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 = [
    '## Job Title: Sales and SEO Management Specialist  \n\n### Location: Lahore, Pakistan  \n\n### Company: Innovate Digital Solutions Inc.  \n\n### Job Summary:  \nJoin Innovate Digital Solutions Inc. as a Sales and SEO Management Specialist. You will be part of a dynamic team responsible for driving client engagement and ensuring optimal performance in digital marketing strategies. Your role will include managing client relationships, improving SEO strategies, and leading your team to achieve sales targets.  \n\n### Key Responsibilities:  \n- Proactively engage with prospective clients to understand their business needs and provide innovative solutions.  \n- Design and execute SEO strategies in alignment with client’s marketing objectives.  \n- Manage and optimize PPC campaigns to maximize ROI and brand visibility.  \n- Develop and maintain strong client relationships through tailored marketing solutions.  \n- Lead a team to achieve and surpass sales targets while providing exceptional customer service.  \n- Analyze market trends and algorithms to tailor SEO strategies accordingly.  \n- Produce reports that track progress and measure success against KPIs.  \n\n### Ideal Candidate Profile:  \nYou are a skilled sales and marketing professional with strong analytical skills suited to identifying and executing SEO opportunities. You excel at client interactions, possessing the ability to transform potential leads into satisfied clients through strategic and well-executed marketing initiatives. Leadership and team management skills will be pivotal to drive sales and motivate your team.  \n\n### Benefits:  \n- Competitive salary package  \n- Health and wellness benefits  \n- Performance bonuses  \n- Opportunities for career advancement  \n\nJoin us to redefine digital engagement and lead market strategies with agility and innovation.',
    'NAME  -  ZEESHAN  AKRAM  \nADDRESS  - Islamabad, Pakistan   \nCELL  #  0320 -9567383  \nEMAIL -  zeeak@hotmail.com  \n \n \nPROFILE  \nOver  17 years  of professional  & versatile  experience  in Sales,  Marketing,  Business  Development,  Investment  Banking,  HR, Operations,  Administration  and \nCustomer  Services with  Excellent  Communication,  Organizational , Analytical &  Leadership  skills.  \nPROFESSIONAL  EXPERIENCE  \n \nNOV 2022 -PRESENT  DHA QUETTA , PAKISTAN  \n   As Assista nt Director Sales  \n*Looki ng after Sales  & JVs  of DHA Quetta. *Making Sales strategies  & Sales forecasting . *Dealing and Resolving queries o f Client s and Real Estate Agents. \n*Responsible  of REAs registration process and document ations. *Handling team of managers and team members . *Preparing  daily weekly and monthly reports \non tasks given to team s and R Os. *Organizing events, meetups  & expos with REAs , Clien ts, Investors & Brands  in all ROs. *Providing  train ings and flouri shing \nskills when needed.  \n \nNOV  2019 -SEP 2022  J7 GLOBAL (Real Estate Constructors & Builders), ISLAMABAD, PAKISTAN   \nAs General  Manager Sales & Marketing  \n*Looked after 15BN/PKR worth of commercial high -rise projec ts. *50% of the project sold in 5 months. *Expert in B2B & B2C dealings. *Lead Generations &  \nfollow ups professional. * Organized  and represented projects on Expos, Road shows, Seminars and Events. *Led the team of more than 40 people. *Looked  \nafter  Sales, Marketing,  HR & Admin  departments.  \n \nMAY  2018 -NOV  2019      ROOTS  INTERNATIONAL SCHOOLS  & COLLEGES  (RISC  & MIUC),  ISLAMABAD,  PAKISTAN  \nAs Manager  National  Enrolments  & Outreach  \n*Looked  after  27 branches  across the  country.  *Maintained  fee structures of  more  than  15000  students.  *Dealt parents  queries  at all levels.  *Managed  \ncompany’s developmental strategies & objectives. *Supervised nationwide admissions, enrolments & recruitment. *Opened the bra nch with 600 admissions in  \n4 months first  time in  the history  of RISC.  *Organized  & represented  on Educational  Seminars, Conferences  and Events  nationally  & internationally.  \n \nMAR  2016 -MAY  2018      UNITED  BANK  LIMITED  FUND  MANAGERS,  ISLAMABAD,  PAKISTAN  \nAs Group  Sales  Manager  \n*Country’s  second  largest  bank  with  more  than  100M/PKR  AUM  in Mutual  Funds.  *Looked  after  HNIs  and Corporate  clientele.  *Promoted  thrice  on \nperformance  basis. *Led the  team of  10 investment  advisors.  *Worked  towards  achieving  the targeted  AUM  and Gross  Revenue.  \n \nOCT  2010 -MAY  2015       CABTIME  PVT LTD,  LONDON,  UNITED  KINGDOM  \nAs Manager  HR & Admin  \n*Developed and designed all HR Policies and Procedures. *Maintained employee compensation and benefits programs. *Ensured the  legal compliance by  \nmonitoring and implementing applicable human re -source federal and state requirements. *Conducted investigatio ns, grievances. *Took care of Admin related  \ntasks.  *Maintained  management  guidelines  by preparing,  updating,  and recommending  human  resource  policies  and procedures.   \n \nNOV  2008 -SEP 2010        ZARA,  LONDON, UNITED  KINGDOM  \nAs Deputy  Manager  \n*Excellent  Customer  services  provider.  *Target  Achiever  on daily,  weekly  and on monthly  basis.  *Looked  after  for successful  operations  to achieve  the \nmaximum  profitability  in different  stores.  *Stock  management  & Warehouse  responsible.  *Took  care  of Merchandising  & Replenishments  on the floor.  \n*Employee  relations  and team  builder.  *Managed  the team  of more  than  40 employees.  \n \nMAR  2008 -NOV  2008      TRAVELODGE  HOTEL,  LONDON,  UNITED  KINGDOM  \nAs Front  Desk  Administrator  \n*Excellent  Customer  services  provider.  * Looked  after  all Administrative  duties. *Payments  handling  and Reconciliation  of statements.  \n \nJAN 2007 -DEC 2007         INFOSPAN,  ISLAMABAD,  PAKISTAN  \nAs Senior  Sales  Executive  \n*Customer  queries handler.  *B2B  and B2C project.  *Led  the team  of 20 agents.  *Sales  Trainer.  \n \nMAY  2006 -DEC 2006       INSIGNITOR,  ISLAMABAD,  PAKISTAN  \nAs Customer  Support  Representative  \n*Customer  services  provider.  *Inbound  project  of Islamic  Relief.  *Customers  queries  and objections  solver.  \n \n \n \n \nCERTIFICATIONS  \n*Transformational, Enriched, Accomplishment for Management and Leadership Success (T.E.A.M.S). *Mutual Funds Basic Certificat ion Examination taken by  \nInstitute of Financial Markets of Pakistan Certification on Fixed Income (IFMP). *Trading & Investments gi ven by Institute of Financial Markets of Pakistan and  \nUSAID.  *Certification  on The ART of SHEPHERDING.  *Certification  on Grooming,  Presentation,  Skills  and Time  Management.  *IT Training  Workshop  \nCertification.  *International  English  Language  Testing  System  (IELTS).  \nACHIEVEMENTS  \n*Target Achiever for consecutive two quarters. *First ever branch opened with 600 students under my supervision. *Promoted th rice in 2 years in United Bank  \nLimited Fund Managers. *Grew company from 5 employees to 70. *Promoted in three years thrice in ZARA UK. *Took care of three different outlets and almost  \n100 employees.  \nEDUCATION  \n \n2010 -2012  PG/MBA  IN BUSINESS  ADMINISTRATION  (HRM)  \nANGLIA  RUSKIN  UNIVERSITY  CAMBRIDGE  & CHELMSFORD,  UNITED  KINGDOM  \n2009 -2010  PG/MBA  - BTEC  ADVANCED  PROFESSIONAL  DIPLOMA  LEVEL  7 \nLONDON  SCHOOL  OF ACCOUNTANCY  & MANAGEMENT,  UNITED  KINGDOM  \n2008 -2009  ACCA  LEVEL  ONE  \n LONDON  COLLEGE  OF ACCOUNTANCY,  UNITED  KINGDOM  \n2005 -2007  BACHELOR’S IN ECONOMICS  \n UNIVERISTY  OF PUNJAB,  LAHORE,  PAK \nPERSONAL  DETAILS  \nLanguage  Skills  : English, Urdu, Punjabi  \nDriving  License  : Pakistan  ',
