<!-- - **Training Dataset:** Unknown --> <!-- - **Language:** Unknown --> <!-- - **License:** Unknown -->

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: DistilBertModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("sentence_transformers_model_id")
# Run inference
sentences = [
    'education detail tech electronics instrumentation engineering jaunpur uttar pradesh vbs purvanchal university automation tester automation tester tech mahindra skill detail company detail company tech mahindra description mumbai present project contribution tech mahindra project title payment gateway jio money role automation tester responsibility analyzing manual test case create automation script working redwood tool automation maintained regression pack per project requirement performed api testing created automation script api testing enhancing framework support cross functionality testing execute test case evaluate test result manual automated testing maintaining script per requirement adding new automated test improve automated test coverage functional regression performed automation testing analyzing test result report defect bug tracking system drive issue resolution preparation test data different test condition ensure coverage business rule performed sanity ad hoc regression testing participated defect triage meeting developer validate severity bug responsible tracking bug life cycle worked development team ensure testing issue resolved project description jio money jio payment gateway provides facility merchant user enable pay jio money feature include purchase bill payment load money short cash purchase pay merchant pay user etc inscripts project title cometchat role automation tester responsibility created automation framework bug report using page object data driven framework automated email test script handling qa ticket coordinate development team project description cometchat chat solution site app help grow customer base exponentially drastically increase time spent user cometchat several useful feature like one one chat group chat audio video call screen sharing game real time chat translation mobile apps desktop messenger project title web tracker role sr software tester responsibility creation test scenario test script test case execution test case ad hoc manual testing regression testing automation testing test script using tool selenium webdriver project description accomplishment web tracker aim provide time sheet facility customer release contains following feature related employee time tracking task assignment tracker submission reminder approval notification hayaan infotech project title real estate agent website role sr software tester responsibility creation test scenario test case execution test case smoke testing black box testing ad hoc manual testing regression testing project description project web page graphical html representation neighborhood made different type house apartment several sale people around country responsible selling house apartment web site web site help user purchase request estate property project title commerce website role software tester responsibility creation test scenario test case execution test case ad hoc manual testing smoke testing black box testing regression testing project description project includes order processing invoice generated printing packaging slip order payment return material authorization label sheet printing order processing application big main entity involved order processing customer sale person admin project title enquiry invoice system role software tester responsibility creation test scenario test case execution test case smoke testing black box testing ad hoc manual testing regression testing project description application browser based application reduce investment hardware software proposed system contains following module offer database management reporting various activity company application comprise following module inquiry estimation quotation negotiation purchase order system delivery system mi report company inscripts pvt ltd description company haayan infotech pvt ltd description',
    'qualification maximum age forty five year old minimum education bachelor major minimum five year experience sale manager experienced skincare cosmetic distribution experienced dealing department store experienced product merchandise good leadership managerial communication skill creative good problem solver able think strategically duty responsibility get big distributor throughout indonesia create find develop sale team create distribution development strategy achieve specified turnover target monitor development sale team daily weekly monthly accompanied analysis result improvement plan provide report management regarding field market condition competitor activity thing maintain develop good relationship client conduct periodic client performance review present sale development market development projection able implement product promotion branding program',
    'financial located nyc leading financial service company providing working capital small midsize business nationwide established two thousand eight support small business need financing sustain grow enterprise providing innovative customized flexible working capital solution operate consultative approach listening customer providing best meet need ever changing financial market date financial funded twenty two zero individual transaction fifteen zero unique customer company funded seven hundred fifty million working capital solution small business since inception position summary looking talented full stack net software engineer solid experience good communication skill eye toward detail help u take outstanding web based lending platform next level come join team value excellence teamwork integrity produce exceptional fin tech solution using latest technology financial place develop career help develop next generation financial product base salary range 70kto110k depending experience includes competitive benefit package conveniently located midtown manhattan near ny penn station port authority bus terminal several subway bus line full time permanent position nov sponsorship transfer noc2c third party candidate day life full stack net developer work team member design implementation core platform technology integration financial service authentication rule engine data model workflow design implement test external facing apis facilitate external integration platform integrate sql server backend using proprietary least three year significant c asp net development experience solid understanding mc vw razor solid command html cs javascript depth knowledge relational database sql server orm work well team also take responsibility task work independently adept writing unit test testable code benefit working financial good work life balance medical dental vision coverage 401k match life insurance cost employee generous time plan including rollover vacation day commuter benefit health care dependent care flexible spending',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

