Instructions to use leodellosa85/cv-matching-triplet-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use leodellosa85/cv-matching-triplet-model with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("leodellosa85/cv-matching-triplet-model")

sentences = [
"technical skills hp alm, rtc and jira as400 (iseries) with sql test automation: x- framework (in hours hsbc framework), uft and lisa test data automation - catdm test scheduling - jenkins and maven test document versioning - confluence and sharepoint.education details january 2002 bachelor of engineering computer engineering mumbai, maharashtra, in mumbai university january 1999 diploma computer technology mumbai, maharashtra, in maharashtra state board of technical education project manager(global test manager) project manager(global test manager) skill details as400- exprience - 25 months iseries- exprience - 25 months microsoft sharepoint- exprience - 6 months scheduling- exprience - 6 months sharepoint- exprience - 6 monthscompany details company - career timeline description - hsbc software india pvt. ltd.pune, india project manager(global test manager) company - disha technologies description - company - total solution (i) pvt. ltd description - key deliverables across the tenure as a global test manager/project management: acting as global test manager, steering a team of 25+ resources across the globe spearheading the testing teams in india, china, malaysia and poland current role involves entire test delivery of large programs under banking domain which includes leading a team comprising of individuals (client & vendor) from functional (regression, integration) & shared services (security, performance, accessibility and automation) groups defining and devising the \"hsbc core banking\" it transformation strategies from solution to execution level. experience in latest specialize testing methods - cbil - api, conversion, cloud, digital ui, infrastructure, exploratory and accessibility testing. experienced in planning the oat and various non-functional like performance and volume testing of core banking. coordinating with the regional business and testing teams to map their testing approach following with various teams to ensure end to end release is successful and a quality product is delivered to production. steering the global product testing, regional deployments testing and extending support for uat and live proving technical lead to implement the in house \"test automation\" framework (x-framework) solution on as400 (iseries) system. managing the implementation of test automation to enable devops via tools cucumber & selenium (bdd), uft and tosca for function testing leading the ci/cd implementation by executing automated scripts from jenkins working on test data management by using ca tdm and internal hsbc tool) handling tasks pertaining to resource forecasting, effort estimation and resource on boarding process ensuring seamless communication with vendor partners to arrange for resource onboarding based on the forecasting reviewing the project progress on a daily basis; implementing corrective measures to ensure the project is ontrack overseeing people management tasks comprise monthly 1:1 with leads, reviews providing conflict resolution when required",
"software proficiency: languages: basics of c, sql, pl/sql,java,javaee,javascript,html,css,jquery,mysql,spring ,hibernate. software tools: xillinx, modelsim, matlab, multisim. operating systems: windows xp, vista, 07, 08, ubuntu. project profile: b.e. project fpga implementation of team size: 4. role: programmer. aes algorithm aes is advanced encryption standard which is used in cryptography by which we can protect our data. it encrypted by a secret key. t.e. project sorting robot. team size: 3. role: mechanism designer. the tcs 230 sensor sorts the rgb color balls according to their color. diploma project rfid based student team size: 4. role: interface. attendance system using gsm. in this student show rfid card of his own and then message send via gsm to their parent that his ward is present.education details may 2016 b.e. savitribai phule pune, maharashtra pune university march 2010 s.s.c maharashtra board devops engineer skill details c- exprience - 6 months c++- exprience - 6 months sql- exprience - 6 months pl/sql- exprience - 6 months core java- exprience - 6 months javascript- exprience - less than 1 year months html- exprience - less than 1 year months css- exprience - less than 1 year months jquery- exprience - less than 1 year months javaee- exprience - less than 1 year months mysql- exprience - less than 1 year months python- exprience - 6 monthscompany details company - parkar consulting and labs description - i'm working on the devops team in parkar consulting and labs. i have hands on the aws as well as python",
"it skills well versed with ms office and internet applications and various erp systems implemented in the company ie.sage, flotilla, lm erp, tally 9, wms, exceed 4000 etc personal dossier permanent address: bandra west, mumbai 400 050education details b.com commerce mumbai, maharashtra bombay university mumbai, maharashtra st. andrews college dim business management ignou operations manager operations manager - landmark insurance brokers pvt ltd skill details employee resource group- exprience - 6 months enterprise resource planning- exprience - 6 months erp- exprience - 6 months ms office- exprience - 6 months tally- exprience - 6 monthscompany details company - landmark insurance brokers pvt ltd description - jan 2019 till date about the company one of india largest insurance brokerage firms with offices across 24 states pan india and a part of the landmarkgroup with an annual turnover of 2200 cr position: operations manager leading and overseeing a team of 12 people to ensure that the correct work processes and tat are followed with regards to complete insurance handling from cheque submission right upto policy issuance and support to all offices pan india for motor and health insurance. ensuring all the data entry of customers is correctly done by the customer service underwriting of documents and verification ( health & motor) costings of insurance products followups with insurance companies customer complain handling and solutions mis reporting