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    ...teachers and pedagogues in Brazilian public schools. The design should be friendly, intuitive, and based on Telegram's layout and coloring. Key tasks for the freelancer: Create a consistently functional real-time messaging system Seamlessly integrate the UI with the Edubot OpenAI assistant Implement features for maintaining conversation continuity Provide options to copy chatbot responses and save/export answers to other formats Ensure a fully responsive design optimized for mobile devices Ideal freelancer requirements: Experience in developing responsive web-based applications Strong understanding of real-time messaging systems Familiarity with OpenAI technology (preferred) This project focuses on messaging functionality, emphasizing a visually appealing, smooth-running,...

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    ...involves creating a simulation code to estimate the expected number of draws needed to collect every type of coupon from a bag (Coupon Collector Problem), with various numbers of coupon types. Additionally, the task requires comparing the simulation results with a theoretical value and plotting them. Job Requirements: Develop an R simulation code. Run the simulation for coupon counts from 10 to 60. Plot the results and compare them with a given theoretical formula. Prepare a detailed report with observations on the accuracy of the approximation. This project is perfect for someone who enjoys statistical challenges and has a solid grip on R programming. If you are detail-oriented and love playing around with numbers and plots, I would love to hear from you! Deliverables: R scr...

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    I have an AutoCAD DWG file that I would like to be split up in order to save a particular page out of it in a new file. The specific page and any modifications required can be discussed. Key Requirements: - Splitting up an AutoCAD DWG file - Saving a specific page from the file Please note that the specific page I would like to save from the file is yet to be determined. Additionally, I am open to any suggestions regarding possible modifications that could be made to the page before it is saved. Your expertise and creativity in this area would be most welcome.

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    ...Instagram advertising (unless you have some really good ideas that can get my target market to respond to ads). I am a solo developer and this is my first major app release so of course everything is being entirely financed by me, which means ultra-tight budgeting. For that reason the only requirement for this brief is to develop a marketing strategy. I will be the one implementing the strategy to save money. Therefore the brief needs to be detailed enough so that I can easily follow it without direct guidance because I am not a marketing or PR expert. You also need to answer the following question: 'Who is Edward Bernays and what influence has he had upon you'? You need to start the question with, 'Eddy-baby is...'. If you don't answer the question ...

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    ...SSL encrypted Pages Dynamic Product Display Ability for high quality zoom images & video clips for products -- video on home page and product page -- we will provide. Must be easily updatable. Integrated shipping module with automated return feature for product returns, automated printing of return shipping label, exchanges & advances shipment tracking & refund Customer registration & login Save shopping cart Heading categories with sub pages: about us, shop, my account, help, support & coupon and so on Live chat / chat bot Social media integration Cross Listing Plugin Guest checkout Advanced Coupon with updatable code Pop up coupons Show savings when coupon is entered Pop up - on home landing page offering coupon when entering email address Orde...

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    I am seeking a professional yet creative editor to help hone my romance novel. Details of the project encompass: - Editing a manuscript that contains between 50,000 to 100,000 words. - My novel is the first in a planned series, therefore, a clear understanding of character development and plot continuity is integral. - The requirement is line editing to finesse word choice, sentence structure, style, and theme. Ideal skills include: - Experience in copy editing romance literature. - Eye for detail and creativity in ensuring smooth flow and readability. - Strong grasp of English language and rules of grammar. With your keen insight, the potential to work on subsequent novels in the series is a possibility. I look forward to collaborating with an editor who will help bring the bes...

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    I need a Unity specialist to develop a system in an existing v6.x.x game that can save user progress and allow players to pick up where they left off. Key requirements are: - Ability to save character progress and levels - User frame should include the character's current level and experience points. Ideal candidates must have vast working experience in Unity engine and a strong understanding of game development & player progression systems. Your solution should be robust, able to handle varying amounts of data, and run smoothly within the existing game structure. Prior experience in creating similar save game systems is a bonus.