    ' \n Executive Profile  \n \n Creative & results -driven professional  offering 16 years  of rich onshore \n& offshore experience across  multiple  sectors   \n Expertise in setting out delivery standards  for various operational areas, \nimplementing quality systems & procedures to facilitate a high -quality \nexperience, while adhering to the SLA s and business services  \n Expertise in managing complete project management activities,  ensuring \ntimely deliveries as per defined quality standards; implemented project \nplans, risk assessments  and contingency plans  \n Documentation of Client Business Processes  and identification of \nImprovements for Business Efficiency  \n Successfully managed numerous prestigious clients  like Jazz & Ufone \nApplication Development & Assessment Services , UNFPA  Data Cleansing & \nQuality Assessment , MODP & Roshan Telecom  Enterprise Datawarehouse \n& Business Intelligence ; and so on  \n An effective leader  with capabilities in motivating teams and maintaining \ndeliverables as per the defined guidelines along with elevating service \nstandards for operational excellence  \n Experience d in technical & pre -sales support , planning, designing, \nimplementation, administration, management and support of Enterprise Data \nManagement & Analytics Project  for various organizations  \n Created solution designs  after performing business user requirements and \npain point  assessments; developed work products like technical solution \ndesign documents, architectural overview diagrams, operational models and \ndeployment models for Data Platforms   \n Played a key role  (MR) in adoption and implementation of QMS 9001:2008 & \n9001:2015 . Also served as PPQA Manager  for CMMI -L2 Apraisal of \nInformation Architects Pvt. Ltd.  \n Hands -on experience of using PMBOK, CMMI & ISO Standards for Execution \nof IT Projects as well as fimilarity of Agile  & SCRUM  metho dologies & \npracticies  \n \n \nEducation & Credentials  \n \n Master of Computer Science  (Multimedia & Communications ) from \nMohammad Ali Jinnah University (now Capital University of Science & \nTechnology) of Pakistan in 2010 \n Master of Computer Science  (Software)  from National University of Modern \nLanguages of Pakistan in 2005 \n Bachlors of Arts (Business Subjects), from Allama  Iqbal Open University, \n2002 \n Diploma in IT  from Govt. Gordon College , Rawalpindi  in 1995 \n Fsc (Pre -Engg.)  PAF College Chaklala, RWP, 1995  \n \n \nCareer Timeline  (Recent 4)  \n \n \n \n Key Skills \n \n \n \nSoft Skills \n \n \n \nIT Skills  \n \nOperating System:  MS Windows, \nWinsows Server , SUSE, Fedora, RHL   \n \nData Tools : Ms SSIS, KNIME, PowerBI, \nTableau, O racle DV \n \nMS BackOffice:  MS Office 365, MS Office \n365 SharePoint, MS Visio , Libre Office, Open \nOffice , Trello, HubSpot  \nPPQA, QA  Org. Process \nAssessment & \nRefinement  \nRFP/EOI \nProposal Writing   \nPoC & Client \nDemo \nPreparations  Project \nExecution & \nImplementation  \n \nData Management \nProcedures for \nClients  \nTEARS \nConsultants,  \n InfoMatrix, \nPakistan   Haroon Sarfraz  \n \n \n \n \n2007 -\n2017 2017-\n2019 Project  \nManagement  Sales Coordination |Presales | Data Management  | Data warehousing  | \nBusiness Analytics  | Project Management  | Business Analysis  | Process \nReview & Enhancement  \n \n2018-\n2022 NLC Smart \nSolutions  Sales & \nCoordination  \nData Management \nPolicies & \nStandards  Team Building & \nLeadership  \n \nharoon .sarfraz @outlook .com  +923225082611                                         \n     https://www.linkedin.com/in/haroonsarfraz/  \n \n2022 \n- Now  Information \nArchitects  \n \nTrainings                                                                                        \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \nProfessional Experience   \n \nJuly’2022 – To-Present  : NLC Smart Solutions Pvt. Ltd., Rawalpindi , Pakistan  as Manager  Sales Coordination  \n \nRole:   \n Clients’ Pain Point Identif ication & Solution Architecture  \n Leading PoCs & Demo of Vehicles Tracking and Associated Solutions  \n Pre-Sales of Vehicles Tracking and Associated Solutions / Services  including preparatio n of Responses to EOIs and RFPs  \n Business Requirement Analysis  \n Coordination with Technical P roject team, Clients , Partner, Vendors  and Higher Management  \n Strategy & execution roadmap s, long-term business goals, objectives, and operating procedures  \n Organizational planning and coordination among various teams for management, strategic growth and transformation  \n Created technical design documentation & implementation strategies towards smooth service  delivery  \n Engaged & coordinated with vendors & Tech. Teams for RFP& EOI Solution Development  \n \nPrevious Experience  \n \n2018  – 2022 : InfoMatrix Pvt. Ltd. , Islamabad , Pakistan as Sr. Project Manager / Pre -Sales Consultant  \n \nHighlights:  \n Leading Tendering Activities, Client Demo & PoCs  \n Technical Pre -sales  \n Business Analysis & Requirements Specifications  \n Datawarehousing, Business Analytics and Advance Analytics Project Management  \n Data Analytics  \n \nAug’2017  – Jul’2019 : Traffic Engineering and Road Safety Consultants , Highway Safety Data Analyst  \n \n2015  – 2017: Information Architects Pvt. Ltd. , Islamabad , Pakista n as Sr. Project Manager / Pre -Sales Consultant  \n \n2011  – 2015 : Information Architects Pvt. Ltd. , Islamabad , Pakistan as Project Manager / Pre -Sales Consultant  \n \n2009  – 2011 : Information Architects Pvt. Ltd. , Islamabad , Pakistan as Project Coordinator  \n \n2007  – 2009 : Information Architects Pvt. Ltd. , Islamabad , Pakistan as Software Engineer  \n \n2006  – 2007 : National Road Safety Secretariat , MoC GOP , Islamabad , Pakistan as Assistant to Executive Dir.  \n \n2005  – 2006 : National Highway Authority, MoC, Islamabad , Pakistan as Trainee Engineer  \n \n \n \n Participated in National Information Security Seminar, \nJune 2011 organized by Pakistan Science Foundation  \n Participated in PMP  Exam preparation workshop \nconducted by Mr. Suhail Iqbal, Organized by \nCOMSATS, Islamabad, January 10 -14th, 2011  \n Participated in Oracle Technology Solution Selling \nWorkshop  \n Conducted In -house trainings of CMMI Level -2 Process \nAreas  \n Conducted In -house train ings of ISO 9001:2008 \nstandard  \n Participated in Microsoft SharePoint 2010 technical \ntraining from FAST, Islamabad  \n Attended Various trainings conducted by Pakistan \nManpower Institute, Islamabad Pakistan 2015 \n(Organisational  Behaviour, Conflict Resolution, \nProblem Definition etc.)  \n Annual PMXpo Seminars 2012,2013,2014  \n Multiple Udemy  Courses of Agile Methodology  \n Life Changing Day Seminar by Azam Jamil & \nHashim Sarwar, May 2023  \n UiPath RPA Implementation Methodology  \nTraining Aug ust 2019 \n UiPath RPA Business Analyst Online Traning , \nAugust 2019 \n UiPath Licensing Training August 2019  \n UiPath RPA Awareness Training August 2019  \n Road Safety Audit Training, NHA, HQ Islamabad, \n2019 \n Freelancing & Graphics Designing Courses  \nconducted by Ministry of Information \nTechnology & Telecom, Ignite , DigiSkills \nTraining Programe , April -June2019  \n Attended Oracle Business Process Management \nSuite 11g Bootcamp Training, 2012  \n Attended three days intensive training/course on \n"Introduction for CMMI for Development Ver. \n1.3" conducted by Catalyic Consulting Pvt Ltd., \n2012 \nMajor Projects Executed  \n \nInfoMatrix, Organizational \nDigital Transformation  \n Participated in Successful Digital  Transformation  to make InfoMatrix a Purpose \nDriven Agile Organization  \nNHA, Road Safety Capacity \nBuilding in Pakistan  \n Served as Highway Safety Data Analyst  at National Highway Authority, Pakistan \nin its Road Safety Initiative under Highway Safety Audit Expert Contract.  Included \nfollowing main deliverables  \n1. Road Safety Data Analysis   \n2. Research, Compilation & Composition of NHA Road Safety Audit Manual, 2018.  \n3. Research,  Compilation & Composition of N HA Work zone  Safety & Mobility Manual, \n2019.  \nMODP (POF), Datawarehouse \n& Business Intelligence \nImplementation & Support \nProject  \n As Project Manager, I managed  the Project of Enterprise Datawarehouse \nImplementation, Dashboards and Reports Development for Higher Management of \nPOF Wah  \n Pre-Sales  Leading to Standard Project Planning, Requirements Management, \nBusiness Analysis, Execution, Team Management Tasks  & Successful Completion & \nHandover  \nMobilink, Auto Reconciliation \nApplication Dev. & Support  \n As Project Manager  & Service Manager  Auto Reconciliation Application \nDevelopment to automate loading the Bank flat files and Mobilink (EFics) files into \nthe database with business rules, Perform ETL process and then reconciliation \nprocess.  \n Pre-Sales Leading to Standard Project Planning, Execution, Team Management , \nChange Ma nagement  Tasks  & Successful Completion & Handover  \nUNFPA, Reproductive Health \nData Cleansing  \n Served as Project Manager  Reproductive Health Data Profiling , Data Cleansing & \nImprovement Suggestions  \n Project Management, Monitoring and Control, Status Reporting, Technical Reports \nCompilation  \nRoshan Telecom , \nAfghanistan,  BI Reporting \nProject  & Multiple CRs  \n The aim of this project was to provide a complete business intelligence solution for \nthe better support to management and financial decisions. The Project consists of \nthree main modules, Financial, Commercial, and Technology.  Pre-Sales Leading to \nStandard Project Planning, Requirements Management, Business Analysis, \nExecution, Team Management Tasks  & Successful Completion & Handover  \nRoshan Telecom Custom \nPost -Paid Billing System \nIntegration with the \nEnterprise  Datawarehouse, \nPlatform Migration, Database \nUpgrade  \n Custom Post-Paid Billing System Integration with the Enterprise  Datawarehouse, \nPlatform Migration E6900 to M9000, Database Up grade Oracle 10g to 11g  \n Pre-Sales leading to Award of Project, Standard Project Planning, Execution, Team \nManagement Tasks, Change Management  & Successful Completion & Handover  \nUfone , CaRES CRM \nAssessment  Review   \n \nCMMI for Dev -L2 , ISO \n9001:2008/2015  \n \n CRM Application A ssessment  Review  was carried as a Business Analyst  out and \ndetailed Assessment & Recommendation Report was submitted to client  \n \n Played the Role of Manager PPGA, SEPG Team Member, Organizational CMMI \nAppraisal Assistant  \n Played the Role of Management Rpresentative for Organizational ISO 9001:2008 & \n2015 Certification  \n \n \n \n \n \n Personal Details  \n \nDate of Birth:  6th March 1977 \nLanguages Known: English , Urdu , Punjabi,  \nDriving License:  Pakistan  \n \n',
]
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, 0.9978, 0.9947],
#         [0.9978, 1.0000, 0.9944],
#         [0.9947, 0.9944, 1.0000]])

