Deep learning python code jobs
...an expert in AI/Machine Learning, particularly in Natural Language Processing (NLP), who can assist in developing a solution using Python, Vector DB, Neo4j and GPT API. The main goal of this project is to create a sophisticated NLP solution that can work with text data such as documents and emails. Key Requirements: - Strong background in AI/Machine Learning, specifically in NLP. - Experience with Python, Vector DB, Neo4j and GPT API. - Ability to deploy the solution on a Local Server. Your tasks will involve: - Developing an AI/Machine Learning solution using the specified tools. - Ensuring the solution is optimized for processing text data. - Deploying the final solution on a Local Server. Ideal candidates should have a proven track record in AI...
Request details FOR EXPERTS WITH EXTENSIVE EXPERIENCE IN THE FIELD ONLY Objective: Scoring Algorithm for evaluating potential investments Data Source: 200+ proprietary historical records with up to 90 parameters Mentoring requested (to be worked with tech project lead and data engineer): • Data-Preprocessing (missing values, normalization, outliers) ...decision trees, random forests, gradient boosting, neural networks) • Details and rationale behind algorithms selection • Hyperparameter tuning and optimization • Cross-validation • Performance metrics (e.g., accuracy, precision, recall, F1 score, ROC-AUC) • Score Calculation and thresholds • Deployment and Monitoring Tools available: • In use: Microsoft Fabric and Excel (VBA) • Potential tool...
...instructor who can guide me through the following areas: - Basic Concepts and Architecture: I need to understand the foundational principles of Oracle Service Bus (OSB). This includes how it works, its key components, and its role in service-oriented architecture. - Service Development and Deployment: I'm interested in learning how to develop services on OSB and deploy them effectively. This includes hands-on exercises and practical examples to reinforce the learning. - Troubleshooting and Optimization: I want to be able to troubleshoot any potential issues that may arise when working with OSB. Additionally, I'd like to understand how to optimize OSB applications for performance and scalability. The ideal candidate should have: - A solid understanding of Or...
I am in need of a research professional to conduct an in-depth study into nursery and early child learning centers. Specific areas of focus should include: - Curriculum and teaching methods for children aged 2 to 4 years. - Parent involvement and communication strategies used in these settings. The purpose of this research is to identify current best practices in these areas. Given this, the ideal candidate will have experience in education research, specifically within early childhood settings. Knowledge in curriculum design, early childhood development, and parent-teacher engagement strategies are a crucial requirements for the task.
I am seeking an experienced engineer to design and implement a two-axis machine control system that is capable of: - Effectively controlling and managing the movements of the system along two axes with a LIMITED RANGE. Your expertise in designing systems with the necessary navig...Comprehensive knowledge in machine systems control and design. - A thorough understanding of motion control strategies. - A background in data analysis and logs processing. The machine is a Bandsaw to cut small logs into planks. The 2-off, NEMA 23 stepper motor movements are sequential, ie, first one moves then the second stepper moves. The controller is a Raspberry Pi 4, the prefered language is Python. Input to the controller via R Pi 7inch Touchscreen. File is to big to attach I look forward to ...
...populated some fields, removing personal details and then coping the rest of the text into our format. We would want to be able for the AI to use the template we create and it check it each time to make sure we havent updated anything. We would drop the resume / CV into one folder then it would be added to another folder formatted. Ideal Skills and Experience: - Strong background in AI and Machine Learning - Experience in NLP and chatbot development - Proficiency in creating customizable sections for user-friendly interfaces - Understanding of how to analyze user's skills for personalized output Key Deliverables: - Implementation of an automatic template selection feature - Ensuring that the AI adequately analyzes user's skills for template selection - Testing and ...
I am looking for a skilled developer to create a user-friendly desktop application interface that integrates a machine learning model. The primary goal of this application will be to evaluate student applications in real-time. Key Features: - Real-time evaluation feedback: The application should provide instant feedback on student applications, based on the integrated machine learning model. - User authentication: The application should include a secure user authentication system to ensure only authorized users can access and use it. - Data visualization: The application should have data visualization capabilities to help users understand the evaluation process and results better. Integration: - The application will need to integrate with existing systems or databases. The...