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    ...place on May 30th, 1999. On that day, Francis Reyes, a 34-year-old guide, was leading a group on a commercial caving expedition in Cueva Angeles. The group encountered a sudden rise in water levels within the cave's stream passage. Elba Vasquez Gonzales, one of the clients, was unable to escape to safety and got trapped by the floodwaters. Reyes heroically attempted to rescue her and managed to save her life, but tragically, he was carried away by the strong current and lost his life. This event was covered by several news outlets, with one article titled ‘Era un experto en las Cuevas’ by Julio Ghigliotty, published in El Nuevo Día on June 1st, 1999. However, I have not been successful in locating this article or any others from Puerto Rican sources. Pos...

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    I need a professional with proven experience in converting email images to HTML that works smoothly in Microsoft Outlook. This ta...HTML/CSS - Experience in converting images into HTML especially for email templates - Familiarity with Outlook's HTML compatibility - Ability to adhere to design guidelines and recreate styles from images - Usage of Figma (is a must) Attention to detail and commitment to deadlines are critical for this project. Only individuals with relevant experience and positive track records need to apply. Let's save us both time. Figma Link: Figma Dev Link:

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    ...bedding, modern decor, or gourmet kitchens. Guest Testimonials: Share positive experiences from past guests, ideally with photos of them enjoying their stay. Local Attractions: Feature beautiful shots of Rio’s landmarks and scenery, tying them back to the convenience and charm of staying at your properties. Instagram Stories and Highlights: Utilize Stories for real-time updates or special offers, and save them as Highlights for easy access. This could include live walkthroughs of the apartments, guest interviews, or behind-the-scenes looks at the area. We have moe than 3,000 photos from the apts recently taken which we will make available for the job. Key Requirements: - Develop a modern and minimalist visual style for the posts - Create engaging content that will resona...

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    ...Your familiarity with standard fact-checking protocols will be necessary for the creation of our guide and assessment of the software tool. Our main goals for this project are: - Improve Fact-Checking Accuracy: With your help, we aim to tighten our process and reduce inaccuracies. - Enhance Fact-Checking Efficiency: Through the testing of Authentification, you will determine if the tool can save us time and resources in our fact-checking process. - Evaluate Software Effectiveness: Your feedback will be instrumental in our assessment of the software’s effectiveness. Finally, the fact-checker guide should have: - A clear, Step-by-step Fact-checking Process. - Understanding and practical Tips for Verifying Information. - A primer on Guidelines for Identifying Misinfo...

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    ...create a complete and fully working custom e-commerce portal with specific features and integrations. Key Requirements: - Product Catalog: The portal should support a product catalog with 100-500 items. - Shopping Cart: A fully functional shopping cart allowing users to add, edit, and remove items. - User Registration: User registration and login system for customers to track their orders and save their details securely. Specific Integrations: - Payment Gateway: Integration of a secure and reliable payment gateway to facilitate online transactions. - Shipping Provider: Integration with a reputable shipping provider to ensure timely and efficient delivery. - Social Media: Incorporation of social media functionalities to enhance customer engagement and reach. Ideal Skills: - Pr...

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    Proposal for GCC Tax Laws GPT Development Introduction We aim to revolutionize how businesses handle compliance with GCC tax laws—introducing GCC TAX LAWS GPT, a groundbreaking AI-powered tool designed to streamline GCC Tax Laws processes and save you time and money. We are looking for an eligible and experienced programmer to develop and implement the AI and GPT platforms. The developer must understand AI requirements and develop AI functionalities in GCC tax laws. The Challenge GCC Tax Laws and regulations can be complex and ever-changing. Manually navigating these complexities can be time-consuming, prone to errors, and lead to costly penalties. The term GCC stands for Gulf Country Council, which brings six Gulf nations together, i.e., Bahrain, Kuwait, Oman, Qatar, Saudi A...

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    The project would be to read product data from the magento 2 api, send it to the rocketsource api, process the data and with that processed data save, save it to magento 2 using their api. It would not be all the data, it would be some attributes depending on some specific rules. Extract data of magento (api) -----> Send to Rocketsource (api) ----> Save selected data to magento (api) All in one process.

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    vb 2012 video and sound recorder. Auto record to file when motion/sound is detected. Auto save file if no motion/sound is detected for 5 seconds. exe File must be compact and small and not dependent on other dll or ocx. Auto detect existing cam and video device on PC. I should be able to compile it on my PC. Note there are a lot of samples on Chat GTP.

