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    I am in need of a Full-Stack developer well-versed in Apache Kafka for configuration, message serialization, deserialization, event streaming, and processing. Additionally, you will be responsible for developing Spring Boot microservices that encompass user authentication, authorization, database integration, data modeling, and REST API development. Key responsibilities include: - Kafka setup and configuration - Kafka message serialization and deserialization - Kafka event streaming and processing - Designing and implementing user authentication and authorization within Spring Boot - Integrating databases and modeling data effectively - Developing REST APIs with Spring Boot The ideal candidate for this project should have extensive experience with Kafka and Spring Boot as well as...

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    Specification: Facebook-Web-Scraping and Web-Crawling Write Swift Code that prompts the user to give username and password This information is used to login to facebook and scrape facebook for facebook friends and extract the following information: - Name - Birthday and month and if available year - Gender This information should be made available in a JSON or XML format. The code will be embedded in an app. It is important that this web-scraping activity can run in the background of the app invisible to the user.

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    ...matching a resume with jobs on the website. They are coded in python. You have to create the APIs for webapplication. Then you create the Website which has 2 user types. Job Seeker and Employer. Login to use (home page) Job seeker will upload their resume details using a fixed form. Employer can post as many jobs using an upload job form. The data is stored in a table. On clicking the Find Jobs button (after uploading resume) or Find Profiles (for each job posting uploaded) the results page will show the ranked results (either job or resume depending on user). Home Page - Login SignUp buttons only...no design or banner or random stuff. Profile Page - Form Filling page with resume details. Resume Form Page Job Description Page Simple Dashboard (employer only) ...

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    I'm in need of an expert web developer to convert my Figma design into a fully functional WordPress website. At this time, I do not have a specific theme selected, suggesting that you'd have the freedom to choose a responsive and compatible theme for the design at hand. Skills & Experience: - Profound knowledge in Figma and its translation into WordPress - Strong understanding of WordPress themes and customization - Ability to preserver design integrity during conversion - Capable of making theme suggestions Please note that I haven't mentioned any specific functionalities - but we can discuss any potential additions later on. Looking forward to receiving your proposals, showing me previous Figma to WordPress conversion jobs would be a plus.

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    I am seeking a competent developer with experience in algorithmic trading. The main aim of this project is to connect a broker API for algo trading in the stock market using Python. The broker API to be used is not specified yet, hence, you should be adaptable and skilled with several common trading platforms such as E-Trade, TD Ameritrade, or Interactive Brokers. The task at hand involves connecting the broker API in order to carry out trading with our proprietary strategy. Ideal Skills and Experience: - Proficiency in Python - Deep understanding and experience with algorithmic trading - Familiarity with various trading platform APIs for algo trading Please include in your application a detailed proposal outlining the plan, tools, and methodologies you intend to employ for a ...

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    I'm looking for a skilled app developer to create an F1 educational mobile app for both Android and iOS platforms. I am one of the biggest brand in my sector in italy and i'm in contact also with other brands looking for similar candidates: if the result will be satisfying there's the possibility to extend jobs and also to be hired. The app should be designed with individual user accounts in mind. Key requirements: - Development of a cross-platform application that works seamlessly on both Android and iOS - User account management: the ability for users to create and manage their own accounts securely - Educational focus: the app should be designed to provide educational content and tools Ideal candidate should have: - Experience in developing cross-platfor...

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    Linux Developer for Custom OS 6 days left
    VERIFIED

    We are an innovative tech company embarking on the creation of SnipeOS, a custom Linux operating system designed to revolutionize user interaction and productivity through a tailored user experience. Project Overview: We are trying to build a custom Linux operating system. The desktop should be almost exactly as follows: , except the background image and start menu logo will need to be changed. We will use the XFCE desktop environment using Devil Luna. The start menu icon should, in fact, be the Snipe logo. We will provide relevant artwork. This setup will be the basis for how any user will experience the system. Its splash screen should state "SnipeOS" with our logo, replacing the typical Ubuntu splash screen, and should be fully Snipe branded. Key Responsibilities: Customize...