I need a machine learning model developed in Python. This model should be able to evaluate prospective student applications by comparing them to historical data sets. The goal is to classify and sort the new applicants efficiently. Key Requirements: - Develop a classification-based machine learning model in Python - Understand and work with historical data sets to evaluate new student applications - Deploy the model in a web application format for ease of access Ideal Skills and Experience: - Strong background in machine learning and Python - Previous experience in developing classification models - Ability to understand and work with large data sets - Prior experience with deploying machine learning models in web applications
I'm in need of a skilled developer who can create a chatbot SaaS platform. The primary purpose of this platform is to enhance cu...institutions and businesses. - AI-powered Chatbot: The chatbot should be equipped with AI capabilities to facilitate efficient and effective customer service. - Integration Capabilities: The chatbot should seamlessly integrate with CRM software for customer management and live chat support. Ideal Skills: - Proficiency in chatbot development, particularly SaaS platforms. - Expertise in AI and machine learning to deliver an AI-powered chatbot. - Experience with CRM software and live chat support integration. Your input will be crucial in creating an impactful solution for enhancing customer support. Please include your relevant experience and approa...
I'm in need of a skilled developer or team that can design and build a highly specialized mobile platform. The platform shou...a range of multimedia options, from text to photo uploads. Platform Support: The mobile application should support the interface and experience similar to that of Pi from Inflection AI or ChatGPT from OpenAI. Design: The design should be sleek and modern, catering to a professional and tech-savvy audience. Ideal Skills and Experience: - Proficiency in natural language processing and machine learning - Strong UI/UX design background - Extensive experience in mobile application development - Familiarity with platforms such as Inflection Ai or Open Ai This project will require a team or individual with a strong track record in both application design a...
I'm seeking a highly skilled and knowledgeable legal expert, proficient in sole-managed community property. Skills and Expertise Requirements: - Deep understanding of property law with a specific focus on disputes resolution. - Experience in handling ownership disputes. - Must have a background dealing with sole-managed community property. Your primary role will be counsel and guidance in navigating property law guidelines related to ownership disputes. Demonstrable experience in these areas will be highly regarded.
I'm looking for a skilled professional who can help me secure my Linux server and SMTP setup. Key Requirements: - Deep experience with Linux server security measures and best practices. - Proficient in securing SMTP servers and ensuring authentication is managed effectively. - Capability to implement SSL/TLS encryption for enhanced security. Your application should focus on detailing your experience in this field. Please provide relevant examples of previous projects where you've successfully secured similar systems.
I am in need of a developer who can assist me in converting my existing Flask API into an Assistant GPT openai. The ideal candidate will be skilled in Python and GPTs Assistant and have a proficient understanding of Flask APIs. As the project involves converting the API into an Assistant GPT, experience with AI and NLP models will be a huge plus. Please note that there was a technical error in the questions, hence the repeated skips. It is highly important that the converted system maintains the functionalities of the original API while being able to run as an Assistant GPT.
I need a professional to address two main issues on my WordPress website. Firstly, the ticket purchase functionality no lo...and the payment functionality is managed by the WP Travel Engine plugin. While there are no error messages displayed to users, the system does not allow for successful ticket purchases. Your role is to fix this issue and ensure that the payment and ticket purchase processes are fully operational. Ideal candidates for this project should have: - Extensive experience in WordPress development - A deep understanding of the WP Travel Engine plugin - Strong debugging skills - Ability to identify and resolve issues in a timely manner Please get in touch if you feel you have the skills and experience to identify and rectify the issues with the ticketing system on m...
...so please ensure you're comfortable with this format. Key Requirements: - Expertise in Advanced GMAT: I'm at an advanced level and I need a tutor who can help me elevate my skills to the next level. - Comprehensive Coverage: I need support in all areas of the GMAT including Quantitative section, Verbal section, Integrated Reasoning, and Essay. - Online Teaching Skills: As I'll be doing all my learning online, you must be adept at teaching through this medium. Ideal Skills and Experience: - Proven track record in GMAT tutoring, especially with advanced students - Strong understanding and grasp of all sections of the GMAT - Experience in online teaching, either through platforms or personal arrangements Your teaching methodology and ability to explain complex topi...