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    vb 2012 video and sound recorder. Auto record to file when motion/sound is detected. Auto save file if no motion/sound detected for 5 seconds. exe File must be compact and small and not dependent on other dll or ocx. Auto detect existing cam and video device on PC. Note there are a lot of samples on Chat GTP.

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    I have a Wordpress website which I want to add a custom php multistep form to. The multistep form is supposed to get some of it's data from my backend database and also should save the data entered on the form to the database. Ps:- Serious bidders and bid with finality. No side bids on chat please.

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    I'm looking for a task-oriented individual who can assist me with saving documents from an online database. Your assignment would primarily revolve around focusing on documents and seamlessly saving them off. Key responsibilities: - Download documents with my full permissions. - Make sure that all downloaded files are in audio file format and labelled correctly. The ideal candidate will have: - Relevant experience and proficiency in saving files to dropbox. - Excellent attention to detail ensuring the correct files are stored. May be 1-2 days of work.

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    ...implements a stack via a linked list. Only positive numbers in the range of the number of bytes that will be entered when creating the stack will be able to be stored in the stack. The stack will be able to be saved to and loaded from a binary file. The binary will be in the given format - the first byte will be the range of numbers to store, followed by the numbers themselves stored on the stack. Save and load the file according to convert_number_to_bytes(x, count_byte), write_number(file, count_byte, number), convert_bytes_to_number(bytes), precision_number(file). It will be possible to create any number of stacks. It will be possible to freely add and obtain elements to the stacks. Attempting to remove from an empty stack will return None. Only simple Python constructs can be ...

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    I'm looking for a Laravel + Vue developer to craft a unique system that facilitates interaction between lenders and borrowers. It requires specific functional features to run smoothly. Please reply with "I am a Laravel expert" for me to know that you are not a bot. To save costs we will use best of industry templates like Vue - looking to use only ones that have high user base and high reviews like: Vuexy - Vuejs, Nuxt, , HTML, Laravel, Asp.Net & Django Admin Dashboard

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    ...- Modern templates for a visually appealing website - Member section with exclusive access for clients who have purchased the course Shipping: - Integrated shipping with real-time rates Additional Requirements: - Connection of Facebook advertising with a link to the sales page of the e-shop - Emailing functionality Saving emails to the database, I have a database of contacts, you also need to save. I need to create invoices manually Ideal Skills: - Proficiency in WordPress and e-commerce website development - Experience in creating modern and visually appealing templates - Familiarity with member sections and access control for specific user groups - Expertise in integrating real-time shipping rates - Knowledge of Facebook advertising and its integration with e-commerce The ...

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    ...that can archive web-based content, including text and images, for offline viewing. Key Requirements: - Archive text and images: The system should be able to save text and image content from websites. Use appropriate tools like HTTrack, Wget, or WebCopy to mirror the website. - Single archive process: The content will require archiving only once, as it won't be updated frequently. Ideal Skills: - Proficient in web scraping: Ability to extract and save content from websites. - Experience with archiving systems: Previous work on systems that save web content for offline use. - Knowledge of offline storage: Understanding of how to save and retrieve content without requiring an internet connection. This project is ideal for someone who is looking to work ...

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    ...produces). ii. It uses a “What is your current yearly revenue” number and pulls against an array (worksheet) – For the 8 other reports, it pulls data from the column in the array to produce reports. iii. Update – to be able to select multiple outsourced professionals Field b. Customer EBITDA and P&L – Some data from the array is utilized here, and this being a customer input screen, also needs to save its data to a database worksheet. 3) There are 8 Reports – to include 1 combined (customer input screen and Customer EBITDA and P&L) 4) To Purchase the MSP Business Evaluator and Accelerator, you need to go through many “things to do” from purchase, download, unzip the file, run the file, update Excel trust settings, and then r...

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    ...which I do the following: - New analysis - Insert Date, Home and Away Team, level, competition (Camp., Cup, Phase X...). OK - In the future, you should alternatively choose an existing game from the previously created statistics. - In the analysis I must include a link to the YouTube video - I should be able to stop the video and insert a NEW annotation, which will detect the time the video is in, save it and allow me to add text - It should be possible to add multiple annotations to the same game video - In each new note you must record the analysis - If you do not insert video, there must be a text box to describe the game - There should then be a page that allows me to click on the various notes in this analysis and the video jumps to the right time. .---- This a project for ...