<!-- ### Direct Usage (Transformers) <details><summary>Click to see the direct usage in Transformers</summary> </details> --> <!-- ### Downstream Usage (Sentence Transformers) You can finetune this model on your own dataset. <details><summary>Click to expand</summary> </details> --> <!-- ### Out-of-Scope Use *List how the model may foreseeably be misused and address what users ought not to do with the model.* -->

Evaluation

Metrics

Semantic Similarity

• Dataset: sts-dev
• Evaluated with <code>EmbeddingSimilarityEvaluator</code>

<!-- ## Bias, Risks and Limitations *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* --> <!-- ### Recommendations *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* -->

Training Details

Training Dataset

Unnamed Dataset

• Size: 24,962 training samples
• Columns: <code>clean_cv</code>, <code>clean_jd</code>, and <code>label</code>
• Approximate statistics based on the first 1000 samples:

  	clean_cv	clean_jd	label
  type	string	string	int
  details	<ul><li>min: 17 tokens</li><li>mean: 388.66 tokens</li><li>max: 512 tokens</li></ul>	<ul><li>min: 21 tokens</li><li>mean: 205.55 tokens</li><li>max: 512 tokens</li></ul>	<ul><li>0: ~48.50%</li><li>1: ~51.50%</li></ul>

• Samples:

