Model: recruitco/embedding_criteria_profile_summary_matching_from_criteria_minilm_v3
Author: recruitco
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:375259, loss:CosineSimilarityLoss, arxiv:1908.10084, base_model:sentence-transformers/all-MiniLM-L6-v2, base_model:finetune:sentence-transformers/all-MiniLM-L6-v2, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/all-MiniLM-L6-v2
Card metadata: base_model: sentence-transformers/all-MiniLM-L6-v2
library_name: sentence-transformers
metrics: pearson_cosine, spearman_cosine, pearson_manhattan, spearman_manhattan, pearson_euclidean, spearman_euclidean, pearson_dot, spearman_dot, pearson_max, spearman_max
pipeline_tag: sentence-similarity
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:375259, loss:CosineSimilarityLoss
widget: source_sentence: Experience with data warehousing solutions handling terabytes of data
sentences: As a data management consultant, I have worked with organizations to improve their data handling practices. I have conducted assessments to identify areas for improvement and provided recommendations for optimizing data usage. My experience includes developing training programs to enhance data literacy among staff. I have collaborated with teams to implement data management tools that support reporting and analysis. While I have a strong background in data management, my experience does not specifically include governance and compliance frameworks., In my position as a human resources coordinator, I have focused on supporting recruitment and employee engagement initiatives. My experience includes coordinating interviews and onboarding processes for new hires. I have collaborated with hiring managers to develop job descriptions and assess candidate qualifications. My role involved maintaining employee records and assisting with performance management processes. I have a strong understanding of HR policies and procedures. My focus has always been on fostering a positive workplace culture and supporting employee development. I am passionate about helping organizations build strong teams., In my capacity as a sales associate, I have focused on building relationships with customers and driving sales for the organization. My responsibilities included assisting customers with their purchases, providing product information, and maintaining store displays. While I have worked with sales data to inform strategies, my focus has been on sales rather than data management or warehousing. I have experience in using point-of-sale systems to track transactions and manage inventory. My ability to communicate effectively with customers has been a key asset in my role. Overall, my experience has equipped me with the skills necessary to succeed in a sales environment., source_sentence: Experience with low-latency database technologies such as Redis or Aerospike
sentences: In my previous role, I was responsible for managing customer relationships and ensuring satisfaction through effective communication and follow-ups. I utilized various tools to track customer interactions and sales pipelines, which significantly improved our team's efficiency. My experience includes analyzing customer data to identify trends and opportunities for upselling. I also collaborated with the marketing team to create targeted campaigns based on customer insights. Additionally, I have hands-on experience with CRM tools, particularly Salesforce, which I used to streamline our sales processes. My ability to generate reports and dashboards helped the management make informed decisions. I am skilled in training team members on best practices for using CRM systems to enhance productivity. Furthermore, I have a strong understanding of customer segmentation and how to leverage CRM data for personalized marketing efforts. Overall, my background in customer relationship management has equipped me with the skills necessary to drive sales and improve customer engagement., In my previous role, I was responsible for optimizing data retrieval processes, which involved implementing caching strategies to enhance performance. I utilized various database technologies, including NoSQL solutions, to ensure quick access to data. My work included designing and maintaining high-performance applications that required real-time data processing. I also collaborated with cross-functional teams to integrate these solutions into existing systems. One of the key technologies I worked with was Redis, which significantly improved the application's response time. Additionally, I focused on ensuring data consistency and reliability across distributed systems. My experience also includes monitoring database performance and making necessary adjustments to maintain optimal speed. I have a strong understanding of data structures and algorithms, which helped in fine-tuning the database interactions. Overall, my background in database management and optimization has equipped me with the skills needed for low-latency environments., In my capacity as a data engineer, I have designed and implemented data pipelines that interact with Oracle databases. My experience includes working with installations of various sizes, where I focused on data extraction, transformation, and loading (ETL) processes. I utilized Oracle SQL to create efficient queries that supported data analytics initiatives. My role also involved collaborating with data scientists to ensure data availability for machine learning models. I have implemented monitoring solutions to track database performance and identify bottlenecks. Additionally, I have experience in configuring Oracle environments to optimize resource usage. My technical skills are complemented by my ability to document processes and create user guides for team members. I have also participated in knowledge-sharing sessions to enhance the team's understanding of Oracle Database functionalities. Overall, my background in handling Oracle installations positions me well for similar challenges., source_sentence: Must have experience in conducting candidate assessments and evaluations
sentences: As a software engineer, I have worked on various projects that required the development of user-friendly interfaces. My role involved collaborating with designers to create visually appealing layouts. I utilized frameworks like Bootstrap and Foundation to ensure that the applications were accessible. My experience also includes optimizing performance for different screen sizes. I have a strong understanding of cross-browser compatibility issues and have successfully addressed them in my projects. Furthermore, I have integrated RESTful APIs to fetch data dynamically. My passion for front-end development drives me to stay updated with the latest trends and technologies in the field. Overall, my background in software engineering has equipped me with the skills necessary to create engaging user experiences., As a project manager in a tech startup, I oversaw the development of a mobile application aimed at simplifying online payments for users. My role involved coordinating between developers and stakeholders to ensure that the project met its objectives. I focused on integrating various payment gateways to provide users with multiple options during checkout. My experience includes conducting market research and analyzing user feedback to improve the app's functionality. While I have worked with several payment systems, my experience with cryptocurrency transactions is limited. I have a solid understanding of payment processing and user experience design, which has been beneficial in my role., In my capacity as an HR Consultant, I have worked with various organizations to enhance their recruitment strategies. A significant part of my role involved conducting candidate assessments to ensure a good match between candidates and organizational needs. I have designed customized evaluation frameworks that incorporate both technical skills and cultural fit. My experience includes training hiring teams on effective assessment techniques, which has led to improved hiring outcomes. I have also analyzed assessment data to identify trends and areas for improvement in our evaluation processes. My background in psychology has been instrumental in understanding candidate behaviors during assessments. I have facilitated workshops that focus on best practices in candidate evaluations. This comprehensive approach has helped organizations make more informed hiring decisions. I am passionate about creating a positive candidate experience throughout the assessment process., source_sentence: Must have experience with database backup and recovery strategies