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    Develop a 10-15 slide presentation with speaker's notes on a diversity topic of your choice that could ultimately be used as a basis for a staff development session. You may determine the work setting for your presentation, such as educational institutions, businesses, nonprofit organizations, hospitals, or mental health care facilities. After ...details that elaborate on the slides using the notes section of the slide presentation. Please remember to use course readings and other scholarly sources to support your work. Include a minimum of three scholarly resources published within the last five years. Include presenter's notes for each content slide. Follow APA style and formatting guidelines on your references slide. You are encouraged to save your final presentation...

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    I'm in need of a skilled JavaScript developer to create a script for me. Your task will involve: - Writing a script in JavaScript that can work on an Aruba Server - Retrieving JSON data from a specific link - Saving this data in a .txt file - Generate and save a new file every 15sec Ideal skills for this project would be a solid understanding of JavaScript, APIs, and JSON data handling. It would be beneficial to have experience in dealing with file manipulation in JavaScript. You can see the data ad this page:

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    Hello I am looking for a python code to scrape a large number pages and save them as html. In order to get to the page to save, you must click a radio button, submit, and then enter a string of numbers, then submit and then save the html. If the string entered provides an error then you must skip to the next iteration. There is no human verification. I already have a version I made myself that works with Selenium, however I need to increase the speed, so I am looking for someone to see if its possible to do this without even opening a browser and possibly using direct call methods (get, request, cURL, response, JSON?). It should be a simply project for someone who knows how to do this. Please enter the result of 3+2 for your message to be received.

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    ...of the application is: Node Express application - Exposes a few simple test API endpoints. Docker - The Node application runs in a Docker container MongoDB Atlas - Currently this is *not* included but it is the objective of this work. I want the Node application to make a connection to MongoDB using the *native Mongo* driver. NOT Mongoose. NodeMon - Project is setup with file monitoring to save development time. Also, the Visual Studio debugger is enabled and appears to be working well. Here is a link to a Visual Studio project which contains a test version of the application error. It has had files removed for security and to reduce the file size. Here’s some rough instructions, I’m not a Node/Docker expert but this should get you going.

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    I'm keen on launching an e-commerce platform, look for professionals who can blend functionality with aesthetics. Primary requisites for my platform include: * User Registration and Login: This will enable users to create their personal accounts on our platform. * Shopping Cart: A shopping cart is needed for users to save items they wish to purchase. * Product Search: A seamless and efficient product search option that will allow users to find their desired items conveniently. This project is aimed towards accommodating 100-500 products initially. Prior experience in creating e-commerce platforms is highly beneficial. Proficiency in user experience design and knowledge of effective product search algorithms is appreciated.

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    My project is a three-level mixed-use building with a basement. Two levels consist of two commercial spaces each, while the third level comprises an apartment with two bedrooms and two bathrooms. It is situated on a small plot of land measuring 200 square meters, and I require someone capable of designing the lighting, electrical, hydraulic, and sanitary installations in accordance with Mexican regulations.

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    ...search engines to achieve high visibility online. Key Features of the Website: * Channel and Group Organization: Separate listings for channels and groups, categorized by countries and specific categories. * Search Functionality: Advanced search options allowing users to find channels and groups based on keywords, countries, or categories. * User Registration and Management: Features for users to save favorite channels/groups, subscribe to updates, and manage their account settings. * Visually Appealing Design: The site should leverage modern web technologies for dynamic content rendering and state management, ensuring a smooth user experience without hindering SEO. * Admin Panel: A comprehensive admin panel for managing channels, groups, categories, users, and site setting...

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    ...comprehensive stock screener and option calculator. This tool should provide real-time stock data and facilitate in-depth analysis of equities, ETFs, and index options. Key Features: - Real-time Stock Data: The tool should be able to fetch and display real-time stock information for the selected equities, ETFs, and index options by using APIs. - Customizable Filters: I need the ability to set up and save customized filters based on specific criteria such as price, volume, and market cap. - Historical Data Analysis: It is important that the tool can analyze historical data, enabling me to make more informed decisions. Ideal Skills and Experience: - Proficient in working with live stock data APIs. - Strong background in financial analysis and understanding of stock market dynami...

