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    I have an Excel dataset that I'm looking to augment primarily to increase its dataset size using Python . This is in the context of machine learning modeling, so the main objective is to ensure I have enough varied data to train my models effectively. Key Responsibilities: - Implementing data augmentation techniques for numerical data in Excel format - Expanding the dataset significantly while keeping the integrity of the original data ( Read the word file attached)

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    ...React developer, or a Full Stack developer proficient in React JS and Java/Spring. The goal is to create a personal food ordering app, which would facilitate online ordering of food. Key Features: - User Registration and Login: The app should allow users to sign up, log in, and manage their account. - Browsing and Ordering: Users should be able to view a menu, search for items and place orders. - Cart and Checkout: The app will need to have a cart feature and a seamless checkout process. - Order Notification: The app should send orders to the restaurant and have the functionality for the restaurant to either accept or reject the order. The successful freelancer for this project should have a strong proficiency in React JS, Java/Spring, and experience in developing e-comm...

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    I need a solution that will automate a post to my own managed facebook group. I have a php script that creates the post ready to be sent to the group. The script is run unattended once a day via a cron job. My post will contain text and images. I had a previous system that used an fb app using publish_ to_group that I believe is no longer supported. I need a replacement solution. Happy to use any technology (not just FB app) that may achieve the same result. Please do not bid unless you fully understand the issue and can suggest an alternative. I will not pay for 'learning on the job' so please ensure you know the solution and can implement it within your quote before bidding. DO NOT BID AN AMOUNT YOU UNWILLING TO DO THE WORK FOR.

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    ,.I am looking for a skilled developer to create a comprehensive e-commerce website for my physical products using the Flutterand Vue.js framework. Key Requirements: - Development of an 2 page website in flutter that allows users to navigate to Sign In page . - Backend API's will be provided by us Ideal Skills and Experience: - Proficiency in Vue.js and Flutterframework. - Experience in developing Interrative websites - Should have good knowledge in UI/UX For more details Refer Doc ,.

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    I am looking for a skilled developer to create a comprehensive e-commerce website for my physical products using the Flutterand Vue.js framework. Key Requirements: - Development of an 2 page website in flutter that allows users to navigate to Sign In page . - Backend API's will be provided by us Ideal Skills and Experience: - Proficiency in Vue.js and Flutterframework. - Experience in developing Interrative websites - Should have good knowledge in UI/UX For more details Refer Doc

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    It is necessary make some simple changes to a project management application made in Laravel. The change are: Please answer only if have experiences in project management software. And show my the url of similar job made because I don't asign the job without see the real competences

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    I have Excel sheet in the are all products added with all the categories in it. I will also share a word file in which I will add that specific category and you have to take out the data from sheet and create the image in Photoshop. I will also give you product images with it's specific name. You have to only remove background and add text and image according to the data. The person must have latest Photoshop and have to create one sample image. You have to leave the space also for the main video and have to choose a shape or space according to the data Here are the links to sample: My budget is Rs.50 per image. There are 10-11 images which you have to create and I need it by today. This will be regular work per week to create 10-15 images.

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    I'm seeking a knowledgeable Node.js to create a specific function. This function should examine a pre-existing React file to identify any import statements that may be missing and automatically add the missing imports. Key responsibilities: - Analyze the React file to identify missing import statements - Add the identified missing imports automatically - Append multiple missing imports as grouped together in a single statement - Code should be in Typescript This task requires a solid understanding of Node.js. Having previous experience with jscodeshift is a must. The solution also need to use a package named @hypermod/utils. () This is the function that I need function fixMissingImports(code: string, importsMapping: Record<string, string>): string The code is a string of a...

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    I'm looking for a talented JavaScript developer who can help me with my website's visualization. Key Responsibilities: - Crafting visually appealing loading screens or animation - Implementing various types of visualizations Ideal Skills: - Proficiency in JavaScript and related libraries - Experienced portfolio of visualizations and/or animations See attached brief for more information

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    I'm seeking an expert in reinforcement learning to develop a control system for a differential robot in a simulated environment. The project will be implemented in Python. Key Requirements: - Develop a control system using reinforcement learning for a differential robot - Implement and test the system in a simulated environment - Provide clear documentation and code comments Ideal candidates should have: - Proven experience in reinforcement learning and robotics - Proficiency in Python and familiarity with any relevant libraries - Ability to work in a simulated environment If you have experience in these areas and are confident in your ability to deliver a high-quality project, please reach out.