  clean_cv	clean_jd	label
  <code>sr javaj2ee developer sr javaj2ee span ldeveloperspan sr javaj2ee developer american bank experience developing webbased application enterprise application client server application javaj2ee environment coupled rdbms exposure ntier application involved complete sdlc life cycle project includes poc proof concept design document development testing production strong experience framework core boot mvc aop test rest security data transaction extensive experience web application development using jdbc servlets jsp jstl java bean mvc strut json swing rmi ejb jsf jndi jms soa soap spring hibernate mybatis javascript angular j ajax jaxrpc xml html experienced multithreading concurrent programming good understanding javascript framework like angular j backbone j experience object oriented design analysis solid analytical problem solving decisionmaking skill proficient development application using java j2ee technology experience jsp servlets strut hibernate framework experience using design pattern including mvc singleton frontend controller service locator decorator experience developing application using software methodology like agile waterfall iterative development solid understanding data structure algorithm objectoriented design concept uml use case sequence class diagram rational rhapsody used solr dependency injection di inversion control ioc wide experience core java javascript jsp java bean angular servlets ajax jquery jdbc xml cs xhtml html extensive experience xml related technology xml xsl xhtml xslt jaxb experience using database mysql m sql server db2 oracle 9i10 good understanding rdbms database design writing query stored procedure using database like oracle sql server experience deploying system amazon web service amazon ec2 amazon s3 amazon rds developed deployed j2ee application web application server including apache tomcat web logic jboss ibm web sphere experienced writing serverside component enterprise java bean ejb session entity bean remote method invocation rmi distributed computing application access remote server invoking database java database connectivity jdbc thorough knowledge unit testing experience working ant maven gradle dependency management build tool single module multi module environment posse excellent leadership quality good problemsolving capability efficiency management skill communication ability work strict deadline work experience sr javaj2ee developer american bank co present responsibility participating requirement analysis technical assessment project life cycle used agile methodology attended weekly scrum meeting update working status etc developed application ui screen using html5 css3 javascript bootstrap babel redux nodejs created reusable component used across various module using reactjs jsx involved creating rest service using nodejs expressjs mongoose bodyparser npm module created view hook model document object model dom synchronize data server single page application spa using react j used webpack module bundler used reduxpromise application retrieve data backend also perform restful service developed redux action store reducer function implement unidirectional data flow application used nodejs run grunt task build properly project compile minify etc extensively used factory object nodejs use common function different view used scala templating rendering standard markup page along ui build made reactjs nginx analyzed sql script designed solution implement using scala used j2ee design pattern like mvc singleton factory dao dto service locator etc developed restful web service using jersey framework jaxrs created rest based web service establishing link using hateoas based application used spring core dependency injectioninversion control ioc integrated hibernate spring boot microservices developed microservice architecture using rest apache kafka installation configuration administration jboss eap red hat linux environment built jboss scalable high availability clustered platform architecture monitored service health check spring boot admin console using swaggered ui registered micro service performed load balancing among server implemented using ribbon implemented fail safe circuit breaker pattern spring boot micro service application using hystrix developed apache camel route mediation used various enterprise integration pattern connect system used spring jpa transaction manager manage transaction application used eclipse based spring tool suite sts development debugging spring boot application microservices deployed amazon web service aws lambda expression enhanced existing rest application program interface api adding new operation using spring jersey created documentation webservices using swagger provided cloud environment microservices using spring cloud eureka server designing developing online client window api using swing class deployed docker contained spring boot micro service spring ec2 container service using aws admin console used lambda run application amazon web service aws console experience building docker image running docker container worked apache tomcat nodejs server deploy configure java apis frontend module experience korn based script triggering unix j2ee based task uploaded file oracle database using clob blob loading data flat file oracle g database using sql loader unix script used hql named parameter named query interface expression query criterion implementation hibernate template extensively used hibernate cache experience hibernate mapping eh cache lazy loading transaction locking used mongodb third party tool mongobuilt binary monitor analyze performance created test automation framework using selenium web driver configured protractor test class selenium grid end end testing front end worked several testing framework junit easy mock mockito power mock used junit unit testing implemented log4j provide log exception helped provision manage aws linux server ansible developed python oo design code logging debugging code optimization used redis creating background job placing job multiple queue processing using jenkins glu building deploying project worked stash git repository software used build deployment tomcat server splunk log monitoring involved code review unit testing using junit framework used drool engine validating business rule executing runtime used git version control jira bug tracking project management environment java spring hibernate spring boot jpa javascript reactjs scala html css3 nodejs reactjs bootstrap requirejs jade npm babel web pack swing python unix apache tomcat sts oracle g mongodb log4j junit easy mock jbpm selenium xml web service soap ui kafka eureka spark ribbon ansible splunk aws gradle git plsql docker hateoas curl sr java developer john deere boston responsibility involved preparation technical design document including class diagram sequence diagram flow chart process flow diagram etc involved agile sprint methodology requirement gathering analysis planning development testing code written java feature like collection exception handling serialization strong understanding excellent skill developing designing professional ajax driven elegant enterprise web application using ajax flex action script javascript cs html custom tag library jsf jquery dojo extjs various java design pattern developed ui page using html cs java script jsp jquery jstl taglibs json project involved extensive use different framework feature including spring template involved configuration spring service applicationcontextxml implemented application using spring ioc spring mvc framework batch spring boot handled security using spring security written java class developing user interface using oops concept multithreading inheritance polymorphism collection api used spring business layer class involved developing code obtaining bean reference config file experience hibernate includes integrating legacy database writing custom crud statement integrating stored procedure function performed polymorphic association designed developed logging component using apache log4j log message error side change followed coding guideline implementing application used scala templating rendering standard markup across page along ui build made reactjs