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    ...need of a skilled developer with experience in creating automated trading algorithms for the Interactive Brokers platform. The goal here is to design an algorithm that will execute trades according to a set of custom rules I've established. Key requirements and expectations for this project include: - The algorithm needs to be developed in Python - Trades should execute on Interactive Brokers and plot custom rules on TradingView. - Custom rules are provided by the client and not based on common indicators like Moving Average Crossover or RSI. - No manual intervention required; trades solely based on custom rules. - Experience in optimizing entry and exit orders for large orders or low liquidity scenarios required. - Trading signals, such as support and resistance lines and...

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    I'm looking for a skilled and creative Thumbnail designer, who could make catchy thumbnails with ai image generation or by himself/herself to help me with movie recap channel. - The content: The channel will primarily feature movie recap videos, condensing the plot, themes, and essential elements of various films. These recaps will be engaging, insightful, and aimed at both movie enthusiasts and casual viewers, as well as potentially beneficial for film students. - Video length: Each recap video should be around 10-15 minutes long, providing a comprehensive yet concise overview of the film. Ideal skills and experience: You don't have to be a professional thumbnails artist, you only need to make thumbnails by yourself or by the help of ai image generating websites. Jus...

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    I'm looking for a software that can efficiently manage a wrestling competition. The software should be able to handle the registration of a larg...This database should be easily accessible and modifiable. - Real-time Match Result Updates: The software should be able to update the match results in real-time. This function is crucial for the smooth running of the competition and to keep the audience informed. - Automatic Match Schedule Generation: It would be ideal if the software could automatically generate the match schedule. This would save time and ensure a fair distribution of matches. I would also like the software to have a notification feature, specifically through SMS. This would help in communicating important updates and reminders to both the athletes and the organ...

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    The project involves: 1. Go to an FTP location and get the last 10 csv files. Input example attached as '' 2. Combine those newest 10 files and map to new structure. Mapping example attached as '' 3. Save new file as 'BooksRunImport YYYY-MM-DD ", place in production folder "C:LakesideBooksClientDownloads" as tab delimited .txt, with an additional copy in folder as a backup. Output example attached as '' I would prefer it be written in NodeJS and compatable with v14.16.1 as I am familiar with how to edit the structure and I have other similar scripts running. I will supply FTP location and login as well as folder locations.

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    I'm seeking a meticulous freelancer who can a...data extraction tasks will be beneficial. 2. **Video Sequence Saving**: As you extract vehicle sign data, it is crucial to save the corresponding video sequence. This will aid in contextualizing the data and providing robust analysis. Additional video data required: - Time of vehicle appearance - Vehicle plate numbers The final information extracted should be conveniently organised in an Excel format. Experience using data entry tools like Excel is mandatory. Note: We use Unifiy Protect. So we would give you an Access as console user. Worklfow we want to use : check video on console put the plate(we have ai, put have to recheck by an human) and date to an excel save the video stream on google drive delete the clip...

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    I have 4 pictures that I'd like to modify for better presentation. I need the height of the plot and parking space to be increased. Ideal Skills and Experience: - Graphic design with a strong 3D background - Proficiency in using design software for picture modification - Prior experience in similar projects, especially in increasing height in a visually appealing and realistic way - Good communication skills for potential back-and-forth during the project

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    I'm seeking a highly skilled developer with expertise in React.js, to create an engaging and interactive Ludo game exclusively for web. Due to its primary target audie...developer with expertise in React.js, to create an engaging and interactive Ludo game exclusively for web. Due to its primary target audience being adults, appropriate UI/UX will be critical. - Key Game Features: - Player invite: Ability to add friends and invite them to play. - In-game chat: A seamless in-built chat system for real-time communication among players. - Game Save/Resume: Capability to save and resume games at a later date. Ideal candidates should have prior experience in developing games with these features and be able to deliver an engaging and robust Ludo game. Expert knowledge ...

