This is a sentence-transformers model finetuned from BAAI/bge-m3 on the confitv2-augmented dataset. It maps sentences & paragraphs to a 1024-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: BAAI/bge-m3
Maximum Sequence Length: 1024 tokens
Output Dimensionality: 1024 dimensions
Similarity Function: Cosine Similarity
Training Dataset:
- confitv2-augmented

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': 1024, 'do_lower_case': False, 'architecture': 'XLMRobertaModel'})
  (1): Pooling({'word_embedding_dimension': 1024, '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})
  (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.

python

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("EnchantedRainfall/confit-v2-augmented")
# Run inference
sentences = [
    '**PROJECT**\r\nWe are working on different solutions for all areas of activities, like sales, marketing, logistic with focus on commercial function.\r\nGroup of our enterprise BI systems has common architecture and goals.\r\n**Scope:**\r\n- Leverage data from multiple sources (SAP, DB’s, flat files, Data lake stores etc..)\r\n- Data manipulation for analytics purposes\r\n- Data exploration and discovery techniques\r\n- Machine learning techniques\r\n- Building AutoML framework for internal use in various use cases.\r\n- Data visualization of ML output.\r\n\r\n**YOU ARE**\r\nIf you are keen to work for one of the most dynamic and interesting companies in the world, to have challenge on regular basis and to visit our great locations around the globe – come and join us!  \r\n\r\n**Perfect-fit candidate must have:**\r\n- Solid experience in data exploration and analysis, ML algorithms, feature engineering, design and building ML models, AutoML concepts, ML model performance metrics.\r\n- Knowledge and experience in statistical and data mining techniques: GLM/Regression, Classification, Clustering, Random Forest, Boosting, Trees, Text mining, etc.\r\n- Strong knowledge in Python (TenserFlow, Pandas, NumPy, Keras, etc), Docker, R, T-SQL, 2+ years of practical experience.\r\n- Hands on experience with productionalizing ML models.\r\n- Hands on experience of cloud platforms, especially Microsoft Azure, Amazon Web Services (AWS), Google Cloud Platform(GCP)\r\n- Experience visualizing/presenting data for stakeholders\r\n\r\n**Will be a plus:**\r\n- Experience with AutoML tools such as the DataRobot;\r\n- Development experience in Azure Databricks Notebooks or Jupyter notebook.\r\n- Knowledge of Agile/Scrum.\r\n\r\n**TOGETHER WE WILL HAVE**\r\n- Interesting environment with ability to communicate with people around the Globe;\r\n- Great opportunity for self-development;\r\n- Variety of interesting and challenging tasks;\r\n- Friendly team with whom you can share fresh news and knowledge; \r\n- Flexible working schedule.\n\n TARGET_ROLE: Senior Data Scientist & ML Enginner | EXP_REQ: 6\nDOMAIN: Enterprise Business Intelligence and Commercial Analytics\nREQUIRED_ENTITIES: Python, R, TensorFlow, Pandas, NumPy, Keras, Docker, T-SQL, Azure Databricks\nPREFERRED_ENTITIES: DataRobot, Jupyter\nWORKFLOW: Agile, Scrum',
    '================================================================================\nSENIOR DATA SCIENCE ENGINNER\nSeniority: Senior | Total Experience: 5 Years\nDomain Expertise: Commercial Enterprise BI and Analytics\n================================================================================\n\nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\nHighly structured and results-oriented Senior Data Science Enginner with 5 years of professional experience operating within the Commercial Enterprise BI and Analytics sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n* Core Technologies      : Python, R, T-SQL\n* Tools & Frameworks     : TensorFlow, Pandas, NumPy, Keras, Docker, Microsoft Azure, AWS, GCP, Azure Databricks\n* Scripting & Secondary  : Bash, PowerShell\n* Methodologies          : Agile, Scrum, Test-Driven Development\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\nROLE   : LEAD MACHINE LEARNING SPECIALSIT\nTENURE : 3 Years\n\n\nKey Responsibilities & Achievements:\n  - Architected an automated pipeline for model selection using DataRobot, cutting deployment cycles by 40% for sales forecasting.\n  - Engineered predictive classification models with Random Forest and Gradient Boosting to identify high-value customer segments.\n  - Deployed containerized ML services on Azure Kubernetes Service, ensuring high availability of real-time scoring endpoints.\n  - Visualized complex performance metrics in PowerBI to assist stakeholders in making data-driven commercial decisions.\n\nROLE   : DATA SCIENTIST\nTENURE : 2 Years\n\n\nKey Responsibilities & Achievements:\n  - Executed exploratory analysis on multi-source flat files using Python and Pandas to reveal hidden operational inefficiencies.\n  - Built custom regression models in Jupyter environments to improve supply chain accuracy by 15%.\n  - Streamlined database queries using T-SQL to extract features for model training, significantly reducing memory overhead.\n  - Presented findings from clustering analysis to the executive board to guide regional logistic expansion.\n\n================================================================================',
    '\nSENIOR R / SAS DATA SCIENTIST\nSenior Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\nABOUT ME\n────────────────────────────────────────────────────────────\nI am a Senior Senior R / SAS Data Scientist specialising in Commercial Enterprise BI Systems.\nMy core stack centres on R, SAS, and I\ncomplement that depth with working proficiency in\nJulia, SQL. \nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\nMy day-to-day toolkit spans SAS Enterprise Guide, T-SQL, Azure Databricks, Docker.I also reach for Julia and SQL\nwhenever the problem calls for lighter scripting or automation.\n\nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\nSENIOR DATA SCIENTIST  (4 years)\nLed the advanced analytics team in developing robust statistical solutions for global commercial operations. Responsible for migrating legacy data processes into efficient, automated pipelines within the SAS ecosystem. Collaborated extensively with cross-functional stakeholders to translate complex ML model outputs into actionable business intelligence.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\nDATA ANALYST  (2 years)\n  • Developed comprehensive reporting dashboards using R and SQL for marketing optimization efforts.\n  • Performed deep-dive exploratory data analysis on multi-source SAP data using SAS statistical procedures.\n  • Collaborated with IT teams to containerize legacy SAS models using Docker for improved consistency.\n\nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\nAway from the keyboard I enjoy Marathon Running, Classical Guitar, Chess and more.I believe a curious life outside work fuels creativity inside it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7619, 0.5607],
#         [0.7619, 1.0000, 0.6091],
#         [0.5607, 0.6091, 1.0000]])