ensuring the team is working in line with the operations sop conducting weekly briefing with the team liasing with all pan india offices for all operational support handling daily cash transactions reporting to the vice president operations company - trippereri travels & tours description - jan 2017 to mar 2018 about the company a startup travel agency company organising local and international tours. operations: looked after overall operations and administrative / sales functions company - vish hotel supplies pvt ltd description - jan 2015 nov 2016 about the company a distributor of hotel supplies to 5 star international hotels groups in india for hotel amenities from a international supplier to more than 50 hotels all across india position: operations manager (supply chain logistics) complete incharge of running the business from shipping, imports, warehousing right upto distribution and overseeing all operational related activities for the company overlooking and managing all aspects of the business and implementing procedures for successful shipping / inventory management at the warehouse / delivery of material all india plus exports overseeing all vendor negotiations in addition to the customs warehouse and cha negotiating with freight forwarders for best freight rates and quickest delivery times overseeing the clearance of import shipments and export shipments and liasing with freight forwarders ensuring that all government and tax compliances are adhered to by the company. ensuring that all benefits of government rebates and duty schemes are received and availed by the customer and company as per the exim license held overseeing that all customers are satisfied with the overall supplies and services of the company ensuring that all obstacles faced in the supply chain management is smoothened out for hassel free delivery to the customers across india overseeing account paybles and receivables overseeing that all stock are maintained in the warehouses and accounting books as per implemented procedures sourcing out new vendors with high quality manufacturing capabilities for new product manufacture visiting customers to survey customer satisfaction and address any shortfalls hr function like recruitment, interviewing & finalizing candidates for the company company - gea ecoflex middle east fze description - about the company gea ecoflex part of the gea group germany is one of the largest suppliers of process technology and components for the food and energy industries. as an international technology group, the company focuses on sophisticated production processes. gea generates revenues in excess of eur 5.7 billion annually key deliverables freight management: acquire, develop and enhance relationships for economical & faster modes of freight forwarding for various requirements of the company. developing pricing strategies with an with an eye towards maximizing company's profits by reducing its freight costs by negotiating the pricing for each individual sectors with freight forwarders/shipping carrier and ensuring timely delivery of goods to the respective destinations. manage and negotiate the import freight charges with various freight forwarders and air lines for bulk air shipments moving from americas, europe, dubai, india, china & other gcc countries. identify possible snag & loopholes for all consignments moving in and out, which may be late for the required deadline and find alternate solutions for meeting the commitment. logistics management: managing the logistic functions; negotiating with transporters for cost effective transport solutions. coordinating with custom house agents for ensuring timely clearances and effective transport solutions at reasonable costs. interfacing with airlines & shipping lines for transport & conducting negotiations for finalizing freight rates to optimize transportation costs & ensure damage free transit. monitoring and analyzing the loss in transit and undertaking measures to control the same. co-ordinated the schedule / mobilization of after sales team to various gcc/ on-shore / off shore /european sites. materials / inventory management: handling the inventory function so as to curtail inventory holding expenses. ensuring the specifications of materials, establishing quality & quantity for effective inventory control and reducing wastages. managing the disposal of obsolete and retired inventory. warehousing & distributions: planning and maintaining efficient warehouse operations. monitoring receipt, inspection, storage, and distribution of stock. resolving all problems affecting the stores service including staff punctuality, day-off, vacation plan, etc. overseeing that all paper work is processed in a timely manner. following up on discrepancies, damage/expired goods and claims & returns back. purchase / procurement: providing support for developing and implementing key procurement strategies for commodities and ensuring that plans are aligned with all contractual & statutory requirements while ensuring project schedule. identifying new potential vendors for strategic sourcing; ensuring purchase schedules against the purchase plan for timely procurement of all items to ensure smooth manufacturing. vendor / supplier development: providing support for identifying and negotiating with vendors for procuring essential materials at reasonable price, developing vendors for better price, quality, delivery & increased volumes and identifying alternate vendors. developing long-term partnerships with local & foreign suppliers; acquiring techno-commercial offers from various vendors. handled supplier pre-qualification and vendor registrations significant contributions successfully managed the overall operations including: o receiving stock, order dispatch, warehouse management & special processes. o inventory control and global purchase. o facility in compliance with iso 9001 -2008 standards. o coordinating and follow up with various factories in europe, us, asia for timely delivery of materials o carrying out receiving, picking, packing, and shipping average of 45 orders monthly. o maintaining and handling aed 15 million inventories stored at three external warehouses. holds the credit of serving clients in power, marine oil and construction industries including