I'm in need of a skilled professional who can produce a high-quality case study report focusing on marketing strategies within the retail industry. Key Deliverables: - Thorough Analysis: The case study should delve into...developing appropriate marketing strategies in the industry. Ideal Skills and Experience: - Proven Experience in Case Study Writing: You should have a strong track record of creating engaging and insightful case studies. - Retail Marketing Expertise: A deep understanding of the retail sector and its marketing dynamics is crucial for this project. - Strategic Thinker: The ability to identify patterns and trends in marketing strategies and translate them into practical recommendations is key. Gurobi with Python, Anaconda: Is able to use Gurobi with p...
I'm looking for a skilled Photoshop artist to professionally enhance a photo by adjusting the colors and lighting. Key Tasks: - make the sea blue/turquoise in the attached photo Ideal Skills: - Advanced color-correction skills in Photoshop - Proven record of achieving natural-looking, flattering results in lighting adjustment - Deep understanding of visual focus in a photo and ability to subtly shift it to a chosen object or person.
...with a deep understanding of e-commerce application development. The goal of this project is to build a module that calculates the estimated delivery date of the products. Key features include: - Processing Days - Transit Time - Store/Warehouses - Carrier - Estimated Delivery Date Calculation The project scope is fully detailed, providing comprehensive, clear directions about what needs to be developed, ensuring clarity and understanding. The ideal candidate should have: - Thorough understanding of Java, Spring Boot - Substantial experience in e-commerce application development - Knowledge and experience in integrating desired features, particularly an estimate delivery date calculator - Proven ability to work following detailed specifications. - Should be able to write error...
I will be working on your presentation, which will consist of 30 to 40 slides. I will follow the template you shared with me in our chat and create additional graphics for the SWOT and PESTEL analyses, ensuring they match the theme.
I am a content creator on YouTube launching a course in the fall of 2024, I am offering a fantastic opportunity for an experienced video editor to create an engaging and dynamic learning journey for my audience. Project Objectives: - Edit a total of ~ 25-30 videos, which will make up the lessons for the course. Video length will be anywhere from 5-15 minutes each. Total edited video content will be 3-4 hours. Footage will include 2 camera angles and potentially some b-roll of relevant information to be supplied by me. - Integrate branding assets into edits for cohesive, sleek, professional, and engaging online course videos. - Enhancing the footage with animations and effects to maintain student engagement and improve knowledge retention. This will include some on-screen grap...
...pipeline. The main duty will be integrating code changes, individual software modifications, into existing code repositories. Need to create a fully functional pipeline with tech documentation and runbooks .. Key Tasks: - Develop, test, and roll out CI/CD pipeline with supporting infrastructure as Code (Kubernetes, Docker) - Manage code releases and updates with popular orchestration tools like : Jenkins , Ansible Ideal Skills: - Proficiency with AWS and Azure cloud platforms - Strong experience with CI/CD - Adeptness with Python, PowerShell programming or any other popular scripting language This job demands the candidate to have a sound understanding of cloud computing and CI/CD implementation, coupled with the ability to comfortably work with...
I'm looking for a machine learning expert who can assist with 3D skeleton extraction and rigging, based on initial performance. Key Requirements: - Experience with 3D skeleton extraction and rigging - Strong background in machine learning Your main task will be to develop and refine machine learning models that can accurately extract and rig 3D skeletons, ensuring that the models are optimized for performance. Your input on how to enhance the performance of existing models will be highly valuable. Please apply if you have a proven track record in machine learning with experience in 3D skeleton extraction and rigging.
I'm seeking professional help to rectify a problem with one of my programmes which is presently operational on a Windows 8.1 environment but doesn't launch on Windows 11. I'm not certain about the original coding language as I skipped that question, making it necessary for the freelancer to have adept skills in multiple languages, mainly in C++, Java, and Python. I'm also unsure about specific software or hardware dependencies that might be influencing the situation. However, the freelancer must have the expertise to identify and handle this potentiality. As for specific program functions, the user left a gap as well, so an experienced developer in generic software protocols and universal functions would be highly appreciated. However, the freelancer needs to...