used apache cxf develop rest service soap ui testing web service server proficient developing web service related technology frame work wsdl soap rest axis jersey soap ui generating client client using eclipse web service consumption worked variety frontend javascript framework like angularjs backbonejs reactjs jquery jquery ui good knowledge emberjs written sql script executed oracle g database used svn git source code version control designed developed ui screen using strut dojo javascript jsp html dom cs ajax environment java servlets jndi html javascript cs xml dom xsd xslt ajax jquery jaxp jaxb ioc mvc aopspringboot cloud camunda bpm dojohibernate hql raml mmc active mq apache cxf jaxws jenkins jboss server emma svn junit log4j docker sprint scrum oracle g java developer state ca responsibility involved various phase software development life cycle sdlc worked highly dynamic agile environment participated scrum sprint meeting developed ui using html5 css3 javascript bootstrap jquery angular j node j built angularjs module controller pop modal file uploaders created reusable directive factory service angularjs used backbonejs reactjs create controller handle event triggered client send request server involved writing java api amazon lambda manage aws service used plugin development rcp version developing layout like grid layout fill rcp designed implemented application using spring boot spring mvc ioc annotation spring aop transaction spring hateoas implemented authentication authorization application using spring security oauth2 designed developed microservices business component restful service endpoint using spring boot implemented restful soap based web service using jaxrs jaxws respectively implemented firsthand bestworst practice integrating microservices existing system architecture microservices used strategy gradually replace core monolithic application still adding business feature prepared call hibernate spring jdbc interacting database worked integrated hystrix dashboard monitor microservices using circuit breaker implemented multithreading concurrency exception handling collection whenever necessary experienced aws service smoothly manage application cloud creating modifying instance participated troubleshooting issue aws eureka cloud environment participated creation spring configuration using java8 feature lambda expression stream filter worked docker container management along volume container based db service docker artifactory configuration setup worked spring ribbon kafka broker service handle heavy traffic experience writing complex plsql query using join stored procedure function trigger cursor index oracle db installed deployed monitoring solution splunk service performed data extraction loading json data serverside content mongo db configured jms server setup db connection pool setup deployed returned item web sphere server used active mq communicate controller used service layer implement business logic implemented batch job using spring batch created various item reader item writer item processor involved support end operation support ossbss business support system identify gap propose solution manage issue resolution used unix shell script searchmodify file validation done using soapui ready api testing tool framework different environment deployed tested application web sphere application server developed test case unit testing integration layer using mockito framework setup ci cd process application using jenkins implemented configured customized jira issue tracking software agile plugin across company function worked log4j validate functionality junit unit testing used github maintain version file took responsibility code merges branch trunk creating new branch new feature implementation start environment java18 j2ee html5 css3 bootstrap jquery angular j reactjs javascript node j eclipse rich client platform ioc mvc boot batch spring hateoas spring data hibernate active mq restful postman soap micro service aws ec2 docker mongo db oracle maven sts web sphere application server mockito jms unix jenkins jira log4j git sr javaj2ee developer united health group minnetonka mn responsibility created use case diagram uml using rational rose reengineered application screen jsp based strut framework involved design application using j2ee architecture employ modelviewcontroller design pattern participated agile daily scrum meeting progress reporting task distributing involved core java coding using java apis collection multithreading exception handling generic enumeration java io fulfill implementation business logic configured xml file open source spring framework fulfill proxy pattern configured xml file hibernate applied orm enable data transaction pojo oracle database using caching sessionfactory well caching query responsible overall project development fund module flex41 version wrote crud operation mutual fund financier list using ibatis db2 developed xml file dtds schema parsing using sax dom parser wrote roll procedure plan environment mixed window xml hbase nosql xslt developed web application using html parsed data xml format using sax loaded database responsible creating complex sql query stored procedure analyzed table mysql database used spring tag library form data binding theme displaying validation error integration spring portlet framework flex based custom component used hive ql map reduce cassandra bulk load java web service unix shell script active mqs used spring inversion control transaction management gui maintenance screen designed developed ui using primefaces jsf library javascript designed rest api logging front end error occurring angular j tableau dashboard log harvested reported elastic search tool extensively used json object ajax ui display automated aws deployment shellant script connected test environment host used build creating stored procedure fine tuning existing procedure handle huge amount transaction worked spring quartz scheduling task like generating reportspolicies customer trace error glassfish server log file find location existing problem involved configuring hibernate mapping filesannotations pojo object used hibernate transaction management hibernate batch transaction hibernate cache concept developed data abstraction layer using hibernate orm spring support jdbc driven component designed developed restful web service using framework data communication various event ordering fulfillment system developed using soap designed developed implemented document transformation application using xml spy tool used bootstrap create responsive website fit user device desktop tablet mobile phone developed stored procedure trigger database intensive task created index referential constraint performance data integrity log used monitor error log used git version control tool extensively worked performance tuning sql query improve performance job used junit unit testing build environment j2ee java spring framework spring mvc jsp jsf servlets hibernate ajax web service aws soap xml java bean angular j knockout j xstream unix ibatis glassfish apache poi ext j jquery javascript oracle g ibm rad nosql websphere agile methodology design pattern rest apache camel cv mongo db apache maven junit html unit testing xslt htmldhtml javaj2ee developer king fisher airline bengaluru karnataka responsibility prototyped designed developed ccis application framework complying soa architecture reused many new applicationsprojects ccis department significantly reducing timecost created mule esb artifact configured mule config file deployed used angular j client server validation expression language built published consumed rest web service supporting xml json perform task appointment cancellation technician job management dispatchtechivr call reduction module developed soap web service tsg ui outage board application used jaxb marshalling unmarshalling java object xml vice versa used soap ui tool testing liquid xml editor validate xml document xsds used jquery angular j jsp javascript html cs jstl frontend module techivr provided support integrating restful web service client performed unit testing using junit integration testing using ivr system invovled creating restful web service using jaxrs jersey tool