sabic, ksa. played a key role in streamlining inventory identification and tracking system. pivotal in introducing systematic analysis of daily discrepancy reports. generated reports on standardized receiving, stocking, checking, and housekeeping procedures. abridged a decrease in inventory discrepancies by developing tracking system. successful in meeting 24-hour turnaround goal for most of shipments. company - kuehne + nagel llc description - about the company a worldwide leader in logistics .the company activities are in the global seafreight, airfreight, overland and contract logistics businesses. successfully managed a team of 3 executives and reported to general manager. handling the top key accounts of the company successful handling of the entire export coordination, documentation. played a pivotal role in supervising receiving, inventory control, storage, distribution, traffic, etc. responsible for maintaining scheduled drivers, negotiated rates and routes with truck lines/carriers. essayed a key role in handling product distribution, security, and receivables for clients like united nations and johnson & johnson. handled hotel logistics, inventory and distribution across the middle east for marriot and hilton group managed and monitored the smooth movements of all consignments moving as direct imports, exports or as transshipment consignments from the far east/ middle east/ amman or egypt and its other branches to its respective destinations & also as transshipment into usa by air, land and sea. supervised the entire customs clearance for all consignments at various exit/entry points for all the direct imports, exports or transshipment consignments billing each account as per the job completed keeping track of revenue of each client on a monthly basis regular customer visits to ensure smooth operations and address any grievances. company - dhl express description - about the company a worldwide leader in air express courrier wholly owned by dpwn (deutsche post world net) to handle shipments of key accountholders with dhl india tracking and tracing of shipments solving problems of undelivered shipments working as per the dhl standards and service procedures liasing with operations and network at all dhl stations worldwide to ensure timely deliveries of shipments proactively keeping the customer informed about the status of their shipments while in transit to delivery keeping track of the productivity of each team member and updating records liasing with india operations for inbound freight shipments for clearance and timely deliveries informing customers about the various paperworks required for sending different shipments to various countries handled projects for state bank of india for sending interest warrants to their customers globally. keeping complete track of shipments status and informing sbi proactively. company - wns global services description - company - airlink international description - about the company an international company with various departments and activities i.e cargo, shipping, ticketing and freight forwarding designation held: logistic assistant / operations executive job responsibilities: handling the top accounts of the company. answering customer queries, request and complaints sending quotations billing each account as per the job completed preparing export documentation. preparing free zone documents liaising with jebel ali port and dubai / sharjah port. liaising with shipping companies for export and imports. coordinating barge loadouts. complete inventory management. adhering to professional standards and procedure to achieve the iso certificate. worked on software packages exceed 4000 and flotilla. company - serck services international description - job responsibilities liaising with the purchasing manager in local and international purchases of technical parts, involving import and export formalities. soliciting quotes, preparing purchase orders and communicating with suppliers both local and international. receiving and dispatching goods liaising with suppliers to ensure timely supply of equipments stock control and inventory. maintenance of reorder levels and par stock. preparing the daily operations report maintaining the iso standards, which involves efficient recording of data and systematic filing of data. company - serck services international description - march 2000 - april 2003 about the company a british based multinational company, manufacturing radiators, oil coolers, heat exchangers and other cooling elements for all purposes joined the company as accounts assistant and promoted to logistic assistant in aug 2001 company - serck services international description - job responsibilities maintaining and updating the database of customers and suppliers. handling walk in customers and after sales service calls. preparing job order. providing timely information and data for the preparation of reports. circulating information through memos and reports. invoicing for four major departments. banking petty cashiering and preparing reports general office duties.",
"education details january 2016 bachelor of engineering lean projects mumbai, maharashtra mumbai university january 2013 diploma computer engineering ratnagiri, maharashtra maharashtra state board of technical education sap consultant sap consultant - quick learner skill details company details company - quick learner description - groomed skills with microsoft excel. job responsibilities: working on centralized sap security project which includes user vba programming for automation. level authorizations including role creation and changes. and compliance policy maintenance for sap systems. confidence and positive attitude. assisting users in troubleshooting and identifying authorization issues using su53 and trace analysis. willingness to learn & work in team. working on grc 10.x access control application and all its component. strong analytical thinking, documentation and design skills assisting in defining the scope of a project/opportunities, estimating efforts and project timelines. hands on experience in sap market place for creating user / adaptable to new environment, with ability to get along with oss ids/developer keys. people."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2