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    ...for a skilled analyst to delve into a set of transcribed texts and identify patterns and trends for my projects. Requirements: - Task: To conduct a comprehensive analysis of the transcribed texts using NVivo software - Purpose: The main aim is to identify patterns and trends in the data. - Data Organization: The text data is organized by topic. Deliverables: - A comprehensive report: This report should include a statistical breakdown of the identified patterns and trends. Ideal Skills and Experience: - Proficiency in NVivo software: The ability to effectively navigate and analyze data using this tool is essential. - Strong Analytical Skills: The analyst should be able to identify patterns and trends within the data. - Excellent Reporting: The report should be comprehe...

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    I'm seeking a skilled automation tester with experience in using Java and TestNG for functional testing. The project involves the following key aspects: - **Mentoring and Consultation**: As my project is still in development, I'm looking for someone who can provide guidance and best practices when it comes to writing and maintaining test cases. - I am working on a personal portfolio site and having some difficulty with null pointers with my pageObjectManager and I am not sure why, I am not sure if it is invoking the driver properly. looking to peer program and have what I am doing wrong explained to me. Ideal candidates should have: - Proficient knowledge of eclipse, Maven, Java, and TestNG - Experience in automation testing, particularly within a functio...

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    I'm in need of a skilled Web3 developer to assist with a range of tasks. Your main responsibilities will include: - Developing smart contracts...contracts - Building decentralized applications - Integrating blockchain technology You should be proficient in the following programming languages: - Solidity - JavaScript - Python Your experience with blockchain platforms such as Ethereum and Polkadot is essential. Specific experience with Binance Smart Chain is a bonus. You must also have familiarity with additional languages such as Go, Rust, Java, and Node.js. The ideal candidate should have a deep understanding of the Web3 ecosystem and be able to contribute to a variety of projects. Experience in full stack development and an understanding of blockchain security would be hig...

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    I have a WhatsApp service provider that provides chatbot and menu-based features. I'm looking for a freelancer to create an a...provides chatbot and menu-based features. I'm looking for a freelancer to create an adapter that can integrate a different service provider for live-chat on the same WhatsApp number. Key Requirements: - Develop an adapter for live-chat that supports real-time messaging, media file sharing, and chat history retrieval. - Ensure the chatbot dialog history can be passed to the live-chat as a transcript file. Ideal Skills: - Proficiency in Java, Springboot - Prior experience with WhatsApp service provider integrations - Strong understanding of real-time messaging and chatbot systems - Ability to ensure seamless data flow b...

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    he developer should have the following skills and experience: 1. Proficient in Java, Kotlin and other programming languages; 2. Have a deep understanding of Android platform, familiar with Android SDK and related tools

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    ...functional on both iOS and Android platforms. Since the primary function was not specified, creativity and ability to design multi-purpose apps will be highly appreciated. Key Requirements: - Strong experience in developing mobile apps for both iOS and Android - Proven experience in cross-platform mobile app development - Proficient coding skills in languages such as Swift, Kotlin, Objective C and Java - Exceptional UX/UI design skills - Strong problem-solving abilities, with a knack for complex troubleshooting tasks - Ability to work independently, with minimal supervision While delivering the final product, I'd also like you to provide the source code along with necessary documentation. If you've worked on similar projects, please include them in your proposal....

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    As your potential developer, I'm looking to create an engaging and practical iOS application that allows its users to choose items from a daily list and keeps track of these choices: Key Features: 1. User selection from a daily list 2. Counting daily selections/results 3. Sitting statistics per week with list Timeline: There is no immediate rush for project completion. Quality and functionality are the priorities. Skill Requirements: - Expertise in iOS app development - Understand UI/UX principles for optimal user-friendly design - Proficiency in integrating counting functionality - Experience with calendar or daily-tracking apps is a plus. If you can innovate while maintaining app simplicity, I look forward to seeing your bid.

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    ...if it simply won't work with Windows I am ok with Linux. I also heard a rumor that people are able to do something similar to this using TikTok and OBS but I could be totally off on that. Thanks for reading this far :) Sincerely, David PS - Stolen from Freelancer AI - !!!!! Your ability to translate these requirements into a smooth and interactive user experience will be key to the success of this project !!!!! ==================================================== FREELANCERS AI DESCRIPTION - WAY BETTER THAN MINE. I require a proficient Python developer to build a desktop application that features a functional, interactive FaceSwap module. The application should effectively integrate both real-time and gallery import based FaceSwap options. Additional fu...