Training Details

Training Dataset

Unnamed Dataset

Size: 879 training samples
Columns: sentence_0, sentence_1, and label

Approximate statistics based on the first 879 samples:

	sentence_0	sentence_1	label
type	string	string	float
details	min: 227 tokens mean: 253.04 tokens max: 256 tokens	min: 2 tokens mean: 252.79 tokens max: 256 tokens	min: 0.0 mean: 1.15 max: 1.91

Samples:

sentence_0	sentence_1	label
## Lead Generation and Business Intelligence Specialist Join Innovate Connections Inc. as a Lead Generation and Business Intelligence Specialist. You will play a pivotal role in driving business growth by spearheading lead generation initiatives and providing strategic insights through data analytics. We are looking for a highly skilled professional with a strong background in lead generation, data management, and business intelligence. ### Key Responsibilities: - Develop and execute lead generation strategies using digital marketing techniques, cold calling, and data scraping tools. - Collaborate with cross-functional teams to optimize customer acquisition strategies. - Utilize CRM systems to manage and analyze client data for lead qualification. - Create and manage detailed project schedules and work plans, utilizing best practices and standards for project execution. - Develop financial models and business growth strategies based on data insights. - Utilize tools such as Power...	Aabeer Suhail Bukhari International Business Development Manager Conﬁdent, creative and highly proﬁcient business professional adept in foreign market entry, expansion and product launch in new territories. aabeerbukhar.as@gmail.com +92 321 4334769 Lahore, Pakistan linkedin.com/in/aabeer-suhail-bukhari- 5b723019b WORK EXPERIENCE Business Development Manager Wrangler Instruments 06/2020 - Present , Lahore, Pakistan Manufacturer & Exporter of Surgical Instruments to EU & USA with an annual sales of $6m Secured the largest (by value of money) Purchase Order to date by a new client based in Copenhagen, Denmark. (Initial value of 180,000 USD. The accumulate client purchase by far this year is approximately $1M) Successfully planned, negotiated and won a contract with UNICEF Supply Division (03 year exclusive contract worth $1.5M per annum) Increased the Revenue by 28% with an existing Key Account by heading a project of oAering a new product (Market Regulations, Price break...	`1.6620000000000001`
## Join Prestige Automations as Robotics & Automation Engineer! ### Overview Prestige Automations is seeking a highly skilled Robotics & Automation Engineer to join our cutting-edge engineering team. The ideal candidate will leverage their expertise in control systems to integrate and innovate within the Oil and Gas sectors. Embrace the opportunity to work across multiple geographical locations and lead projects crafting efficient, reliable systems that push industry standards. ### Key Responsibilities - Develop, program, and test DCS/PLC systems, refining designs for maximum efficiency. - Lead projects focusing on pre-commissioning and commissioning, ensuring robust integration with existing infrastructure. - Design and evaluate control system architectures, including hardware and software components. - Collaborate closely with cross-functional teams to ensure optimal project planning and resource management. - Prepare detailed project documentation to support project outcomes and c...	`SAEED IQBAL Wireless Integration Engineer Prime -Hr. Huawei Client`	Islamabad, Pakistan July 2024 – Present • Having responsibilities in Pakistan Remote Service Delivery Team as wireless services engineer • Providing remote delivery to different countries. • Having responsibilities of taking Pre -check before integration and Post -check of the sites after integration. • Wireless Sites 2G, 3G, 4G, 5G NR, scripts preparation using tools Web CME, Cloud CME, and MML commands. • Integration for wireless sites using Huawei OSS 2020, OSS MAE and coordination with field teams to properly installed the hardware as per design and alarms clearance. Regional Team Lead Hi-Tech Network limited – Peshawar -N2 Project Name: Jazz -Mobilink -Huawei MS Region II September 2023 To June 2024 • Supervise all operations to ensure that all operations are completed in accordanc...
# Job Title: Electrical Engineer - Automation and Control Systems ## Company: Innovate Solutions Inc. ### Location: Lahore, Pakistan --- ### Job Overview Join Innovate Solutions Inc. as an Electrical Engineer specializing in Automation and Control Systems. This role is perfect for someone with a deep interest in developing smart solutions using cutting-edge technologies. You will be responsible for designing, developing, and testing electrical systems and components, working closely with interdisciplinary teams to drive innovative solutions. ### Key Responsibilities - Design and implement control systems for automation in projects. - Collaborate in multidisciplinary teams to integrate smart technology, enhancing product efficiency and performance. - Develop and optimize algorithms for smart switches and IoT devices. - Perform simulation and modeling of electrical systems using MATLAB and other relevant tools. - Assist in the calibration and testing of electrical devices, ensurin...	Bachelor's Degree in Electrical engineering CGPA 3.3/4 (2020-2024) DAE Electrical 88% International Islamic universty Islamabad Government College OF Technology Rawalpindi Blue Star Public School Matric 72%SUMMARY WORK EXPERIENCE EDUCATION SKILLSst #11 Madina Colony Misrial Road, Rawalpindiadeelghaffar81@gmail.com+923495470821ADEEL GHAFFAR Electrical Engineer Electrical Engineer with hands-on experience in electrical and electronics systems, including biomedical appliances. Proficient in troubleshooting, repair, and maintenance. Passionate about inverters and converters, and seeking a role to apply my expertise in this area within a forward-thinking company. Eager to leverage my knowledge in innovative power conversion technologies to drive advancements in the field. Proteus Circuit Analysis Matlab/ Simulink Arduino ESP Controllers Sensor Interfacing Electronic circuits ADDITIONAL SKILLS Soft Skill 3d Modeling/Animation Adobe After Affect MS w...	`1.134`

Loss: CosineSimilarityLoss with these parameters:

{
    "loss_fct": "torch.nn.modules.loss.MSELoss"
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 16
per_device_eval_batch_size: 16
num_train_epochs: 2
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: 16
per_device_eval_batch_size: 16
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: 2
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
use_ipex: 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}
deepspeed: None
label_smoothing_factor: 0.0
optim: adamw_torch
optim_args: None
adafactor: False
group_by_length: False
length_column_name: length
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: False
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: False
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin
router_mapping: {}
learning_rate_mapping: {}

Framework Versions

Python: 3.12.5
Sentence Transformers: 5.0.0
Transformers: 4.53.1
PyTorch: 2.7.0+cpu
Accelerate: 1.10.0
Datasets: 4.0.0
Tokenizers: 0.21.2

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",
}

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Safetensors

Model size

22.7M params

Tensor type

F32

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Paper for Jayd972/fine-tuned-sbert-resume-matcher

Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Paper • 1908.10084 • Published Aug 27, 2019 • 13