Training Details

Training Dataset

confitv2-augmented

Dataset: confitv2-augmented at caa9b69
Size: 5,168 training samples
Columns: anchor, positive, negative_1, negative_2, negative_3, negative_4, and negative_5

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
type	string	string	string	string	string	string	string
details	min: 184 tokens mean: 482.42 tokens max: 1024 tokens	min: 162 tokens mean: 493.17 tokens max: 887 tokens	min: 168 tokens mean: 471.61 tokens max: 941 tokens	min: 160 tokens mean: 491.3 tokens max: 925 tokens	min: 163 tokens mean: 488.75 tokens max: 941 tokens	min: 164 tokens mean: 490.59 tokens max: 890 tokens	min: 169 tokens mean: 491.17 tokens max: 903 tokens

Samples:
anchor positive negative_1 negative_2 negative_3 negative_4 negative_5
!!!Accommodation in Vinnytsia or relocate!!!

Experienced in DevOps engineering, with software development orientation (+3 years).
Has familiarity with a broad portfolio of AWS infrastructure tools (EKS, RDS, S3, EC2) and experience with cloud infrastructure as Code (IoC) technologies (Cloudformation / Terraform / Pulumi)
Has knowledge of CI/CD methodologies and tools such as Jenkins, GitHub Actions, CircleCI or similar.
Knowledge of programming languages such as Python or Java, and writing code according to common design patterns - as an advantage.
Is committed to high standards, clean code, and test-driven development.