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    Seeking a seasoned .NET framework developer to create an innovative photo booth application leveraging different DSLR camera SDKs including Cannon, Sony, and Nikon. This project requires: 1. SDK Integration: - Fluent with integrating Canon's SDK into .Net applications. - Build functionalities including camera control, live view shooting, image transfer, ISO, aperture, F-stop, white balance, and capture. 2. Additional Features: - Incorporate DSLR camera use into the application itself. - Develop customizable photo templates. Experience with photo booth application development is highly desirable and will be considered a strong asset. I am looking for a developer who understands DSLR camera functionalities, and can effectively synchronize th...

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    Optimizely CMS Expert Needed 6 days left
    VERIFIED

    I am looking for a Optimizely CMS expert who has expertise and experience like below. You could highlight your experience in the following areas for me: * Architecture, design, and development of websites and digital solutions using Optimizely CMS * 5 years of experience in web development, with at least 3 years focused on Optimizely CMS and Commerce development * Strong proficiency in .NET, C#, ASP.NET, MVC, JavaScript, HTML, and CSS * Experience with cloud platforms (e.g., Azure, AWS) and DevOps practices (desirable) * Demonstrated ability to architect and deliver complex web solutions on the Optimizely platform

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    **Project Description:** Hello, I am seeking a skilled contractor to develop a website using a purchased template. The website will be based on WordPress, WooCommerce, and Elementor. The template, has already been acquired. **Project Details:** **Technology:** WordPress, WooCommerce, Elementor (template already purchased) **Theme:** Credit broking / credit counselling **Website Layout and Sub-pages:** 1. Home Page 2. Mission and Vision 3. Our Experts - Custom template for replication for experts 4. Cases from Our Clients 5. Projects - Custom post, one template for projects 6. Knowledge Base - Entry category template - Blog post template 7. Contact Us 8. Recommended Privacy Policy 9. Shop (optional) **Additional Information:** - Visual identity development ongoing unti...

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    (**If you are not a US citizen, pls don't apply**) I'm in search of a skilled software engineer to help develop a new web application. The ideal candidate should have proficiency in Java, Python and C++, as well as experience in full-stack development. Key responsibilities include: - Developing a new web application from scratch - Integration of user-facing elements with server side logic - Building reusable code and libraries for future use - Ensuring the technical feasibility of UI/UX designs - Optimizing the application for maximum speed and scalability Skills and experience required: - Proficiency in Java, Python and C++ - Full-stack development experience - Strong understanding of web development technologies and concepts - Familiarity with Agile methodologies - Excellent...

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    We are looking for a virtual assistant to help us with job posting and messaging on LinkedIn. Key Responsibilities: - Job posting: You'll be responsible for posting job ads on LinkedIn. - Messaging: You'll handle communication with potential candidates, sending one time messages. Ideal Skills and Experience: - Experience with LinkedIn: You should have a good understanding of how to post jobs and communicate effectively on the platform. - Excellent communication.

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    I am seeking a skillful developer to integrate an "in app chat" feature into my existing .Net MVC5 aspx SAAS project, with a particular focus on real-time communication functionality. Key Expected Features: - Bootstrap 3 compatibility - Chat server - Client (html and jQuery preferred) - Ability to create groups (add and remove participants) - Show users online status - Storing chat history - Ability to send/receive documents and audio files Ideal freelancers for this role should possess the following skills and experience: - Proficient in .NET MVC5 and Bootstrap 3 - Experience in chat server and client development - Ability to write clean, maintainable jQuery and HTML - Familiarity with real-time communication platforms UI Presentation: The chat messages...

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    I'm looking for an experienced Java / ColdFusion developer to help with web development. We use ColdFusion 2016 which sits on top of Java. We are trying to integrate with Stripe Credit Card payment system, using their "Custom payment flow". They do not offer a ColdFusion backend but they do offer a Java backend. I am looking for someone to see if the Java backend they offer will work with ColdFusion, build an example cfm page, also advise us on how to get it working on ColdFusion.

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    TrueFirms is seeking a Java Software Engineer who must be associated with an Agency (B2B) to help design and build our industry-changing media monitoring and analysis platform. I've attached the job descriptions for both roles. Please be aware that candidates must be based in Pune and are required to attend the office three times a week. Please let me know if anyone is ready to deploy resources

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    I'm searching for a skilled Python Django developer with proficiency in deploying websites on a shared hosting environment with cPanel. The main purpose of this website is to provide a platform for user interactions. Skills and Experience: - Proficient in Python Django for website development - Experience in deploying websites on shared hosting with cPanel - Familiarity with Linux terminal is not necessary - Prior experience in projects involving user interaction platforms Key Task: - Deployment of a Django website on a shared hosting environment with cPanel, without the use of a Linux terminal.