I'm looking for a seasoned Python developer who can assist in two main areas: - Creation of PowerPoint presentation using a CSV data file - Automate the process via a public URL to upload the CSM file Creation of Powerpoint Presentation The CSV file will feature data-points in columns. A powerpoint presentation template will be provided for reference. The graphs and tables should be present as per the data-points present in CSV file. Automating the Process This is the secondary part of the job. Once we have are successfully able to convert a CSV data in PPT format, we should create a public secured link to upload the file. It should be auto-converted and file should be ready for download. The ideal candidate should be a proficient Python Developer with a solid unde...
I'm in need of a skilled Python developer to create a custom Telegram bot for me. This bot will primarily focus on automated messaging. Key requirements: - (((meeting will be in person in Kuwait))) - The bot should be programmed in Python / any - It should be able to send automated messages - integrate payment gateway - Messages include, but aren't limited to, welcome messages for new users, notifications for updates, and reminders for appointments Please consider the following skills and experiences for this project: - Strong proficiency in Python, with a good understanding of its libraries and frameworks - Experience in developing Telegram bots specifically - A solid grasp of automation and scripting - Prior work with automated messaging systems - Ab...
...from a tax website. This involves scrapping website using the provided credentials by the client, i am looking for getting the python code as i can run the code myself in the future or integrate it to another system. Key Requirements: - I need approximately 300 data points extracted. - The output for these data points should be organized into a PDF or Word. This project is about creating an automated system to generate instant reports about a company. Only difficulty is the website has drops downs to select the period involved and in those 300 data points actually many come from the same source. Ideal Skills and Experience: - Experience in web scraping (Python) - Proficient in creating PDF documents from extracted data - Adept at handling large amounts of...
.The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.
We are looking for a developer experienced in working with the Solana network and trading bots, with a mandatory requirement of being knowledgeable about the P...one view, allowing the user to check the total bonding curve of SOLs versus SOLs owned in the project. Implement a comment bot to automatically write comments on each project. Qualifications: Proven experience in developing trading bots. Strong understanding and experience with the Solana network. Familiarity with the Pumpfun platform is mandatory. Proficiency in programming languages such as Python, C++, or Java. Experience with trading APIs and platforms (e.g., REST, WebSocket, FIX protocol). Strong problem-solving skills and attention to detail. Ability to work independently and as part of a team. Excellent communicati...
I am seeking an experienced online English teacher for children aged from 3 to 16. The ideal candidate should have a firm grasp of teaching Writing, Speaking, Listeni...experienced online English teacher for children aged from 3 to 16. The ideal candidate should have a firm grasp of teaching Writing, Speaking, Listening, and Grammar. Your responsibility will involve: - Making engaging online classes using online learning platforms - Adapting your teaching methods to effectively cater to a diverse age range - Being consistent in monitoring and reporting on student progress. Experience with online learning platforms is a must. Certification in TEFL, TESOL, or equivalent would be an asset. Your commitment to making learning enjoyable, relatable, and effective are key ...
...experienced AI app developer who can create an app akin to Fulltrack Ai. The app should be designed from scratch and integrate the following features: - Speech Recognition - Natural Language Processing - Machine Learning Key requirements for the project: - The app should be compatible with iOS, Android, and Web platforms. - The design should be bold and vibrant, ensuring a visually appealing user experience. Ideal skills and experience for this job include: - Proven track record in AI app development - Expertise in integrating speech recognition, natural language processing, and machine learning - Proficiency in creating cross-platform applications - Ability to design for a bold and vibrant aesthetic Please get in touch if you feel you have the necessary skillset to d...
the project is about to create a Minecraft map that faithfully replicates a GTA RP server. GTA RP (Grand Theft Auto Roleplay) is a unique gaming style where players embody a character and immerse themsel...with the imaginative, construction-driven world of Minecraft. Inspiration and Legacy: - **Roleplaying Heritage**: - The concept of roleplay isn't new, with roots tracing back to classic tabletop games like Dungeons & Dragons. - GTA RP has successfully adapted this tradition into a digital format, and this project seeks to bring that immersive experience into Minecraft. By combining the deep roleplaying mechanics of GTA RP with the versatile, creative environment of Minecraft, this project aims to offer a unique, engaging, and expansive gaming experience for ro...