This is a sentence-transformers model finetuned from sentence-transformers/all-MiniLM-L6-v2. It maps sentences & paragraphs to a 384-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: sentence-transformers/all-MiniLM-L6-v2
Maximum Sequence Length: 256 tokens
Output Dimensionality: 384 dimensions
Similarity Function: Cosine Similarity

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': 256, 'do_lower_case': False, 'architecture': 'BertModel'})
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

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 = [
    'i.t. skills windows xp, ms office (word, excel: look-ups; pivot table; other basic functions ; power point) saral payment package- payroll software internet applicationseducation details january 2006 bachelor in hospitality management international hospitality management queen margaret university edinburg january 2006 diploma hotel management international institute of hotel management hr skill details hr management- exprience - less than 1 year monthscompany details company - atri developers description - hr payroll statutory compliance performance management company - description - employee relations and administration: creating industry specific policies, procedure, forms, formats, letters, checklists etc payroll management: salary restructuring to process payroll of 600 employees. validation of all input (attendance, leaves, and salaries) before starting salary process. processing accurate & error free salary of employees. responsible for compensation and benefits administration. coordinate with accounts team for salary processing. attendance & leave record management assuring prompt and satisfactory resolution of payroll related queries of all employees. statutory compliance management: manage various statutory compliance requirements (pf, esic, pt, gratuity, tds etc calculations, deduction, payment and return filing. generate statutory reports like form 16, form 24q. conducting session with employees on statutory policies and procedure, compliance related topics. shops and commercial establishments act (s&e) the payment of gratuity act 1972 recruitment and selection: handling recruitment like job posting in naukri portal and coordination. create annual manpower plan and budget. screen and schedule preliminary interview. arrange for employee orientation. handling joining formalities and salary account opening formalities. performance management: end to end facilitation of pms starting from creating job description & appraisal forms to disbursement of letters. kra setting, mid-year reviews, annual reviews, handling all appraisal activities (360 degree) training and development: conduct training need analysis and arrange various training session. employee engagement and employee welfare: creation and deployment of sales rewards and recognition schemes, periodic interactive sessions like monthly birthday celebration, annual day, diwali dhamaka, offsite etc. working on saral payment package- payroll software as well as on excel assisting md in hr works, offering suggestions and answering employee queries on payroll compliance related issues, other benefits (insurance, medical, reimbursement, ), full & final settlement of resigned employees.',
    'education details june 2012 to may 2015 b.a economics chennai, tamil nadu sdnbvc hr skill details company details company - anything it solution description - hr',
    'it skills languages: c (basic), java (basic) web technologies: html5, css3, bootstrap, javascript, jquery, corel draw, photoshop, illustrator databases: mysql5.0 ide & tools: sublime text, notepad operating systems: windows xp, windows 7education details september 2015 bachelor of engineer information technology nagpur, maharashtra nagpur university may 2011 hsc secondary & higher secondary state board of secondary june 2009 ssc secondary & higher secondary maharashtra state board of secondary web and graphics designer web and graphics designer - virtuous media point, pune skill details bootstrap- exprience - 24 months html5- exprience - 24 months javascript- exprience - 24 months jquery- exprience - 24 months corel draw- exprience - 24 months adobe photoshop- exprience - 24 months adobe illustrator- exprience - 12 months css3- exprience - 24 monthscompany details company - virtuous media point description - company - cnc web world description - internship program: at e-sense it solution pvt.ltd. nagpur as a web designing and developement. * presented in project competition in innovesta 15 of priyadarshini indira gandhi college of engineering, nagpur. * presented in national level paper presentation in tech-wave 2015 of s.r.m.c.e., nagpur. company - e-sense it solution pvt.ltd description - key result areas: * designed websites solutions by studying information needs, conferring with users, and studying systems flow, data usage, and work processes. * understood process requirements and provided use cases for business, functional & technical requirements. * interacted with users for requirement gathering, prepared functional specifications and low-level design documents. * participated in the software development life cycle (sdlc) and agile methodology right from requirement analysis, * performed detailed design of modules along with their implementation, and documentation integrated software modules developed by other team members. highlights: * developed various modules as per customer requirement and identified and fixed number of bugs related to code, database connectivity, ui defects and so on. * analyzed and modified existing codes to incorporate a number of changes in the application / user requirements, wrote new codes as required. * coded, implemented and integrated complex programs using technologies such as html5, css3, javascript, jquery, bootstrap. * having good command on graphics designing with effective ideas. projects * www.nitka.com, nagpur united corporation (admin), mintmetrix.com, tagline videos (admin), smartbadge (admin): - in all projects i have used technologies like html5, css3, bootstrap, javascript, jquery and text editor as sublime text. * www.shreekiaspack.co.in, www.3staragroproducts.com, www.luckystationery.co.in: - used technologies like html5, css3, bootstrap, javascript and text editor as notepad++. * design various logos, brochures, advertising banners, visiting cards, pamphlet, hoardings etc. b.e. final year project * major project: - title: web based disease diagnosis expert system. duration: 1 year description: in this project we provide a website in which doctor gives online consultation for particular disease. system gives better suggestions for any health problems. * mini project development- * shopping management system developed in c++. curriculum & extra curriculum activities company - face-it description - co-ordinator in project competition.',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.9921, 0.9968],
#         [0.9921, 1.0000, 0.9918],
#         [0.9968, 0.9918, 1.0000]])

Training Details

Training Dataset

Unnamed Dataset

Size: 962 training samples
Columns: sentence_0, sentence_1, and sentence_2

Approximate statistics based on the first 962 samples:

	sentence_0	sentence_1	sentence_2
type	string	string	string
details	min: 24 tokens mean: 225.96 tokens max: 256 tokens	min: 24 tokens mean: 224.84 tokens max: 256 tokens	min: 24 tokens mean: 224.32 tokens max: 256 tokens