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    I...communication through contact forms and live chat support for instant customer interaction and feedback. Key Features: - Corporate Information Display: The website should effectively showcase our company's profile, services, and expertise in the technology domain. - Blog/News Section: Regularly updated blog or news section to keep visitors informed. - Contact Forms: Enable users to reach out easily with queries or collaborations. - Live Chat Support: Real-time assistance to enhance user experience and foster engagement. Skills and Experience: - Proficient in web development with a strong portfolio of corporate websites. - Previous experience in integrating blog or news sections on websites. - Skilled in implementing contact forms and live chat support for...

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    I am on the lookout for an experienced and innovative programmer who can assist in creating a unique search engine from scratch. The specific programming language is open as the user did not specify a preference, so proficiency in Python, Java, or C++ will be a plus. Though the user has not provided insights into the specific features desired for this project, common elements of search engines include web crawling, indexing, and ranking algorithms. Your familiarity with these or willingness to research and incorporate them will be essential to your success in this project. The user did not specifically state the purpose of the search engine, however it could be for personal, business, or educational use. Balancing these needs could be a crucial part of the project. Skills and Expe...

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    I'm seeking an experienced freelancer to debug and build my GitHub actions for 2 of my Android Java projects. The main task involves using building variants of my android application for the "development", "staging", and "production" environments which will all have separate API endpoints, package names, and app icons. Experienced Android Java programmers with a solid understanding of GitHub action builds, API implementation, and flexible design skills will be the ideal fit for this project.

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    ...shall be discussed in detail later on. - The ideal freelancer for this project should demonstrate considerable experience in Flutter development, with a track record in ML and CV projects. - The ability to deliver completed work within tight deadlines is paramount. - Proven capability in creating imaginative and user-friendly mobile applications is desired. You should need to have experience using this package: or something similar and it should work for iOS and Android. You don't have to publish anything, I will be migrating your source code to another app as an extra feature, I'm also a Flutter developer but I need another hand. Please apply if you have the creativity and technical expertise we're looking for to bring this project to

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    I am seeking a skilled .NET developer to create a Windows application with the following features: - User Authentication and Authorization: The application should ensure secure user access and have roles-based permissions. - Database Integration and Management: Experience with handling complex data and ensuring its security is essential. - API Integration: The application needs to communicate with external systems through APIs. My primary concern is scalability. The application must be designed to grow and handle an increasing number of users without compromising performance. Hence, I am looking for a developer who can plan and implement a scalable architecture from the very beginning. The ideal candidate should have: - Proficiency in .NET framework, particul...

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    I'm seeking a proficient Python developer with experience in Flutter for my project's frontend - we're converting audio files into PDF format, with Gujarati language a key aspect. The audio files will be provided in both mp3 and m4a formats, each ranging from 5 minutes to almost 2 hours long. Essential Requirements: - Experience with Google Cloud Platform, our selected cloud service provider for this project. - Ability to handle audio-to-PDF conversion in both mp3 or m4a formats. - Aiding in creating a text-searchable PDF as a result of the conversion process. - Additionally, submit the text to elastic search database to make the text searchable database for future use. (PDF is minimal required and this is an optional requirement) - Google cloud / azure / aws can be utili...

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    I require a software tester with a good understanding of the German language and ex...and experience in testing web applications. The ideal candidate will be able to manually test the application for any bugs or issues. Key requirements: - Proficiency in the German language at an intermediate level. - Experience or understanding of web applications. - Ability to manually test web applications for bugs. - Familiarity with software testing methodologies and tools is a bonus. Your role will involve comprehensively testing our web application for any issues that may impact user experience or functionality. Experience with automated testing or performance testing would be beneficial but not required. Please only apply if you are fluent in German and have experience with web ...

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    I'm looking for experienced developers to design a user-friendly video chat website, tailored specifically for the use of friends and family. Key Features: - User Profiles: Members should be able to create and manage their personal profiles. - Chat History: The website should have the ability to save and display chat histories for users' convenience. - File Sharing: Users must have the ability to share files smoothly within the platform. The ideal candidate for this project should have a demonstrable history of creating engaging, secure, and interactive websites with a focus on user experience. Mastery in video chat integrations and file-sharing solutions will be highly appreciated. You'll be creating a platform that brings families and fri...