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    I am looking for an experienced (4+ years) React JS and Node JS developer who can help in updating and adding new functionalities to existing web application. Your experience with Shopify APIs would be highly advantageous. Key Requirements: - have good understanding of UI UX - Integrate a payment gateway - Extensive experience with API integration - Proficient use of PostgreSQL as the database management system Preferable Experience: - Previous experience with developing react js , node js application - Proven experience with integrating Shopify APIs

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    I'm looking for a skilled motion designer who can work quickly to repurpose a video we have. The scope of the project will involve: - Using an existing video that we have as the foundation - Modifying the text and graphics within the video - Adding in new footage as needed - Altering the color scheme to fit our updated branding - ...the text and graphics within the video - Adding in new footage as needed - Altering the color scheme to fit our updated branding - Ensuring the final video is succinct, being no more than 24 seconds in length Ideally, the freelancer will have experience in video editing and motion graphics, and can work creatively and effectively under a short timeline. Experience with rapid turnarounds and copy jobs is a bonus. We need this project completed as so...

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    As a client with emphasis on quality, I need the support of an experienced Python programmer who can take charge of the frontend aspect of my web development project. At the core of this project are the following requirements: - Full proficiency in Python as the main programming language for the task - Demonstrated experience in frontend web development using Python - Familiarity with the best practices in Python programming - Capacity to effectively communicate, provide regular updates and accept feedback The missing response for the third question won't be an issue — I am more interested in a Python programmer who can bring their own unique ideas and solutions. You are encouraged to showcase your creative problem-solving skills. Apply if you have the necessary skills and ...

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    long term , full time flask developer needed to build ecommerce backend you should start right away should have proficiency in flask, jquery, ajax and mongodb budget INR 100 per hour, need to work for another 15 to 20 days

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    I'm seeking a skilled UX/UI web developer with top-notch graphic design skills to support my small web agency. You should be well-versed with Wix, other WSYWG tools, and possess strong coding skills. Your portfolio should be able to impress and support your capabilities. Key Tasks: - Website Redesign: Enhance the visual appeal, user experience, and performance of our clients' websites. - Wireframing and Prototyping: Create structured and efficient wireframes and prototypes for new projects. - User Testing: Conduct thorough user testing to ensure the final product meets user expectations. Specific Requirements: - Experience in website redesigning, wireframing, prototyping, and user testing. - Strong knowledge of UX/UI principles. - Proficiency in Wix and other WSYWG tools...

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    Full Stack Developer Needed 6 days left
    VERIFIED

    Looking for an expert full-stack developer to join our team? Here's what we're after: - Mastery in Front-end and Back-end Development: Your role requires proficiency on both the client and server side, so experience in both domains is a must. - Specialization in Web Development using ASP.NET Core 7+ MVC and Angular: We're seeking someone with deep expertise, though familiarity with other frameworks is a bonus. - Minimum 2 years of experience is required. - Proficiency in Arabic is preferred. If you're passionate about crafting high-quality, performance-driven applications and possess the skills we're seeking, we'd love to hear from you.

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    I'm seeking a talented PHP full-stack developer for a project that lies in the moderate complexity category, featuring some customizations. Key Responsibilities: - Front-end development: You'll be expected to create a visually appealing and user-friendly interface using HTML/CSS and JavaScript. - Back-end development: You must be proficient in PHP, particularly Laravel, to successfully implement the back-end logic of the application. - Database management: Proficiency in database management is essential, as it's a crucial part of the project. The ideal candidate for this role should have: - Strong experience in front-end and back-end development - Proficiency in HTML/CSS, JavaScript, CodeIgniter and Laravel - A track record of successfully managing databases - Th...

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    I'm seeking an experienced full stack .NET developer well-versed with Angular to build a desktop e-commerce application. Key requirements: - Full stack .NET developer - Proficient in Angular for frontend development - Experience with desktop application development Your primary objective will be to develop a user-friendly, efficient, and scalable e-commerce platform. Prior experience with similar projects will be highly valued. Ideal skills and experience: - Expertise in .NET framework - Proven track record in Angular frontend development - Experience in developing desktop applications - Good understanding of e-commerce platforms

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    I'm seeking a skilled Java developer to work on an action game project that I need completed as soon as possible. - The project involves game development in Java, focused on creating an immersive action game. - The game needs to be optimized for the PC platform, ensuring seamless performance and user experience. The ideal candidate will have: - Strong Java programming skills - Experience in game development - Ability to deliver quality work under tight deadlines Please share your relevant experience, and provide insight into your approach for this project.