Samples:

sentence_0	sentence_1	sentence_2
technical skills: languages python python framework django, drf databases mysql, oracle, sqlite, mongodb web technologies css, html, restful web services rest methodologies agile, scrum version control github project managent tool jira operating systems window, unix education details be dr.bamu,aurangabad python developer python developer - arsys inovics pvt ltd skill details css- exprience - 31 months django- exprience - 31 months html- exprience - 31 months mysql- exprience - 31 months python- exprience - 31 months web services- exprience - less than 1 year months logger- exprience - less than 1 year months mongodb- exprience - less than 1 year months json- exprience - less than 1 year months unix- exprience - less than 1 year months rest- exprience - less than 1 year months sqlit3- exprience - less than 1 year monthscompany details company - arsys inovics pvt ltd description - project - f-mas (frequency monitoring and analysis systems - (f-mas)) f-mas is a project for managing netwo...	training attended: 1. successfully completed esd program conducted by zensar technologies, pune in 2017. 2. successfully completed employability training conducted by barclays, global talent track, and nasscom foundation in 2015. achievements: 1. treasurer in ieee student branch at jscoe, pune for 2017-18. 2. worked as team leader in college s various technical and cultural events from 2016 - 2017. 3. project idea got selected for final prototyping round in kpit-sparkle 2018, pune. 4. participated in avishkar 2017 conducted by savitribai phule pune university. 5. project idea submitted in accenture innovation 2018, pune. 6. brought sponsorship of rs. 15,000 from platinum auto (formerly royal enfield) in 2017, pune. 7. secured 1 st rank for college level competition of poster presentation on smart ambulance in 2017, pune. 8. organized ieee workshop on excellence in english and public speaking in 2017, pune workshops attended: 1. successfully completed 4 days workshop on medical iot cond...	`education details electrical engineering skill details microsft office and excell, power point- exprience - 120 monthscompany details company - indian navy description - academia matric diploma in electrical engineering nuclear biological chemical defence and damage control including fire fighting leadership certificate course - 02 weeks management certificate course - 04 weeks advance fire fighting including industrial safety - 24 weeks`
social skills: ability to establish trust and work with a team. determined with good work ethics. ability to work under difficult situations.education details january 2011 to january 2016 mumbai, maharashtra mumbai university bachelor of electronics engineering electronics engineering mumbai, maharashtra atharva college of engineering at malad automation and electrical engineer automation and electrical engineer - smec automation pvt. ltd skill details company details company - smec automation pvt. ltd description - -18, supply, installation, testing and commissioning of water level sensor and valve actuators for water tanks at barc hospital anushaktinagar, trombay and barc facility at kalyan. implemented of academy projects like automatically tank filling with relay and float sensor level control, bottle filling on conveyor belt motion, and waste material crashing then separated on conveyor belt motion with plc controlling. role of automation and instrumentation engineer (marine and i...	technical skills automation testing selenium webdriver, testng. testing framework testng, data driven, page object model. applications & tools eclipse, postman building tool version control continuous integration maven svn jenkins database sql languages sql, java, c++ scripting languages html, javascript operating system windows domain insurance, erp, e-commerce education details january 2016 b.e. computer pune, maharashtra savitribai phule university of pune automation testing java developer and automationtesting skill details c++- exprience - 6 months database- exprience - 6 months eclipse- exprience - 6 months employee resource group- exprience - 6 months enterprise resource planning- exprience - 6 monthscompany details company - phioenix microsystem pvt.ltd. description - company - phioenix microsystem pvt.ltd. description - organization role phoenix microsystems pvt.ltd. jr. java developer projects project #1 project swb-ebs_support role java developer description inventory operat...	