sentences: In my previous role as a database administrator, I was responsible for managing large-scale databases and ensuring data integrity. I implemented various data management practices, including regular maintenance and performance tuning. My experience includes working with SQL Server and Oracle databases, where I developed and executed comprehensive backup plans. I also collaborated with the IT team to establish disaster recovery protocols, which included testing recovery scenarios to ensure minimal downtime. Additionally, I utilized monitoring tools to track database performance and identify potential issues before they escalated. My role required a strong understanding of data security measures, and I regularly updated our backup strategies to align with best practices. I also provided training to junior staff on the importance of data backups and recovery processes. Overall, my background in database management has equipped me with the skills necessary to handle backup and recovery effectively., As a quality assurance engineer, I have been responsible for testing software applications to ensure they meet quality standards. My expertise lies in developing test plans and test cases to validate functionality and performance. I have experience with automated testing tools and have implemented testing frameworks to improve efficiency. My role involves collaborating with developers to identify and resolve defects early in the development process. I have a strong understanding of software development life cycles and have contributed to process improvements. Additionally, I have been involved in user acceptance testing, ensuring that applications meet user expectations. My focus on detail and thoroughness has led to high-quality deliverables. I am passionate about advocating for quality and continuously seek to enhance my testing skills. Overall, my background in quality assurance has equipped me with a comprehensive understanding of software testing., As a systems engineer, I have worked extensively with various database systems, focusing on optimizing performance and ensuring data availability. My responsibilities included designing and implementing backup solutions tailored to the specific needs of the organization. I regularly conducted audits of backup processes to ensure compliance with industry standards. In addition, I developed documentation outlining recovery procedures, which served as a guide for the team during critical situations. My experience also involved collaborating with cross-functional teams to integrate backup solutions into existing workflows. I have a strong understanding of data lifecycle management and the importance of regular backups. Furthermore, I have participated in training sessions to educate staff on best practices for data recovery. This comprehensive approach has allowed me to contribute significantly to the organization's data management strategy., source_sentence: Experience in building materials industry
sentences: In my previous position, I was responsible for managing a team of developers focused on creating innovative software solutions. My role involved overseeing project timelines and ensuring that deliverables met quality standards. I frequently collaborated with stakeholders to gather requirements and translate them into actionable tasks for the team. My experience includes conducting code reviews and providing feedback to enhance the development process. I also organized team-building activities to foster collaboration and improve morale. My background in software engineering has equipped me with a strong understanding of development methodologies. I have a passion for technology and enjoy staying updated on industry trends. My focus has always been on delivering high-quality products that meet user needs. Overall, my experience has been centered around team management and software development., As a software developer, I have worked on various applications that streamline project management processes. My experience includes developing user-friendly interfaces and integrating third-party APIs to enhance functionality. I have collaborated with cross-functional teams to gather requirements and deliver solutions that meet client needs. My role involved conducting code reviews and ensuring adherence to best practices in software development. I have a strong understanding of programming languages such as JavaScript, Python, and Ruby, which I have utilized to build robust applications. Additionally, I have experience in database management and optimization, ensuring that data is stored efficiently. My background includes working in Agile environments, where I have participated in sprint planning and retrospectives. I have also contributed to documentation efforts to ensure that all project details are captured accurately. Overall, my software development experience has equipped me with the skills necessary to create effective solutions for various industries., In my role as a quality assurance engineer, I was responsible for testing software applications to ensure they met quality standards. I collaborated with development teams to understand application functionality and create test plans. My work involved executing test cases and documenting results to identify defects. I also implemented automated testing strategies to improve efficiency in the testing process. My experience with various testing tools allowed me to streamline testing efforts and ensure comprehensive coverage. I regularly participated in team meetings to discuss testing progress and address any issues that arose. Additionally, I provided feedback to developers to help improve application quality. My strong attention to detail helped in identifying potential issues before deployment. I also contributed to documentation that outlined testing processes and best practices.
model-index: name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
results: task: type: semantic-similarity
name: Semantic Similarity
dataset: name: validation
type: validation
metrics: type: pearson_cosine
value: 0.9471273487497113
name: Pearson Cosine
verified: no, type: spearman_cosine
value: 0.9123854426425835
name: Spearman Cosine
verified: no, type: pearson_manhattan
value: 0.9357657929990708
name: Pearson Manhattan
verified: no, type: spearman_manhattan
value: 0.9118392690450344
name: Spearman Manhattan
verified: no, type: pearson_euclidean
value: 0.9343758217004137
name: Pearson Euclidean
verified: no, type: spearman_euclidean
value: 0.9123854478135449
name: Spearman Euclidean
verified: no, type: pearson_dot
value: 0.947127349268295
name: Pearson Dot
verified: no, type: spearman_dot
value: 0.9123854374716222
name: Spearman Dot
verified: no, type: pearson_max
value: 0.947127349268295
name: Pearson Max
verified: no, type: spearman_max
value: 0.9123854478135449
name: Spearman Max
verified: no
Likes: 0 | All-time downloads: 3296
Created: 2024-09-19 18:32:22