developing orchestrating service esb call provide apis service portal applied oo design concept design pattern dao singleton factory business delegate service locator improve existing javaj2ee based code base rearchitected refactored performance tuned weblogic j2ee based ccis call reduction application previously came became true application ccis jboss esb development providing necessary input service portal multitasked gathering business requirement user duration feasibility request working project resolving issue environment java j2ee junit jdk spring core mvc hibernate soaprest web service ajax xml jquery html cs tcserver svn jenkins splunk sfx max seed oracle software developer tata docomo hyderabad telangana responsibility team member understood business design development testing closing funding module involved system design using uml use case class sequence diagram created using rational rose involved project migration using strut web framework based mvc2 architecture served integral role analyze design develop implement new requirement used java bean servlets action class action form model jsp strut tag library custom tag jstl tile view action servlet controller jquery implemented design pattern business delegate session faade dao value object proxy service locater created several custom tag jsp maximum reusability user interface component participated several design session create common development strategy eg error handling exception performance improvement practice session management etc designed developed several servlets jsps java class presentation layer extensively worked ilog jrules engine integrate j2ee application responsible writing business rule accessing firing rule session bean design implement server side business persistent logic using ejb implemented application communication asynchronous messaging service using mdb followed test driven development tdd scrum concept agile produce high quality software wrote oracle sql query stored procedure using sqlplsql responsible code review integrated module using weblogic application server implemented junit framework entire application environment java jdk15 j2ee jsp servlets strut ejb xml oracle g unix weblogic10 line framework core java developer axis bank hyderabad telangana responsibility involved prototyping proof concept design interface implementation testing maintenance created use case diagram sequence diagram preliminary class diagram system using umlrational rose designed developed persistence tier using hibernate framework designed developed front view component using jsp html involved developing various reusable helper utility class using core java used across module application developed interactive web page using ajax javascript implemented core java concept like polymorphism inheritance multithreading etc developed reusable utility class core java validation used across module developed java class implementing business logic using ejb stateless session entity message driven bean deployed tested application web server tomcat websphere configured tested application database server oracle g mysql helped database design tuning created stored procedure view database environment jdk core java multithreading collection jsp jstl servlets ejb xml html java script ajax soap wsdl uml jdbc shell scripting junit log4j jms apache tomcat websphere application server oracle g database window nt unixlinux technical skill language java j2ee sql plsql enterprise java jsp servlet jndi jdbc java security jsf markupxml technology xml xsd xslxslt saxdom json web technology html5 css3 java script jquery ajax bootstrap angularjs reactjs nodejs expressjs tool framework strut hibernate spring mvc spring hateoas spring web flow spring ioc aop jms jsf log4j spring boot spring cloud batch spring security web service soap restful uddi wsdl jaxrpc jaxrs jaxws jaxb axis2 jersey micro service architecture webapp server web sphere apache tomcat jboss weblogic database oracle sql sql server ibm db2 mongo db dynamo db development tool eclipse net bean intellij rad spring tool suitests mapping hibernate mybatis jpa testing tool others junit soap ui mockito log4j jira version control cv svn git rational clear case methodology agile scrum waterfall o environment window unix linux mac cloud technology aws ec2 s3 elastic beanstalk eb elastic load balancing elb apigateway cloud foundry skill api linux unix load balancing elastic beanstalk eb ec2 mac</code>	<code>system administrator responsible effective provisioning installation configuration operation maintenance system hardware software related infrastructure individual participates technical research development enable continuing innovation within infrastructure individual ensures system hardware operating system software system related procedure adhere organizational standard guideline essential responsibility install new rebuild existing server configure hardware peripheral service setting directory storage accordance standard project operational requirement develop maintain installation configuration procedure contribute maintain system standard perform daily system monitoring verifying integrity availability hardware server resource system key process reviewing system application log verifying completion scheduled job backup apply o patch upgrade regular basis upgrade administrative tool utility configure add new service necessary perform ongoing performance tuning hardware upgrade resource optimization required configure cpu memory disk partition required document company existing system architecture technology portfolio make recommendation improvement alternative conduct research emerging technology support system development effort recommend technology increase cost effectiveness system flexibility develop document communicate enforce policy standardizing system software necessary develop execute test plan check infrastructure system technical performance report finding make recommendation improvement provide guidance junior member team duty assigned required qualification education bachelor degree equivalent experience experience minimum seven seven year experience working field preferred qualification higher education working experience corporate experience multi unit environment required skill proven experience system network design development solid grounding core enterprise application including server virtualization data center design management directory design maintenance depth technical knowledge network pc platform operating system including version window server microsoft active directory email system enterprise application working knowledge cloud environment azure aws strong knowledge software evaluation principle practice strong analytical problem solving conceptual skill excellent written verbal communication presentation skill excellent technical support documentation skill strong teamwork interpersonal skill ability adaptable dependable handle multiple priority simultaneously ability conduct research emerging technology trend standard product required must able work fast paced environment demonstrated ability juggle multiple competing task ability work independently team environment maintain collaborative relationship demonstrated ability show high level service responsiveness internal customer must proven consistent track record showing ability work level within organization must display high level energy self motivation detail orientated thorough exceptional organizational skill working condition must available work night weekend required business need regular work requires great deal sitting extended period time additional information culinary institute america important u support employee substantial meaningful package benefit believe supporting employee benefit assist work life balance benefit offered based position type status benefit offered may include medical prescription drug plan dental plan vision plan insurance life home auto even pet short long term disability plan generous paid time program including paid holiday retirement saving plan four hundred three b company contribution employee assistance program tuition assistance program tr</code>	<code>1</code>

The model card is truncated. Read the rest on Hugging Face.