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    As the owner of a WordPress site, I'm currently facing several separate issues that need resolving. Here's what's happening: - Cron jobs on my site are not running as they should. - I'm facing errors with cURL 7. - The REST API is malfunctioning. I'm seeking a professional WordPress developer who can tackle these problems. Given these are separate issues, a deep understanding of all three areas (cron jobs, cURL 7, and REST API) is crucial. ****** FIX THE ISSUE USING ANYDESK IS MANDATORY ******* By the end of this project, I expect: - Cron jobs working to schedule flawlessly. - cURL 7 operating without any errors. - The REST API functioning correctly. The task requires working via AnyDesk Remote Desktop, so experience with ...

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    i need a telegram bot 1. need to setup buttons 2. need to post poster

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    I need some easy work in Android I need some android apps using java I need easy work at low budget but for long term I need work from Pakistan freelancer

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    I'm in need of a React JS developer to build a new project – a responsive website for an interior design company. The core features required for this website include: - Fully responsive design - User-friendly UI/UX - Smooth Navigation Key pages to be developed are: - Home page - About Us page - Portfolio page - Services Page - Client Testimonials - Blogs Page - Process Page The ideal candidate would be someone who has experience building responsive websites with React JS, has good understanding of UI/UX, and the ability to deliver on time. Your task will also include integrating website design with overall brand consistency. I look forward to working with a dedicated professional with proven track record and positive client feedback.

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    I'm looking for a developer who's proficient in C#, MS SQL Server, Dot Net, and XAMARIN to work on an already existing application. Need to improvise and add amend few things. Pls note we can pay maximum INR 4,000 for the work.

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    ...Consultant Pool with Booking Management: Bookly Users can browse and book consulting sessions with a pool of professional consultants. Member List: BuddyBoss Facilitate easy connections, chat, and networking among members. Job Portal: WP Job Manager Employers can post job opportunities, and job-seekers can discover and apply for relevant positions. Performance Management and Training System: Improve .Net Tools for personal and corporate development, including performance tracking and training modules. Activity and Community Feed: BuddyBoss Global access to share and search relevant information, participate in discussions, and engage with forums and groups. Improve Growth Platform Description: Improve Growth Platform is a dynamic online community designed to facilitate netwo...

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    We have developed a community and job portal and we are looking to create an automation flow to streamline processes for my business. Use case: Job-Seekers sign up, post their resume and seek jobs. Employers sign up, purchase a job-package, search for candidates, connects and run interviews. Our platform is run by BuddyBoss Platform and theme,, web and mobile app (Ios and Android). We need to connect job seekers and employers with the role in BuddyBoss. Primary tasks that require automation include ensuring seamless flow from subscription purchase, powered by WP Job Manager and SureCart, to Automation powered by SureTriggers. This project requires a high degree of compatibility with a number of platforms and tools. Our key operating platforms are WordPress, BuddyBoss, Learnda...

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    I need a professional to perform pre-employment vetting. This should include conducting thorough background checks, drug testing, and making relevant reference checks for potential full-time employees. Key Skills and Experience: - Familiarity with all aspects of HR pre-employment vetting - Reliable techniques for background and drug checks - Proven track record with similar jobs - Excellent communication and reporting skills Unfortunately, I do not have a stipulated timeframe for completion, and am open to discussion in this regard. Therefore, flexibility may be beneficial. However, please bear in mind that quality will be valued over speed in this project.