I'm in need of a skilled programmer who is adept in Python, Java, and C++. Your tasks will span database management, working with algorithms and data structures, and user interface design. Here's a further breakdown of the ideal skills and experience I'm looking for: - Programming skills: Proficient in Python, Java, and C++. Familiarity with various coding patterns and best practices. - Database management: Experience in handling large datasets, querying databases in an optimized manner, and ensuring the integrity and safety of the data. - Algorithms and Data Structures: Demonstrated understanding of algorithms and data structures. The ability to use this knowledge to solve problems efficiently is a must. - User Interface Design: Skills in creating intu...
I'm looking for a creative and skilled logo designer to help me create a logo for my online toy shop, Discovery Play Palace. The ideal logo will be: - Colorful and vibrant to appeal to children - Simple and easy to recognize - Reflect the educational and learning theme of my shop - Available in all required formats for various applications Please consider the following in your design: - It should encompass toy animals, which are the primary products in my store - The name 'Discovery Play Palace' should be clearly integrated - The design needs to be versatile and scalable I'm looking for a creative individual who has experience in creating child-friendly designs and logos for educational purposes. Your portfolio should include examples of similar projects.
Looking for a Python & Active Directory Expert to create a script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, group policy etc. and export to a MS Excel File. More information attached.
I'm looking to buy a complete and *READY* code for a football management browser game (like Hattrick, Trophy Manager, etc.). Essential features include: - Registration - Team creation and player management - Tactics creation - Transfers - Game simulation - Leagues system. Preferred technologies are JavaScript and C#, but others are acceptable. I'm also open to offers for partially finished games.
I'm currently in pursuit of a talented graphic designer to create an engaging cover for my non-fiction book. The ideal candidate will have strong creative abilities, a deep understanding of marketing principles, and substantial experience in book design. Key Responsibilities and Requirements: - Develop an innovative, appealing cover based on your expertise, as I didn't specify a certain style or specific elements to be included on the cover. - Have a strong portfolio demonstrating ability to create compelling covers for non-fiction books. - Proficiency in graphic design software. - Excellent communication skills, as we'll need continual collaboration. Looking forward to seeing your proposed designs and vision for my book cover.
I'm in need of a generative artificial intelligence that can analyze given text inputs and provide suggestions based on the analysis. The main purpose of this AI would be for data analysis. Key Requirements: - The AI should be primarily text-based. - It should be able to process and analyze the supplied text. - The output should be suggestions derived from the analysis. Idea...would be for data analysis. Key Requirements: - The AI should be primarily text-based. - It should be able to process and analyze the supplied text. - The output should be suggestions derived from the analysis. Ideal Skills and Experience: - Previous experience in developing generative AI systems. - Proficiency in natural language processing and data analysis. - Strong understanding of machine learning...
I'm in need of a proficient Python developer who can help compile a Python code, that I have acquired from GitHub, into an executable format for Windows. As the client, I expect: - Understanding the existing Python code and its dependencies - Transforming the Python code into a Windows executable file Successful freelancers should provide a detailed project proposal illustrating how they plan to compile the code to exe on a Windows operating system. Though no specific Python libraries or frameworks were mentioned, a background in Python coding and debugging is paramount. The ideal freelancer should have a deep understanding of Python code, dependencies, and experience dealing with code ...
...development skills, with the aim to create a robust and functional website targeting students. The layout should be intuitive, offering a seamless learning experience. Key Features: - A fully functional and interactive landing page that includes contact forms and social media integration for enhanced communication. - A secure payment gateway offering an effortless checkout process for users. - Implementation of video and study material storage facilities. - Live classes integration providing real-time learning experiences. Study Material Details: - Incorporation of text files, video lectures, and interactive quizzes for a well-rounded learning experience. The project offers a strict timeline, hoping to complete within 1 month. Ideal freelancers should have e...
...need of a skilled Delphi developer, well-versed with Delphi 5, to work on an existing software project. The goal is to both fix bugs and enhance the software with new features, ultimately improving its performance. Key Responsibilities: - Identify and address issues causing certain features not to work - Implement necessary bug fixes - Integrate new features in a seamless manner - Optimize the code for improved performance familiar with firebird database and report builder. Ideal skills and Experience: - Strong background in Delphi development, specifically with Delphi 5 - Proven track record of fixing bugs and enhancing existing software - Understanding of software optimization techniques - Ability to work effectively both independently and as part of a team - Strong probl...