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    I'm looking for a IoT/WSN security professional to address a Hatchetman attack vulnerability on a RPL protocol network using 6LoWPAN technology. The goal is to implement two robust security solutions that to prevent hatchetman attack occurrence in RPL routing protocol. Ideal Skills and Experience: - In-depth understanding of RPL routing protocols, Contiki 3.0 and Cooja Simulator - Hands-on experience with 6LoWPAN wireless technology - Proven expertise in IoT/WSN solution design and implementation Key Tasks: - Implement Hatchetman attack in Contiki 3.0 - Implement Resolution of Hatchetman attack using 2ACK scheme. - Implement Countermeasure to Hatchetman Attack using Multiple Encryption - Evaluate the two solutions with each other and with the standard RPL (RFC...

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    I'm looking for a seasoned full sta...seasoned full stack developer with a solid background in AI and mobile development. As the platforms for deployment will be iOS and Android, proficiency in programming languages that support these platforms is required. Responsibilities: - Develop an AI psychologist application for iOS and Android platforms. - Apply machine learning techniques. - Build an efficient, testable, and reusable code. Ideal Skills: - Experience with AI, Machine Learning, iOS, and Android app development. - Proficiency in Python, JavaScript, and Java would be ideal but it's not required. - Deep understanding of mobile development frameworks. Don't hesitate to apply if you are experienced with building AI apps for mobile platforms. I look forwar...

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    ...delete it when performing a new query. Technical Requirements: 1. Experience in frontend development with AngularJS to create interactive interfaces. 2. Proficiency in backend development with Java or Python for handling API requests. 3. Ability to implement temporary storage systems in memory or cache for sensitive data. 4. Capability to create files for automatic deployment in Lambda functions, Docker containers, or any Serverless service. Expected Deliverables: - Complete development of the interactive form in AngularJS with all required functionalities. - Implementation of the backend in Java or Python for handling API requests and temporary data storage. - Thorough testing to ensure the quality and functionality of the system in different usage scenarios. - Detail...

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    ...delete it when performing a new query. Technical Requirements: 1. Experience in frontend development with AngularJS to create interactive interfaces. 2. Proficiency in backend development with Java or Python for handling API requests. 3. Ability to implement temporary storage systems in memory or cache for sensitive data. 4. Capability to create files for automatic deployment in Lambda functions, Docker containers, or any Serverless service. Expected Deliverables: - Complete development of the interactive form in AngularJS with all required functionalities. - Implementation of the backend in Java or Python for handling API requests and temporary data storage. - Thorough testing to ensure the quality and functionality of the system in different usage scenarios. - Detail...

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    I am in need of a skilled web developer to create a website for my Stock Market Algo Trad...system's performance and features. The purpose of the Stock Market Algo Trading system is to: - Automate Trading Decisions: The system will automatically execute trades based on predefined criteria. - Analyze Market Data: It will continuously monitor and analyze market data to inform trading decisions. - Backtest Trading Strategies: The system must be able to backtest various trading strategies using past data. Ideal skills and experience for this job include: - Proficiency in web development, particularly with e-commerce websites. - Experience in designing and implementing contact forms and image galleries. - Familiarity with stock market trading and algorithmic trading systems would ...

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    Java Programmer Needed 6 days left
    VERIFIED

    It is javafx. When I open the pdf from the program, the first page is fine, but the second page does not show the data. It will be empty. I need a developer to change that code. I have another version of the code that displays on another page but is graphically destroyed. The project is simple and short. Ideal for new freelancers. I pay max 5$ and good rating. That's why it's good for newbies!

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    *************IMPORTANT*********** Please start with your bid by writing your personal Github profile first, we won't check bid without Github profile. ************************************ I'm in need of a talented developer, preferably with a strong background in producing business applications. Here's what I'm looking for: - Expertise: You should be skillful in any of Javascript, Python, Java / Kotlin or Swift / Objective C, Flutter / React Native / Xamarin. - Platforms: Production of a cross-platform app that runs smoothly on both iOS and Android is essential. - Experience: Evidence of previous projects in business app development would ideally be shown. By applying these requirements, you will help to create an app that can contribute to the success of ...