More specifically, what will you be doing?
Develop tooling to orchestrate and provision Skai’s production services on the public cloud.
Create and improve dev productivity tools to help streamline the R&D day-to-day work.
Enhance Skai’s Infrastructure as Code self-service offering to R&D and platform teams.
Work to modernize Skai’s components, automate an... | [object Object]DEVOPS ENGINNER WITH CLOUD SOFTWARE FOCUS[object Object]Mid-Level Professional · 4 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Mid-Level DevOps Enginner with Cloud Software Focus with 4 years of hands-on experience specialising in Cloud-Native Production Infrastructure.[object Object]My core stack centres on Java, Python, and I[object Object]complement that depth with working proficiency in[object Object]Bash, Go. Throughout my[object Object]career I have consistently delivered within[object Object]Agile, Scrum, Test-Driven Development (TDD), CI/CD environments, collaborating[object Object]closely with cross-functional teams to ship reliable,[object Object]production-grade software.[object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans AWS EKS, AWS RDS, AWS S3, Terraform, Jenkins, GitHub Actions.I also reach for Bash and Go[object Object]whenever the problem calls for lighter scripting or automation.[object Object]Working within Agile, Scrum, Test-Driven De... | ================================================================================[object Object]DEVOPS ENGINEER WITH AZURE CLOUD FOCUS[object Object]Seniority: Mid-Level \| Total Experience: 4 Years[object Object]Domain Expertise: Cloud-Native Production Infrastructure[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Highly structured and results-oriented DevOps Engineer with Azure Cloud Focus with 4 years of professional experience operating within the Cloud-Native Production Infrastructure sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object]* Core Technologies : C#, .NET Core[object Object]* Tools & Frameworks : Azure Kubernetes Service, Azure SQL Database, Azure Blob Storage, Pulumi, Azure Dev... | [object Object]AWS DEVOPS ENGINEER[object Object]Mid-Level Professional · 5 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Mid-Level AWS DevOps Engineer with 5 years of hands-on experience specialising in Online Travel Agency.[object Object]My core stack centres on AWS, CloudFormation, and I[object Object]complement that depth with working proficiency in[object Object]Python, Bash, Azure. [object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]I also reach for Python and Bash and Azure[object Object]whenever the problem calls for lighter scripting or automation.[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]────────────────────────────────────────────────────────────[object Object]DEVOPS SPECIALIST (3 years)[object Object]Managed cloud infrastucture for a high-traffic travel platform during a period of rapid growth. Collaborated with dev teams to streamline deployment pipelines using git automation. Focused on stability improvements and proactive system health tracking. · · · ·... | [object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title : Sr. Cloud Enginner & DevOps Specialist[object Object]Domain Expertise : Digital Eco System[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- Kubernetes[object Object]- Linux[object Object]- Terraform[object Object]- Azure DevOps[object Object]- AWS CodePipeline[object Object]- CloudFormation[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- GitOps[object Object]- Agile[object Object]- Post-mortem analysis[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Cloud Ops Enginner[object Object]Years in Role: 3[object Object][object Object]Achievement Set:[object Object] • Automated continuous delivery pipelines via Azure DevOps reducing deployment time by 40%.[object Object] • Implemented observability using APM and RUM tools to moniter real-time transaction health.[object Object] • Managed complex Kubernetes clusters and optimized container orchestration for high availability.[object Object] • Facilitated incident resolution and led detailed post mortem reporting for prod... | [object Object]SENIOR BIG DATA ENGINNER[object Object]None Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a None Senior Big Data Enginner specialising in Nền tảng truyền phát video trực tuyến.[object Object]My core stack centres on Scala, Spark, and I[object Object]complement that depth with working proficiency in[object Object]Python. Throughout my[object Object]career I have consistently delivered within[object Object]Agile, Scrum, TDD environments, collaborating[object Object]closely with cross-functional teams to ship reliable,[object Object]production-grade software.[object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans Azkaban, HDFS, Kubernetes, Kafka, Cassandra.I also reach for Python[object Object]whenever the problem calls for lighter scripting or automation.[object Object]Working within Agile, Scrum, TDD frameworks has[object Object]sharpened my instinct for iterative delivery and clear[object Object]stakeholder communication.[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]────────────────────────────────────────────────────... | [object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: Sr. IT Sales Account Manager[object Object]EXPERIENCE LEVEL: Mid-Level (4 YOE)DOMAIN ALIGNMENT: IT Staff Augmentation and Software Development Outsourcing[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven 4-year track record in the IT Staff Augmentation and Software Development Outsourcing sector. Their primary core expertise is anchored in IT Outstaffing Services, SaaS Solutions, which is heavily supported by operational expertise using LinkedIn Sales Navigator, Salesforce, HubSpot CRM, ZoomInfo. They are highly self-sufficient in their work, supplemented by proficiencies in Python and JavaScript. [object Object]>>> TECHNICAL SNAPSHOT[object Object][+] Core Competencies : IT Outstaffing Services \| SaaS Solutions[+] Delivery & CI/CD : LinkedIn Sales N... | |
```
# About us
[object Object]
[object Object]Telemedicine is transforming the delivery of Healthcare globally and was a booming sector even before the Coronavirus made it an essential service. [Minxli](http://minxli.com/) provides Telemedicine software to Doctors and Healthcare providers in Germany, enabling them to deliver their service remotely. This provides greater convenience for all and a more cost-effective scenario for Doctors.
[object Object]
[object Object]Our mission is to use design and technology to streamline the process of accessing and providing high-quality medical treatment. There has been an alarming decline in access to doctors in recent years and new doctors are demanding more flexibility in their working practices. The old ways of doing things are not providing doctors or patients with the experience they want. An opportunity has arisen for system-wide disruption, and Minxli is leading the way in providing the solution with our mobile and web apps.
[object Object]
[object Object]We are looking for a passionate and talented Product Designer with a st...
```
| PRODUCT DESIGNER CHUYEN VE HEALTHCARE UI/UX // Mid-Level // 3y exp========================================================================[object Object][object Object]## STACK[object Object]lang :: Figma \| Sketch \| Adobe XDtools :: Miro \| Jira \| Zeplinextra :: Principle \| After Effectsmethods :: Agile \| Scrum \| User-Centered Design \| Design Thinkingdomain :: Digital Health[object Object][object Object]## XP[object Object][1] Product Desinger — 3yr[object Object] > Thiết kế giao diện high-fidelity cho ứng dụng di động iOS và Android hỗ trợ bệnh nhân đặt lịch khám từ xa.[object Object] > Xây dựng và quản lý design system thống nhất giúp đội ngũ kỹ thuật triển khai code nhanh hơn 30%.[object Object] > Thực hiện phỏng vấn người dùng và phân tích dữ liệu để tinh chỉnh luồng trải nghiệm cho bác sĩ.[object Object] > Phối hợp chặt chẽ với team engineering trong môi trường Agile để bàn giao asset chuẩn xác.[object Object]========================================================================[object Object] | [object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: Nhà thiết kế sản phẩm Adobe XD chuyên nghiệp[object Object]EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Y tế kỹ thuật số (Telemedicine)[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Y tế kỹ thuật số (Telemedicine) sector. Their primary core expertise is anchored in Adobe XD, Photoshop, Illustrator, which is heavily supported by operational expertise using InVision, Zeplin, Sketch, Jira. They are highly self-sufficient in their work. [object Object]>>> TECHNICAL SNAPSHOT[object Object][+] Core Competencies : Adobe XD \| Photoshop \| Illustrator[+] Delivery & CI/CD : InVision \| Zeplin \| Sketch \| Jira[object Object]>>> ENGAGEMENT HISTORY[object Object]--------------------------------------------------------------------[object Object]1. EMPLOYER: [object Object] TITLE: Nh... | 3D MOBILE VISUALIZATION ENGINNER // None // experienced========================================================================[object Object][object Object]## STACK[object Object]lang :: Unity \| Blender \| 3ds Maxtools :: ARKit \| RealityKit \| iOS SDK \| SceneKitextra :: C# \| Swift \| Pythonmethods :: Agile \| Scrum \| Test-Driven Developmentdomain :: Retail Digital Transformation[object Object][object Object]## XP[object Object][1] AR Mobile Developer — 4yr[object Object] > Crafted immersive furniture placement experiences using Unity and ARKit to increase customer interaction rates.[object Object] > Optimized 3D asset workflows in Blender by reducing polygon counts without sacraficing visual fidelity for mobile performance.[object Object] > Integrated custom texturing pipelines into iOS apps that allowed sales teams to swap materials on virtual fixtures in real-time.[object Object] > Collaborated with cross-functional retail teams to ensure AR spatial measurements aligned with physical inventory standards.