skills knows english as native speaker (ielts overall 8; listening 8, reading 8, writing 7 and speaking 8.5); hindi with bilingual proficiency and punjabi as native speaker. able to communicate clearly and concisely with people of diverse backgrounds and levels of authority. exceptional knowledge of administrative procedures, evidence rules and trials. can maintain a professional attitude with peers, co-workers and clients at all times. focused and driven to always meet deadlines for pretrial procedures, trials and appellate briefings by effectively utilizing resources. a microsoft certified systems engineer (2008) and very much competent in windows and word processing software education details july 2009 to may 2012 bachelor's laws bikaner, rajasthan maharaja ganga singh university august 2008 to november 2008 microsoft certified systems engineer networking chandigarh july 2005 to april 2008 bachelor's of science bio-informatics chandigarh, chandigarh panjab university advocate newcom...
education details january 2016 bachelor of engineering lean projects mumbai, maharashtra mumbai university january 2013 diploma computer engineering ratnagiri, maharashtra maharashtra state board of technical education sap consultant sap consultant - quick learner skill details company details company - quick learner description - groomed skills with microsoft excel. job responsibilities: working on centralized sap security project which includes user vba programming for automation. level authorizations including role creation and changes. and compliance policy maintenance for sap systems. confidence and positive attitude. assisting users in troubleshooting and identifying authorization issues using su53 and trace analysis. willingness to learn & work in team. working on grc 10.x access control application and all its component. strong analytical thinking, documentation and design skills assisting in defining the scope of a project/opportunities, estimating efforts and project timeline...	competencies: sap business intelligence version sap bo 4.2 bo tools design studio, idt, webi, udt, cmc activities backend db hana, bw, bex queries, sqleducation details sap bo developer and sap hana developer sap bo developer - credit suisse skill details sap bi- exprience - 72 months cmc- exprience - 72 months hana- exprience - 36 months business intelligence- exprience - 72 months sql- exprience - 72 months sap bo- exprience - 72 monthscompany details company - accenture description - company accenture, pune environment sap bo 4.2, idt, hana views role sap bo developer and hana developer description: this project aims to provide reporting solution for swiss business users.the universe supports analyzing customer funds purchase order patterns and order lifecycle reporting. the purpose of reports is to provide an end-to-end view of the entire sales order transaction, and to track the investment orders in various funds, including the status of orders, order types along with the gross va...	education details january 2015 bachelor of engineering extc mumbai, maharashtra mumbai university january 2012 diploma industrial electronics vashi, maharashtra, in fr. agnel polytechnic etl developer etl developer skill details informatica- exprience - 36 monthscompany details company - blue shield of california description - duration: (mar 2016 - sept 2017) description: blue shield of california (bsc) is health plan provider. the intent of this project is to process feeds coming in and going out of bsc system related to eligibility, enrollment, and claims subject areas. all these feeds comes in different formats and are processed using informatica 9.6.1, oracle 11g, facets 5.0 &tidal. technical environment: etl tool (informatica power center 9.6.1), oracle 11g (sql, pl-sql), unix, facets, tidal, jira, putty. role: etl developer responsibilities: responsible for analyzing the business requirement document involved in development of informatica mappings using different transformations ...