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    I have a website which allows customers to order food online but need to make an app from it for Android Google Play and Apple IOS Hybrid seems to be the most cost effective choice NO RIP OFF MERCHANTS PLEASE I CAN SMELL YOU FROM ANDROMEDA GALAXY NO MIDDLEMEN SCAMMERS I WORK DIRECTLY WITH DEVELOPERS ONLY DO NOT BID ON MY JOBS IF I HAVE REFUSED YOU BEFORE No time wasters Serious skilled workers only a meeting call will be absolutely essential to go over the details of the job. Note i have multiple apps needing done but all follow the exact same website structure only the name /address and icon will change basic details

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    I'm searching for an experienced web developer. These features are needed TutorMitra: ------------- => Admin - login - Subject Crud - Approve subject added by students - Student DRUD - Tutore CRUD - Admin can approve tutore - Jobs CRUD - RazorPay payment integration. - Coin credit on payment - Need to track all credit/debit of coin - Can change the price of a coin => Tutore 4 - Become tutore, once admin approve then only can login into the system. 6 - Tutore login, forget password etc 6 - Can review the jobs list and filter based on subject(phone number no need to display) 4 - Tutore want to see phone number of student job then debit decided coins. 6 - Purchase coins => Student - Can post job without login - Can see tutore lis...

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    I'm looking for an experienced developer to create a hybrid mobile application for iOS and Android along with a corresponding Laravel website. This app will function as an online job and vacancy platform. The app will also need to have a same Laravel admin panel to manage the all Android, IOS apps and website easily. Key Functionalities: - Implement User Registration and Login to enable job seekers and employers to create accounts and access the platform - Job Search and Filtering, enabling users to search for jobs based on different criteria - Apply for Jobs feature allowing job seekers to apply directly for the positions they are interested in Additional Features: - Push Notifications are to be integrated into the app to keep users informed about relevant upd...

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    I'm looking to develop an Android application for Online Lottery. The app will be a platform for users to purchase lottery tickets and redeem their prizes. Key Features: - Ticket Purchasing: Users should be able to easily buy their lottery tickets through the app. - Prize Redemption: Once the lottery results are out, winners should be able to easily redeem their prizes through the application. Payment options: - In-app purchase: It should support in-app ticket purchases to smoothen the transaction process. - Digital Wallet: Users should be able to pay using their digital wallets. This will require integrating reliable payment gateways for a smooth and secure transaction process. Ideal candidates for this project should have: - Experience in Android app development, especially with...

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    I'm in need of a skilled Python developer with a strong background in AI and ML. The project involves a full spectrum of responsibilities in these fields, and I'm looking for a professional who can hit the ground running. Key Responsibilities: - AI Development: You'll be tasked with creating, implementing and maintaining complex AI algorithms and systems. - ML Model Development: This role will require you to design, train, and optimize machine learning models. - Data Analysis: You'll need to collect, interpret, and present data in a meaningful way, to help inform our AI and ML projects. Required Skills and Experience: - Expertise in Python is a must. You should be comfortable with Python libraries and tools commonly used in AI and ML projects. - Proven experien...

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    Python SNMP Developer Needed 6 days left
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    I'm seeking a skilled Python developer who can handle all aspects of SNMP for my project. Key Responsibilities: - Implementing SNMP query and data retrieval - Efficiently managing SNMP trap handling and notification - Developing a robust SNMP agent Your role will be crucial in ensuring that our system effectively communicates using SNMP across multiple versions. Ideal Skills and Experience: - Proficiency in Python - Extensive experience with SNMP (versions 1, 2c, and 3) - Strong understanding of network communication - Previous work on SNMP trap handling and agent development is a major plus If you have the right skillset and experience, I look forward to seeing your proposal.

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    I am in need of an experienced LabVIEW developer who specializes in data acquisition systems and control systems. This project involves the collection and monitoring of signal frequency data for analysis purposes. TASKS INCLUDE: - Developing and implementing a robust data acquisition system in LabVIEW to monitor signal frequency. - Designing and deploying control systems. - Regular monitoring and analysis of collected data. RECOMMENDED SKILLS: - Prior experience with LabVIEW programming is essential. - Expertise in the creation and usage of data acquisition and control systems. - Knowledgeable in signal frequency monitoring and analysis. - Solid background in automation and process control. My ideal candidate is detail-oriented with a strong understanding of LabVIEW, particular...