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    Java PDF File Editing 6 days left
    VERIFIED

    When I open the PDF, it doesn't show me the data on the second page. By changing the code (I provide pictures), it shows the data, but the graphics are bad. The project is small and simple. An opportunity for beginners. I pay max $5 and give a good review. Ideal opportunity for new freelancers.

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    I'm looking for a skilled Flutter developer with experience in Laravel and Parse server to work on an existing audio chat room app. The project involves the addition of new features to the app, however, the client has not provided a detailed list of the features required. The ideal freelancer will have the following qualifications: - Proficient in Flutter for mobile app development - Familiar with Laravel for the admin panel - Experience working with Back4app Parse server - Prior experience in integrating audio and video chat services (specifically Agora) into mobile apps Please note that the client has not specified how they would like the new features to be integrated into the existing app. The successful candidate will need to be able to work within the existing app...

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    I'm seeking an experienced ASP.NET front end developer UI UX to add new look to our existing web application. Objective: - Improve the existing user interface and add innovative, interactive elements for an engaging user experience. Major Tasks: - Implement improvements to the UI. - UX UI Design - Multiple Template Creation for the same page same info to display differently, User can choose the template and UI will reflect it. Skills and Experience: - Proficiency in ASP.NET MVC, UI UX, CSS BootStrap, Materialize CSS JQuery, Visual Studio, and Git. - Demonstrated success in UI/UX development. - App like Invision Canvas js exposure.

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    I'm currently in search of a skilled Laravel developer who can help me finalize an API for a video chat application. The task involves enhancing the existing API endpoints and developing new functionalities to ensure its smooth operation and seamless integration. Key responsibilities include: - Extending the API to support real-time notifications, user authentication, call recording, file sharing, and a ticket-based system for bugs and issues tracking. - Implementing real-time status updates for the bugs and issues tracking feature. I am particularly keen on someone who has expertise in Laravel, API development, real-time systems, and bug tracking. Your past experience with similar projects will be an added advantage. To avoid the enormous amount of automated propo...

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    I'm in need of a Java developer who can promptly handle the addition of new functionality to my existing system. Key Responsibilities: - Integrate new functionality into the system - Potentially debug code and maintain the system Skills and Experience Required: - Proficiency in Java programming - Proven experience with software development - Strong understanding of system maintenance and debugging This is a time-sensitive project, so I need someone who can start right away and work efficiently to complete the task. Any experience with user authentication, payment processing, and file uploading will be a plus, even though specific details on the new functionality to be added are not yet provided.

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    We are seeking a skilled Graphic Designer to undertake the redesign of our existing Windows desktop financial application. The role requires a comprehensive overhaul of user interfaces, windows, buttons, and fonts to achieve a fresh, professional appearance. The ideal candidate will possess extensive experience in Windows UI/UX design specifically for professional desktop applications. Key Points: - Experience in designing UI for desktop applications, preferably in Windows - Proficiency in graphic design - Ability to create a professional and user-friendly interface - Experience in designing financial trading application UI is a plus

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    ...four components: (parent) You can view and download the full repository here: The application will utilize Quasar/Vue.js with Pinia for state management, EmailJS for email sending, IndexedDB for local data persistence, and the API for capturing images on iPhones (local storage). The application will be used exclusively by employees of my gardening service company. It's not intended for use by the general public. 1. Project Overview: This application allows users to create estimates for garden spaces. Users can enter customer information, define garden space details (including capturing an image), and generate an estimate. The estimate can then be sent

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    Description: I am looking for a skilled Matlab developer with expertise in machine learning and signal processing to build a cryptocurrency trading signal application. The core of this project will be to implement an LSTM (Long Short-Term Memory) neural network that utilizes techniques like Fourier transform among other signal processing methods to generate buy and sell signals based on historical cryptocurrency data. Key Project Requirements: - Data Handling: The application should be able to import and use cryptocurrency data from this Kaggle dataset: Binance Full History. - Signal Processing: Integrate Fourier transform and other signal processing techniques to analyze the data. - Model Implementation: Develop and train the LSTM neural network model to predict potential...