[object Object][2] 3D Modeler & Tech Artist — 2yr[object Object] > Designed detailed 3D product representations using 3ds Max t... | ================================================================================[object Object]SENIOR UX/UI DESIGNER CHUYÊN DỤNG CHO HỆ SINH THÁI ADOBE EXPERIENCE CLOUD[object Object]Seniority: Senior \| Total Experience: 6 Years[object Object]Domain Expertise: Fintech và Ngân hàng số[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Dynamic Senior UX/UI Designer chuyên dụng cho hệ sinh thái Adobe Experience Cloud bringing 6+ years of hands-on expertise in the Fintech và Ngân hàng số industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object]* Core Technologies : Adobe XD, Adobe Photoshop, Adobe Illustrator[object Object]* Tools & Frameworks : Adobe Creative Cloud, Adobe Experience Manag... | SENIOR PHP ENGINNER // Senior // 7y exp========================================================================[object Object][object Object]## STACK[object Object]domain :: Fitness and Sports Technology[object Object][object Object]## XP[object Object][1] Senior Back-end Developer — 4yr[object Object] > Orchestrated the migration of a legacy monolithic platform into a modular microservices architecture utilizing PHP and Symfony.[object Object] > Engineered automated integration test suites with PHPUnit that improved system reliability by 40%.[object Object] > Optimized complex database queries within MySQL and Doctrine, reducing API latency during peak traffic periods.[object Object] > Led the implementation of secure RESTful APIs with OAuth2 authentication, adhering to strict OWASP security guidelines.[object Object][2] Software Developer — 3yr[object Object] > Developed high-performance web components using PHP and Symfony to support daily business operations.[object Object] > Streamlined deployment workflows by integrating GitLab CI pipelines with Docker containerization.[object Object] > Managed large-scale messaging queues using RabbitMQ to handle as... | SR SOFTWARE ENGINNER - BACKEND & INDUSTRIAL AUTOMATION // Senior // 7y exp========================================================================[object Object][object Object]## STACK[object Object]lang :: Java \| ROM \| SQLdomain :: Retail & Industrial Automation for Made-2-Measure products[object Object][object Object]## XP[object Object][1] Full Stack Devloper — 4yr[object Object] > Architected scalable backend microservices using Java to optimize throughput in high-volume production facilities.[object Object] > Streamlined database performance by refactoring complex MariaDB queries and implementing advanced indexing strategies.[object Object] > Orchestrated containerized deployments via Kubernetes and Docker, significantly reducing lead time for new production feature rollouts.[object Object] > Collaborated with cross-functional factory teams in CZ to integrate MES system updates directly into the assembly line workflow.[object Object][2] Software Engineeer — 3yr[object Object] > Developed custom business logic layers to support bespoke configuration tools for retail product lines.[object Object] > Automated deployment pipelines by configu... | |
```
# Key Responsibilities 
[object Object]- Take full responsibility for iOS apps development in the company (development, releases, app store compliance, adherence to best practices and recommendations)
[object Object]- Build and maintain native iOS apps with impact on millions of users worldwide
[object Object]- Design, build, and maintain high performance, reusable, and reliable Swift code
[object Object]- Actively participate in scrum meetings, plannings, release processes 
[object Object]- Create and maintain documentation in English
[object Object] 
[object Object]# Requirements
[object Object]- 3+ years of experience as an iOS Developer (Swift)
[object Object]- Solid background in OOP, POP and popular architecture patterns
[object Object]- Experience with AppStore billing, popular 3rd party libraries and SDK’s 
[object Object]- Experience with implementing interconnections (HTTP/S, REST, JSON, WebSocket)
[object Object]- Ability to take a project from outlining requirements to the launch
[object Object] 
[object Object]# 1st-month objectives
[object Object]1) Learn current iOS products codebase
[object Object]2) Identify and cover knowledge gaps
[object Object]3) Update libraries, SDK’s and start implementing new f...
```
| ================================================================================[object Object]SENIOR IOS ENGINNER[object Object]Seniority: Senior \| Total Experience: 5 Years[object Object]Domain Expertise: Mobile Application Lifecycle Management[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Dynamic Senior iOS Enginner bringing 5+ years of hands-on expertise in the Mobile Application Lifecycle Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]--------------------------------------------------------------------------------[object Object]ROLE : LEAD IOS DEVELOPER[object Object]TENURE : 3 Years[object Object][object Object]Spearheaded the mobile division focusing on high-performance native... | [object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title : Senior Android Developer[object Object]Seniority Level : SeniorTotal Years of Exp. : 4Domain Expertise : Mobile Application Development[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- Kotlin[object Object]- Java[object Object]- Android SDK[object Object]- Jetpack Compose[object Object]- Gradle[object Object]- Firebase[object Object]- Room[object Object]- Dagger Hilt[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- Python[object Object]- Groovy[object Object]- Agile[object Object]- Scrum[object Object]- TDD[object Object]- CI/CD[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Senior Android Developer[object Object]Years in Role: 4[object Object][object Object]Achievement Set:[object Object] • Architected and deployed high-performance Android applications using Kotlin and Jetpack Compose, supporting over 2 million daily active users.[object Object] • Engineered robust RESTful API integrations and WebSocket connections to ensure real-time synchronization between mobile clients and backend services.[object Object] ... | [object Object]AGILE SCRUM MASTER[object Object]Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Senior Agile Scrum Master with 6 years of hands-on experience specialising in Mobile E-commerce Platforms.[object Object]My core stack centres on Swift, Objective-C. Throughout my[object Object]career I have consistently delivered within[object Object]Agile, Scrum, Kanban, TDD environments, collaborating[object Object]closely with cross-functional teams to ship reliable,[object Object]production-grade software.[object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans Xcode, CocoaPods, SwiftUI, Combine, Azure DevOps, Jenkins.Working within Agile, Scrum, Kanban, TDD frameworks has[object Object]sharpened my instinct for iterative delivery and clear[object Object]stakeholder communication.[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]────────────────────────────────────────────────────────────[object Object]AGILE SCRUM MASTER (3 years)[object Object]Served as the primary facilitator... | [object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title : Full-Stack Web Devloper & Client Liasion[object Object]Seniority Level : SeniorTotal Years of Exp. : 7Domain Expertise : E-commerce and SaaS Client Solutions[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- PHP[object Object]- Javascript[object Object]- HTML[object Object]- CSS[object Object]- React[object Object]- Laravel[object Object]- MySQL[object Object]- Git[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- TypeScript[object Object]- jQuery[object Object]- Agile[object Object]- Scrum[object Object]- User-Centric Design[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Senior Backend Enginner[object Object]Years in Role: 4[object Object][object Object]Achievement Set:[object Object] • Orchestrated complex PHP and MySQL migrations for high-traffic platforms to improve load times by 40%.[object Object] • Developed interactive UI components using React that significantly improved user engagement and aesthetic appeal.[object Object] • Facilitated weekly technical workshops with enterprise clients to ... | [object Object]SENIOR INFRASTRUCTURE ENGINNER AND SYSTEMS ADMIN[object Object]Senior Professional · 7 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Senior Senior Infrastructure Enginner and Systems Admin with 7 years of hands-on experience specialising in Financial Fraud Prevention Systems.[object Object]My core stack centres on Linux, VMware vSphere, ESXi, and I[object Object]complement that depth with working proficiency in[object Object]Bash, Python. [object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans Kibana, JIRA, Confluence, SAN, PGP.I also reach for Bash and Python[object Object]whenever the problem calls for lighter scripting or automation.[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]────────────────────────────────────────────────────────────[object Object]SENIOR SYSTEMS ADMINISTRATOR (4 years)[object Object]Managed global data center operations with a focus on stability and high-availability. Collaborated with external hardware vendors to... | [object Object]SENIOR DATA ENGINNER[object Object]Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Senior Senior Data Enginner with 6 years of hands-on experience specialising in Financial Analytics and Portfolio Management.[object Object]My core stack centres on Python, SQL, and I[object Object]complement that depth with working proficiency in[object Object]Shell, Bash, Linux. Throughout my[object Object]career I have consistently delivered within[object Object]Agile, Scrum, TDD environments, collaborating[object Object]closely with cross-functional teams to ship reliable,[object Object]production-grade software.[object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans AWS, Kafka, Airflow, PySpark, Redshift, Glue.I also reach for Shell and Bash and Linux[object Object]whenever the problem calls for lighter scripting or automation.[object Object]Working within Agile, Scrum, TDD frameworks has[object Object]sharpened my instinct for iterative delivery and clear[object Object]stakehold... |
Loss: CachedMultipleNegativesRankingLoss with these parameters:
json
1{ 2 "scale": 20, 3 "similarity_fct": "cos_sim", 4 "mini_batch_size": 4, 5 "gather_across_devices": false, 6 "directions": [ 7 "query_to_doc" 8 ], 9 "partition_mode": "joint", 10 "hardness_mode": null, 11 "hardness_strength": 0.0 12}