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    I'm seeking an experienced game developer with a deep understanding of Cocos2d, Unity to join our team to create an engaging Android game with some special features. Key Requirements: - Proficiency in Cocos2d game development - Experience with Android game development - Ability to implement multiplayer mode and level editor functionalities - Knowledge of IO Game - Experience of multiplayer IO Game

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    WordPress developer with experience in developing Simple Job Boards by Press Tiger. I have purchased two add-ons which allows for recruiters to have applicants apply direct to their emails, and also passes through CVs without storage the information or creating an account. I want the following functionality: As an Applicant: - When someone clicks apply for the job, can they fill out a contact form, attach a CV and send it direct to the recruiter without any of the applicants’ details being saved on the server. (the add-on should do part of this) As a recruiter: - The recruiter can access the back end, manage their own job posts, and receive to their emails only As the administrator: - I am developing the one Word Press Site () with many recruiters adding their job posts

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    I'm in search of a skilled software engineer to help develop a new web application. The ideal candidate should have proficiency in Java, Python and C++, as well as experience in full-stack development. Key responsibilities include: - Developing a new web application from scratch - Integration of user-facing elements with server side logic - Building reusable code and libraries for future use - Ensuring the technical feasibility of UI/UX designs - Optimizing the application for maximum speed and scalability Skills and experience required: - Proficiency in Java, Python and C++ - Full-stack development experience - Strong understanding of web development technologies and concepts - Familiarity with Agile methodologies - Excellent problem-solving skills - Good communication and teamwor...

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    I am in need of a professional with expertise in Japanese language and legal contract redaction. Workload will vary between 2-20 pages. The primary goal is to accurately redact (mask) sensitive information within these legal contracts. Ideal Skills and Experience: - Fluent in Japanese language - Experience with legal ...sensitive information within these legal contracts. Ideal Skills and Experience: - Fluent in Japanese language - Experience with legal documents in Japanese - Strong understanding of legal terms and jargon - Knowledge in handling sensitive information - Proficient in redacting documents without altering the context - Professional discretion is highly valued Please include examples of similar jobs you have done, if they are available. Looking forward to seeing ...

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    I'm in need of a seasoned .NET developer who possesses the following expertise: - Skilled in developing Web API - Knowledgeable in MySQL as a database system - Need 5+ Years Experience This is a personal project and I'm seeking someone reliable, efficient, and with a firm grasp on these skills to ensure successful implementation. If you have the experience and are keen on a unique personal project, I encourage you to bid.

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    I'm looking for a proficient Java developer to assist with mobile application development for Android. While the specific features of the app haven't been finalized yet, a deep understanding of the Android ecosystem is crucial. Your tasks in this project will majorly focus on: - Constructing the back-end structure - Building app functionality - Ensuring smooth user interface flows Ideal candidate should have: - A strong background in Java - Experience with Android app development - An understanding of user-centric design - Flexibility to adapt their approach as the project moves forward. This project is excellent for a developer keen to expand their portfolio with a robust Android application. Please attach examples of your previous work if possible.

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    ...understand and deliver on the specific requirements Please note that I'm open to any suggestions or proposals that you may have to enhance this project further. I look forward to seeing how your skills and expertise can bring these ideas to life. I have prepared a document I can send with work we require, as this is sensitive and confidential, I would appreciate making contact first with a developer before sending it. Below is some some information from the document i have prepared NB.. although I have selected a budget of £1500 - £3000 I am prepared to pay more for other recommendations you may have to bring in more business. +++++++++++++++++++++++++++++++++++++ 1 - Introduction has been hosted by the current developers (xxxxxxxxxx) for over 8 years. ...

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    For my website, I'm seeking a skilled Shopify developer who can work with me regularly on an hourly basis via Slack. The key tasks you'd handle include: - Minor corrections - Ensuring mobile responsiveness - Adjusting product pages - Customizing the theme. I mainly cater to general consumers. Therefore, finding a way to make the site welcoming and easily navigable for this vast audience is paramount. An understanding of consumer behavior online and expertise in user-friendly design would enhance your efficiency in fulfilling the tasks. The ideal candidate should have proven Shopify development experience, possess excellent troubleshooting abilities, and have a strong understanding of responsive design. Also important is the ability to effectively communicate and coll...

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    I'm looking for a skilled Python developer who is well-versed in machine learning and GANs to implement a conditional GAN primarily for image generation as a part of my school project. Key Responsibilities: - Utilize Python to develop a conditional GAN. - Find an academic paper from the last 5 years that enhances the vanilla conditional GAN using a simple approach and use this incorporate their approach to this one. - Find a dataset suitable for the task. It's up to you to choose one. Requirements: - Proficiency in Python. Experience using PyTorch machine learning library. - Understanding of GANs and how they can be applied to image generation.

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