Loss: TripletLoss with these parameters:

{
    "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
    "triplet_margin": 5
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 12
per_device_eval_batch_size: 12
multi_dataset_batch_sampler: round_robin

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 12
per_device_eval_batch_size: 12
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_steps: None
learning_rate: 5e-05
weight_decay: 0.0
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
max_grad_norm: 1
num_train_epochs: 3
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
bf16: False
fp16: False
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
accelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
parallelism_config: None
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch_fused
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
project: huggingface
trackio_space_id: trackio
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
dataloader_pin_memory: True
dataloader_persistent_workers: False
skip_memory_metrics: True
use_legacy_prediction_loop: False
push_to_hub: False
resume_from_checkpoint: None
hub_model_id: None
hub_strategy: every_save
hub_private_repo: None
hub_always_push: False
hub_revision: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
include_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
include_num_input_tokens_seen: no
neftune_noise_alpha: None
optim_target_modules: None
batch_eval_metrics: False
eval_on_start: False
use_liger_kernel: False
liger_kernel_config: None
eval_use_gather_object: False
average_tokens_across_devices: True
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin
router_mapping: {}
learning_rate_mapping: {}

Framework Versions

Python: 3.12.12
Sentence Transformers: 5.1.2
Transformers: 4.57.1
PyTorch: 2.8.0+cu126
Accelerate: 1.11.0
Datasets: 4.0.0
Tokenizers: 0.22.1

Citation

BibTeX

Sentence Transformers

@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}

TripletLoss

@misc{hermans2017defense,
    title={In Defense of the Triplet Loss for Person Re-Identification},
    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
    year={2017},
    eprint={1703.07737},
    archivePrefix={arXiv},
    primaryClass={cs.CV}
}