Evaluation Dataset

confitv2-augmented

Dataset: confitv2-augmented at caa9b69
Size: 1,292 evaluation samples
Columns: anchor, positive, negative_1, negative_2, negative_3, negative_4, and negative_5

Approximate statistics based on the first 1000 samples:

	anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
type	string	string	string	string	string	string	string
details	min: 186 tokens mean: 485.51 tokens max: 1024 tokens	min: 181 tokens mean: 498.77 tokens max: 930 tokens	min: 162 tokens mean: 471.57 tokens max: 997 tokens	min: 152 tokens mean: 490.54 tokens max: 930 tokens	min: 170 tokens mean: 492.78 tokens max: 941 tokens	min: 180 tokens mean: 498.42 tokens max: 928 tokens	min: 162 tokens mean: 493.21 tokens max: 921 tokens

Samples:

anchor	positive	negative_1	negative_2	negative_3	negative_4	negative_5
`[object Object][object Object]We are a staffing agency providing recruitment, outstaffing and HR services for IT market over 3 years. With our click we unite companies and people in teams that are sharing common values and sense of humour.🤘🤠 clicca.agency`

Requirements:

● 4+ years of technology-related, staffing-related sales or business development experience;

● Fluent/Advanced level of written and spoken English;

● Exceptional communicator and negotiator;

● Deep understanding of b2b sales cycle and decision making process;

● Experience in identifying, developing, negotiating, and closing staff augmentations deals; ● Experience in proactively growing customer relationships while expanding their understanding of the customer’s business;

● Fluent in working with various CRM systems;

● Result-oriented and focused on continuous improvement and optimization;

● Collaborative nature and getting-things-done approach.

Our ideal candidate can succsesfully manage all the stages of client relati... |

[object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title       : Senior IT Staffing Business Development Manager[object Object]Seniority Level      : SeniorTotal Years of Exp.  : 6Domain Expertise     : IT Staff Augmentation and HR Recruitment Services[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- CRM Software[object Object]- LinkedIn Sales Navigator[object Object]- Salesforce[object Object]- HubSpot[object Object]- Pipedrive[object Object]- Slack[object Object]- Notion[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- English[object Object]- Spanish[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Senior Sales Executiv[object Object]Years in Role: 4[object Object][object Object]Role Narrative:[object Object]I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts to boost retention. I successfully optimized internal communication between r...

[object Object]SENIOR IT STAFFING BUSINESS DEVELOPMENT MANAGER[object Object]Senior Professional  ·  6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Senior Senior IT Staffing Business Development Manager with 6 years of hands-on experience specialising in IT Staff Augmentation and HR Recruitment Services.[object Object] [object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]────────────────────────────────────────────────────────────[object Object]SENIOR SALES EXECUTIV  (4 years)[object Object]I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts using legacy enterprise ERP tools. I successfully optimized internal communication between recruiting teams and stakeholders to speed up deal closing.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  · ...

[object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: B2B Sales Account Executive in IT Outsourcing[object Object]EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: International IT Outsourcing Business[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the International IT Outsourcing Business sector. Their primary core expertise is anchored in IT Outsourcing Services, SaaS Solutions, which is heavily supported by operational expertise using HubSpot, LinkedIn Sales Navigator, Slack, DocuSign. They are highly self-sufficient in their work, supplemented by proficiencies in English and Spanish and Basic SQL. Culturally, they thrive in Consultative Selling/Lead Qualification/Agile Sales Processes environments and consistently drive measurable technical outc...

================================================================================[object Object]CHUYÊN VIÊN TUYỂN DỤNG IT (IT RECRUITER)[object Object]Seniority: None \| Total Experience: None Years[object Object]Domain Expertise: Công nghệ thông tin và Phát triển phần mềm[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Accomplished Chuyên viên Tuyển dụng IT (IT Recruiter) specializing in Công nghệ thông tin và Phát triển phần mềm with a track record of progressive experience. Adept at bridging technical and business requirements to drive critical projects from conception to successful deployment.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object]* Core Technologies      : IT Recruitment Lifecycle, Sourcing Strategy, Interviewing Techniques[object Object]* Tools & Frameworks     : Jira, MS Office Suite, Excel, Word, PowerPoint[object Object]* Scripting & Secon...