I require an adept senior-level Chartered Accountant/Chief Financial Officer (CFO). My ideal candidate will maintain responsibility for: - Rigorous financial reporting - Diligent budgeting and forecasting - Effective cash flow management -Supervision of existing staff to facilitate GAAP processes and timely monthly close processes A deep and demonstrated understanding of auto parts industries is non-negotiable. With your experience, you will add significant value to my company's financial standing and strategic growth. Proven track record in similar roles is highly valuable. You will be working remotely, using the data we provide and other data that you gather to advise our leadership team on all financial matters and the financial health of the company
...GUI interface, currently built on the MATLAB compiler, into a Python application. The source code for SPM12 is available at SPM12 GitHub repository Objectives: • Translate the entire SPM12 codebase from MATLAB to Python while maintaining functionality. • Develop a Python-based GUI that replicates the current MATLAB interface. • Ensure the converted application integrates well with Python scientific computing stacks. Key Deliverables: • A fully functional Python version of SPM12. • Source code with comments and documentation. • A user guide for the Python-based GUI. Skills Required: • Proficiency in MATLAB and Python programming languages. • Experience with GUI developm...
I am looking for a skilled programmer to develop an interactive chemistry experiment for me. You may code using JavaScript, HTML5 or using Python, so experience or proficiency in this language is crucial. Key Requirements: - Users should be able to drag and drop objects using mouse or in case of mobile- fingers. - It should offer a moderate level of interactivity. This includes features such as adjusting quantities and temperatures. If a user pours something in a beaker, it should show the beaker full. If emptied, beaker is empty. - Vector images of lab equipments like Test tube, beaker, burner etc can be found online. Ideal Skills: - Proficiency in Python or JavaScript. You may use CreateJS libraries. If you are a programmer with a passion for chemistry, this is a...
I'm seeking a skilled developer to creat...limit. - Predefined Output Path: Users should have the option to assign a default output path for the signed files. - PDF Signature Display: For PDF documents, the utility should display the signature as an optional feature. The goal is to have this utility developed within a month. Ideal skills for this project include: - Proficiency in programming languages suitable for file processing (e.g. Python, Java) - Experience in developing software utilities or tools - Familiarity with e-signing mechanisms and standards - Prior experience in working with PDF, XML, JSON, and Text files - Ability to create a user-friendly interface for the utility. If you have the required skills and can deliver within the specified time frame, please s...
I'm seeking an expert in 3D printing, specifically using plastic materials, to assist with the creation of customized work items. The chosen freelancer should have: - Solid experience in 3D modeling and printing - A deep understanding of working with plastic materials for 3D printing - Strong design abilities to deliver unique, functional appliances Your task will primarily involve transforming simple concepts into tangible, usable items. From initial design to final product, your role is pivotal to creating one-of-a-kind home appliances that combine form and function in new and exciting ways. This project is perfect for those who enjoy rethinking design norms and creating unheard-of items that will surely stand out. Samples of similar work are requested for review. Your cre...
I am seeking an experienced Python web application developer to construct a user-friendly platform for cryptocurrency airdrop and telegram integration. The final product should be similar to notcoin. Key requirements: - User registration and verification. - Airdrop distribution capabilities. - Integration with Telegram. Professional skills and experience: -Familiarity with Python. -Past work demonstrating ability to create robust web applications. -Understanding of cryptocurrency airdrop processes. Applicants should include their relevant experience in their applications. Working examples of similar projects will be highly appreciated.
I require an analyst with expertise in the area of sports/esports betting, specifically in the sector of odds analysis. The individual should possess deep knowledge of statistical analysis, probability, and betting systems to provide valuable insights on betting odds. The particular sports/esports of interest are Football, Basketball, Cricket and Counter-Strike: Global Offensive. The detailed responsibilities are: - To provide one/two sure shot (can be multi) odd everyday with 1.5 odd minimum - Analyze real-time and historical stats for Football, Basketball, and CS:GO to find out possible outcome - Draw insightful inferences - Suggest betting strategies based on the analyzed odds - Provide regular reports and updates on the competitive odds in the market The ideal candidate will...