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    I need an AI expert to develop and integrate a simulator into my Shopify store, that focuses on wallpaper and fabric application. Key Features: - The simulator should use both virtual room visualization or uploaded by customer and fabric draping simulation for a realistic user experience. Ideal Skills: - Proficiency in AI algorithms and Shopify integration - Experience with fabric and wallpaper visualization or related field - Strong understanding of UI/UX design for a seamless customer journey - Proven track record with similar projects. Thanks

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    Automated report using dashboard in Excel The report interface should be similar look to the pic attached. The Excel file for data source should be able to be used for Power BI. Two dashboards: 1- for multiple project management status reporting 2- for ad-hoc task management The data source is in an Excel sheet with a manual entry

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    I'm looking for a skilled professional who can create a 1-minute live video on our website. This live video will be streamed using the front camera and will serve as a product demonstration. The ideal candidate for this project should have experience in: - Video production and live streaming - Web development (to integrate the video on our site) - Understanding of live video interaction features Key requirements: - Create a 1-minute long live video - Use the front camera - Support real-time comments - The video should be engaging and visually appealing - Ability to optimize the video for web streaming - Ensure the video is compatible and functional across different web browsers - Deliver a product demonstration that is clear and concise - Implement interactive elements to enh...

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    I'm in need of a skilled professional who can create a live video for me. This video will specifically cater to my corporate conference and will be used on Reels and YouTube shorts. The main focus of this video will be on the audience interactions rather than the typical keynote speeches or panel discussions. Key requirements: - Creation of a live video for a corporate conference - Emphasis on capturing and showcasing audience interactions - Targeting Reels and YouTube shorts for the final video Ideal skills and experience for the job: - Proven experience in creating engaging live videos - Understanding of the dynamics of corporate conferences - Ability to highlight audience interactions in a compelling way - Familiarity with the format and requirements of Reels and YouTube short...

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    It is necessary finish a project managemet application made in laravel. The change are: - make some change regard the flow, the links, the design, the ecommerce and report; - It is necessary experience in query, report charts, pivot builder and Business intelligence to change the reports that must have good design, many filter and cross. the charts must have drill down. Please answer only if have experiences in project management software and pivot-query-busienss intellegence. And show my the url of similar job made.

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    I'm looking for a skilled software engineer. THis task is too large for excel power query, however i want it t...operate in a similar fashion. The main purpose of this project is to develop a self-updating database of every racehorse in the state of NSW, Australia, via the website. Key tasks and responsibilities: - Determining the best platform for the software (Web-based/Desktop-based/Mobile application). - Creating a software solution that will automatically update and manage a database of racehorses. Skills and Experience: - Proficiency in at least one high-level programming language i.e., Java, Python, C++ - Experience with automation software - Familiarity with database management - Ability to recommend best software platform based on project requirements. Than...

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    I'm seeking a skilled Java professional who can provide assistance with my ongoing project. This project involves a variety of tasks, including debugging, implementing new features, and potentially optimizing code. The exact nature of the work will be discussed further with the selected freelancer. Expertise in Java is essential. Experience with debugging, feature implementation, and code optimization would be highly beneficial. Ability to work collaboratively, communicate effectively, and deliver results in a timely manner are also key. Please note, while the timeline for this project has not been specified, I am looking for someone who can offer a reasonable turnaround time and contribute effectively to the completion of this project.

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    I am looking to hire an experienced iOS application developer to create an app that enables users to book venues and organise or participate in events. Key functionalities include: - User authentication: For security, ensuring that only registered users have access to the app. - Push notifications: To inform users about upcoming events, booking confirmations or changes. - In-app purchases: To enable users to book venues and event spaces within the application. The app should integrate both the venue booking scope and event creation/participation scope evenly. Moreover, the application should include some user-based features, specifically: - Profile creation and management: Where users can create and personalize their profiles, showcasing the events they've o...

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    I'm in need of a seasoned Apache Solr professional to help me implement search functionality for my project. The ideal candidate has excellent expertise in Apache Solr and can effectively optimize search functionality for text documents. Key responsibilities: - Upgrade from Apache Solr 3.6 to a version supporting wildcard search, Windows server - Multi cores with replication - bulk import via CSV - core creation/deletion across master and slaves Ideal skills and experience: - Prior experience implementing Apache Solr for search functionality - Proficiency in data indexing and faceted navigation with Apache Solr - Strong understanding of optimization techniques for search functionality - Excellent problem-solving and analytical skills - Good communication and collaboration abilities

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