[object Object]QA MANUAL & AUTOMATION SPECIALIST[object Object]None Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a None QA Manual & Automation Specialist specialising in E-commerce Web Platforms.[object Object]My core stack centres on JavaScript, SQL, and I[object Object]complement that depth with working proficiency in[object Object]Python, Bash. [object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans Jira, Selenium WebDriver, Postman, TestRail.I also reach for Python and Bash[object Object]whenever the problem calls for lighter scripting or automation.[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]────────────────────────────────────────────────────────────[object Object]QA ENGINNER  (2 years)[object Object]I was responsibile for the end-to-end quality assurance of a dynamic shopping platform. My dayly routine involved running manual tests and maintaining our automatization scripts to ensure code stabilty. I also assisted the team by analizing functional reqs du...

[object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title       : Senior DevOps Enginner[object Object]Seniority Level      : SeniorTotal Years of Exp.  : 6Domain Expertise     : EdTech and Student Safety Software[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- Kubernetes[object Object]- Azure DevOps[object Object]- Azure Kubernetes Service[object Object]- Azure Storage[object Object]- Azure Key Vault[object Object]- Application Gateway[object Object]- Terraform[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- PowerShell[object Object]- Bash[object Object]- Python[object Object]- Agile[object Object]- Scrum[object Object]- CI/CD Pipeline Design[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Senior Cloud Infrastructure Specialist[object Object]Years in Role: 4[object Object][object Object]Achievement Set:[object Object]  • Orchestrated the migration of legacy workloads to AKS, improving system uptime by 35 percent.[object Object]  • Automated complex infrastructure provisioning using Terraform and PowerShell, reducing deployment time significantly.[object Object]  • Implemen...

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## Who we are looking for:
[object Object]
[object Object]- Passion for digital advertising;
[object Object]- Entrepreneurial Mindset;
[object Object]- 1-3 years of marketing experience in the tech world;
[object Object]- Sufficient understanding of lead generation process;
[object Object]- Sufficient understanding of main marketing metrics;
[object Object]- Sufficient knowledge of product marketing management;
[object Object]- Understanding of startup world and rules there;
[object Object]- Solid knowledge of Google Analytics / Google Adwords / GTM/ Facebook ads/ Snapchat Ads/ Tiktok ads;
[object Object]- Sufficient understanding of SEO concepts;
[object Object]- Basic understanding of UI/UX concepts;
[object Object]- Strong analytical skills and ability to make data-driven decisions;
[object Object]- Strong eye for all things creative (creative management, A/B testing etc);
[object Object]- Self-motivating and self-starting: proven track record in personal initiatives;
[object Object]- Creative thinking and experience in close cooperation with product and design teams;
[object Object]- Strong written English B2+;
[object Object]
[object Object]## Good to have:
[object Object]
[object Object]- Experience in working with tech startups from the USA
[object Object]- We’ll tea...

[object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: Chuyên gia Tăng trưởng Marketing & Growth Specialist[object Object]EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Mobile Fitness & Health Tech Apps[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Mobile Fitness & Health Tech Apps sector. Their primary core expertise is anchored in Google Analytics, Google Ads, Facebook Ads, TikTok Ads, Snapchat Ads, which is heavily supported by operational expertise using Google Tag Manager, Amplitude, AppsFlyer, Hotjar. They are highly self-sufficient in their work, supplemented by proficiencies in SQL and HTML and CSS. Culturally, they thrive in Agile Marketing/A/B Testing/Conversion Rate Optimization (CRO)/Lean Startup environments and consistently driv...

CHUYÊN GIA MARKETING TĂNG TRƯỞNG (HỆ SINH THÁI META/GOOGLE) // None // experienced========================================================================[object Object][object Object]## STACK[object Object]lang    :: TikTok Ads \| Snapchat Adstools   :: Adobe Creative Cloud \| Amplitude \| AppsFlyerextra   :: Python \| SQLmethods :: Agile \| Scrum \| Growth Hackingdomain  :: Tech Startups (Health & Fitness)[object Object][object Object]## XP[object Object][1] Chuyên viên Marketing Tăng trưởng — 3yr[object Object]    > Triển khai các chiến dịch quảng cáo TikTok Ads và Snapchat Ads đạt mục tiêu tăng trưởng người dùng 40% mỗi quý.[object Object]    > Sử dụng Python và SQL để tự động hóa quy trình phân tích dữ liệu hiệu suất chiến dịch, thay thế hoàn toàn các báo cáo thủ công.[object Object]    > Hợp tác với đội ngũ thiết kế sử dụng Adobe Creative Cloud để thực hiện A/B testing liên tục trên các landing page.[object Object]    > Tối ưu hóa ngân sách marketing thông qua việc theo dõi sát sao chỉ số chuyển đổi trên hệ sinh thái quảng cáo tập trung vào TikTok và Snapchat.[object Object][object Object]## MISC[object Object]prev    :: Nhân viên pha chế cà phê[object Object]certs   :: Chứng c...

================================================================================[object Object]CHUYÊN GIA NGHIÊN CỨU NGƯỜI DÙNG VÀ PHÂN TÍCH THỊ TRƯỜNG[object Object]Seniority: Senior \| Total Experience: 7 Years[object Object]Domain Expertise: Công nghiệp Cá cược và Giải trí Trực tuyến[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Highly structured and results-oriented Chuyên gia Nghiên cứu Người dùng và Phân tích Thị trường with 7 years of professional experience operating within the Công nghiệp Cá cược và Giải trí Trực tuyến sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object]* Core Technologies      : Google Analytics, Hotjar, Mixpanel[object Object]* Tools & Frameworks     : Tableau, Jira, Conflu...

[object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title       : Senior Media Buyer (Adobe Experience Cloud Specialist)[object Object]Seniority Level      : SeniorTotal Years of Exp.  : 6Domain Expertise     : Cryptocurrency and Web3 Advertising[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- Adobe Target[object Object]- Adobe Audience Manager[object Object]- Adobe Analytics[object Object]- Adobe Experience Platform[object Object]- Marketo Engage[object Object]- Salesforce Marketing Cloud[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- JavaScript[object Object]- SQL[object Object]- Agile[object Object]- Growth Hacking[object Object]- Data-Driven Marketing[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Senior Performance Marketer[object Object]Years in Role: 4[object Object][object Object]Achievement Set:[object Object]  • Architected enterprise-grade marketing funnels using Adobe Experience Cloud to optimize user journeys for crypto-exchange platforms.[object Object]  • Automated complex cross-platform reporting pipelines using Ad...

BACK-END NODE.JS ENGINNER // Mid-Level // 3y exp========================================================================[object Object][object Object]## STACK[object Object]lang    :: Node.js \| JavaScript \| ES6domain  :: E-commerce Platform Architecture[object Object][object Object]## XP[object Object][1] Software Enginner — 3yr[object Object]    > Architected a scalable server-side environment from ground zero using Node.js and ES6 standards.[object Object]    > Built robust API endpoints and bussiness logic modules to support high-traffic shopping platform.[object Object]    > Refactored legacy code to implement cleaner design patterns, resulting in better maintanability.[object Object]    > Integrated third-party payment gateways utilizing asynchronous JavaScript patterns for real-time processing.[object Object][object Object]## MISC[object Object]prev    :: Barista[object Object]certs   :: Scuba Diving License[object Object]========================================================================[object Object]

================================================================================[object Object]SENIOR AUTOMATION SOFTWARE ENGINNER[object Object]Seniority: Senior \| Total Experience: 5 Years[object Object]Domain Expertise: Data Security and Identity Management[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Dynamic Senior Automation Software Enginner bringing 5+ years of hands-on expertise in the Data Security and Identity Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object][object Object]PROFESSIONAL EXPERIENCE[object Object]--------------------------------------------------------------------------------[object Object]ROLE   : SENIOR AUTOMATION DEVELOPER[object Object]TENURE : 3 Years[object Object][object Object]Tôi đã chịu trách nhiệm phát t...

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(Our customer) is a conglomerate of fintech applications providing integrated financial solutions for global investors, regardless of experience or location. By harnessing the power of crowdsourcing and blockchain technology, Sprinkle Group’s vision is to become the new standard within capital markets.
[object Object]
[object Object]**О проекте**
[object Object]
[object Object]SprinkleXchange www.sprinklexchange.com
[object Object]SprinkleXchange is the world’s first borderless exchange, offering cross-asset investments in growth companies and cryptocurrencies.
[object Object]
[object Object]**Обязанности**
[object Object]
[object Object]• Development of the new features along with bug fixing and supporting existing software;
[object Object]• Participate in peer design and code reviews;
[object Object]• Proactively collaborate with teammates and communicate with remote team members;
[object Object]• Build robust and scalable micro-services;
[object Object]• Work in a full Agile collaborative environment — including meetings, iterative development, estimations, and design sessions;
[object Object]• Collaborate with Product management to estimate and plan work, provide status upd...

[object Object]SENIOR BACK-END SOFTWARE ENGINNER[object Object]Senior Professional  ·  6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━[object Object][object Object]ABOUT ME[object Object]────────────────────────────────────────────────────────────[object Object]I am a Senior Senior Back-end Software Enginner with 6 years of hands-on experience specialising in Fintech and Blockchain Infrastructure.[object Object]My core stack centres on Java 11, Spring Boot, Hibernate, and I[object Object]complement that depth with working proficiency in[object Object]Python, Bash. Throughout my[object Object]career I have consistently delivered within[object Object]Agile, Scrum, TDD, Code Reviews environments, collaborating[object Object]closely with cross-functional teams to ship reliable,[object Object]production-grade software.[object Object]SKILLS & TOOLING[object Object]────────────────────────────────────────────────────────────[object Object]My day-to-day toolkit spans Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL.I also reach for Python and Bash[object Object]whenever the problem calls for lighter scripting or automation.[object Object]Working within Agile, Scrum, TDD, Code Reviews frameworks has[object Object]sh...

[object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: Agile Scrum Master[object Object]EXPERIENCE LEVEL: DOMAIN ALIGNMENT: Fintech and Blockchain Infrastructure[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven track record in the Fintech and Blockchain Infrastructure sector. Their primary core expertise is anchored in Java 11, Spring Boot, Hibernate, which is heavily supported by operational expertise using Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. [object Object]>>> TECHNICAL SNAPSHOT[object Object][+] Core Competencies : Java 11 \| Spring Boot \| Hibernate[+] Delivery & CI/CD  : Docker \| Kubernetes \| RabbitMQ \| Kafka \| Redis \| PostgreSQL[+] Aux. Languages    : Python \| Bash[object Object]>>> ENGAGEMENT HISTOR...

[object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: Senior Cloud Reliability Enginner[object Object]EXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: FinTech and Online Brokerage Platforms[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven 5-year track record in the FinTech and Online Brokerage Platforms sector. Their primary core expertise is anchored in Docker, Kubernetes, PostgreSQL, Cassandra, Redis, which is heavily supported by operational expertise using AWS, Terraform, Ansible, Jenkins, Prometheus, Grafana, Kibana, Graylog. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. Culturally, they thrive in Lean/DevOps/Scrum environments and consistently drive measurable technical outcomes.[object Object]>>> TECHNICAL SNAPSHOT[object Object][+] Core Competen...

================================================================================[object Object]SENIOR C#/.NET BACKEND ENGINEER[object Object]Seniority: Senior \| Total Experience: 6 Years[object Object]Domain Expertise: Fintech and Micro-lending in Emerging Markets[object Object]================================================================================[object Object][object Object]PROFESSIONAL SUMMARY[object Object]--------------------------------------------------------------------------------[object Object]Highly structured and results-oriented Senior C#/.NET Backend Engineer with 6 years of professional experience operating within the Fintech and Micro-lending in Emerging Markets sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.[object Object][object Object]TECHNICAL SKILLS & COMPETENCIES[object Object]--------------------------------------------------------------------------------[object Object]* Core Technologies      : C#, .NET Core[object Object]* Tools & Frameworks     : SQL Server, Azure, RESTful APIs, Docker[object Object]* Scripting & Secondary  : Python[object Object]* Methodolog...

[object Object]CANDIDATE MATRIX DOSSIER[object Object]============================================================[object Object]Headline Title       : Senior Product Manager - Chuyên gia tối ưu hóa trải nghiệm khách hàng[object Object]Seniority Level      : SeniorTotal Years of Exp.  : 7Domain Expertise     : Bán lẻ và Viễn thông[object Object][object Object]PRIMARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- JIRA[object Object]- Confluence[object Object]- Scrum[object Object]- Kanban[object Object]- SAFe[object Object]- Figma[object Object][object Object]SECONDARY COMPETENCIES[object Object]------------------------------------------------------------[object Object]- SQL[object Object]- Tableau[object Object]- Agile[object Object]- Lean Product Development[object Object]- User Story Mapping[object Object][object Object]WORK HISTORY MATRIX[object Object]============================================================[object Object]ROLE 1: Lead Product Maneger[object Object]Years in Role: 4[object Object][object Object]Achievement Set:[object Object]  • Thúc đẩy lộ trình phát triển sản phẩm viễn thông giúp tăng 20% doanh thu trong 2 năm qua nhờ cách tiếp cận linh hoạt với mô hình SAFe.[object Object]  • Phối hợp chặt chẽ với đội ngũ phát triển Enginner để chuyển đổi các yêu cầu phức tạp thành tính năng cụ thể trên JIRA và Confluence.[object Object]  • Triển...

[object Object]CONFIDENTIAL CANDIDATE DOSSIER[object Object]====================================================================[object Object]REPRESENTED BY: Executive Search Partners[object Object]ROLE TARGET: Senior Ruby Enginner[object Object]EXPERIENCE LEVEL: Senior (6 YOE)DOMAIN ALIGNMENT: HealthTech[object Object]====================================================================[object Object][object Object]>>> EXECUTIVE SUMMARY[object Object]We are pleased to present this exceptional profile. The candidate brings a proven 6-year track record in the HealthTech sector. They are highly self-sufficient in their work. [object Object]>>> TECHNICAL SNAPSHOT[object Object][object Object]>>> ENGAGEMENT HISTORY[object Object]--------------------------------------------------------------------[object Object]1. EMPLOYER: [object Object]   TITLE: Senior Ruby on Rails Developer[object Object]   TENURE: 4 years[object Object][object Object]   Key Deliverables & Impact:[object Object]   • Architected robust microservices using Ruby on Rails to streamline patient data intake, resulting in a 20% faster diagnostic turnaround.[object Object]   • Deployed scalable backend infrastructure on AWS services including EC2 and RDS to ensure high availability for clinic portals....

Loss: CachedMultipleNegativesRankingLoss with these parameters:
json
1{ 2 "scale": 20, 3 "similarity_fct": "cos_sim", 4 "mini_batch_size": 4, 5 "gather_across_devices": false, 6 "directions": [ 7 "query_to_doc" 8 ], 9 "partition_mode": "joint", 10 "hardness_mode": null, 11 "hardness_strength": 0.0 12}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 32
num_train_epochs: 1
learning_rate: 1e-05
lr_scheduler_type: cosine
warmup_steps: 0.15
weight_decay: 0.01
gradient_accumulation_steps: 8
bf16: True
logging_nan_inf_filter: False
per_device_eval_batch_size: 32
batch_sampler: no_duplicates

All Hyperparameters

Click to expand

per_device_train_batch_size: 32
num_train_epochs: 1
max_steps: -1
learning_rate: 1e-05
lr_scheduler_type: cosine
lr_scheduler_kwargs: None
warmup_steps: 0.15
optim: adamw_torch_fused
optim_args: None
weight_decay: 0.01
adam_beta1: 0.9
adam_beta2: 0.999
adam_epsilon: 1e-08
optim_target_modules: None
gradient_accumulation_steps: 8
average_tokens_across_devices: True
max_grad_norm: 1.0
label_smoothing_factor: 0.0
bf16: True
fp16: False
bf16_full_eval: False
fp16_full_eval: False
tf32: None
gradient_checkpointing: False
gradient_checkpointing_kwargs: None
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
use_liger_kernel: False
liger_kernel_config: None
use_cache: False
neftune_noise_alpha: None
torch_empty_cache_steps: None
auto_find_batch_size: False
log_on_each_node: True
logging_nan_inf_filter: False
include_num_input_tokens_seen: no
log_level: passive
log_level_replica: warning
disable_tqdm: False
project: huggingface
trackio_space_id: trackio
eval_strategy: no
per_device_eval_batch_size: 32
prediction_loss_only: True
eval_on_start: False
eval_do_concat_batches: True
eval_use_gather_object: False
eval_accumulation_steps: None
include_for_metrics: []
batch_eval_metrics: False
save_only_model: False
save_on_each_node: False
enable_jit_checkpoint: False
push_to_hub: False
hub_private_repo: None
hub_model_id: None
hub_strategy: every_save
hub_always_push: False
hub_revision: None
load_best_model_at_end: False
ignore_data_skip: False
restore_callback_states_from_checkpoint: False
full_determinism: False
seed: 42
data_seed: None
use_cpu: False
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
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_pin_memory: True
dataloader_persistent_workers: False
dataloader_prefetch_factor: None
remove_unused_columns: True
label_names: None
train_sampling_strategy: random
length_column_name: length
ddp_find_unused_parameters: None
ddp_bucket_cap_mb: None
ddp_broadcast_buffers: False
ddp_backend: None
ddp_timeout: 1800
fsdp: []
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
deepspeed: None
debug: []
skip_memory_metrics: True
do_predict: False
resume_from_checkpoint: None
warmup_ratio: None
local_rank: -1
prompts: None
batch_sampler: no_duplicates
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.2469	5	2.0542
0.4938	10	0.6505
0.7407	15	0.3528
0.9877	20	0.2872

Framework Versions

Python: 3.12.13
Sentence Transformers: 5.3.0
Transformers: 5.5.0
PyTorch: 2.11.0+cu130
Accelerate: 1.13.0
Datasets: 4.3.0
Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers

bibtex

@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",
}

CachedMultipleNegativesRankingLoss

bibtex

@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}