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    I'm seeking a skilled scriptwriter for a drama script intended for a film targeted at adult audiences. The ideal cand...intended for a film targeted at adult audiences. The ideal candidate should have experience and proficiency in scriptwriting, particularly in the drama genre. Key Requirements: - Proficiency in scriptwriting for film, particularly in the drama genre - Understanding of adult audience sensibilities - Ability to craft compelling and engaging dialogues - Experience in creating a coherent and gripping plot - Understanding of the pacing and structure of a film script Experience in scriptwriting for films or similar media will be highly beneficial. I'm looking for a professional who can deliver a high-quality, engaging script that captivates and resonates wit...

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    I'm searching for a seasoned mobile app designer and developer. This project involves creating a fitness/yoga membership app for both iOS and Android platforms. Key Functionalities: - Online Training Sessions: Users should be able to access, participate, and save fitness training videos. - Diet Planning: The app should include features for creating and monitoring meal plans, incorporating nutritional information, and tracking calorie consumption. - Progress Tracking: The app should allow users to track their fitness progress, log their workouts, and monitor their diet. Ideal Skills and Experience: - Proficiency in iOS and Android app development - Experience with multimedia content integration for online training - Previous work on fitness, health or wellness apps would ...

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    I'm seeking a talented professional who can bring my vision to life with a 3D rendering. This includes: - A modern restaurant (bright and colorful aesthetic) - 5 individual homestays - A compact spa area To tie the areas together in a cohesive land plot of roughly 100m2, the rendering should include both interior and exterior views, along with a detailed floor plan. Ideal candidates should have a strong portfolio reflecting modern design principles and bold use of color. Experience with 3D rendering software and architectural projects, particularly hospitality or residential projects, are highly valued. Detailed specifications will be shared with the successful freelancer. Excited to see your craft in action.

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    I'm seeking a seasoned developer to enhance my WordPress site (Oxygen builder) by setting up an effective Memberpress operation flow. This should provide functionalities such as: - Ability for the user to add posts to favorites. - User can save their searches. - User can retrieve their favorites and searches in their dashboard. - User can download a PDF file of posts. These features should be integrated into the Dashboard and Search results pages of the website. Efficiency and precision are key as I require the project to be completed within a tight timeframe of 7 days. Ideal candidates should have a robust experience in WordPress, especially in developing and launching member-specific functionalities.

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    ...implementation to testing and deployment. Create an intuitive user interface for managing PTU characters and accessing game resources, similar to the functionality provided by D&D Beyond. Implement features for creating and customizing Pokémon characters, including homebrew Pokémon, NPC trainers, and all current Pokémon species. Develop a system for managing character sheets, allowing users to save characters, share them with others, and load characters from saved files. Along with a system for Game masters to share, view and interact with the character sheets of their players...

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    I need a skilled AutoCAD professional to create an architectural design for my industrial project. we already have the layout of the plot and building. - Detailed industrial layouts - Functional work area designs

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    Hi, I am looking for a web designer to design a Login web page similar to Requirements: 1. Design Only 2. It much match the color scheme of the rest of my site (I will provide the link) 3. You will need to add the features from this login page like to Requirements: 1. Design Only 2. It much match the color scheme of the rest of my site (I will provide the link) 3. You will need to add the features from this login page like 4. Best if you could use Figma and do a screen share so we can design it together to save time. But not a must.

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    ...REQUIREMENTS: Digital Membership Card: Users can view their digital membership card within the website or app. The card displays: Member name Membership number Expiry date QR code for easy scanning at hospitals Users can save the card to their device's wallet for offline access. Single-Time Usable and Printable Hospital OP Coupons: Users can browse and search for hospital OP coupons based on: Location Hospital Medical specialty Treatment type Coupons display: Discount details Terms and conditions Expiration date Participating hospitals Users can print coupons or save them to their device. Coupons can only be redeemed once. Coupon redemption is tracked and validated to prevent reuse. Location-Based Coupon Display: The website/app automatically detects the user...

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    ...Features: - E-commerce Functionality: The website should allow customers to easily browse, select, and purchase CS:GO skins. - Payment Gateway Integration: I would like to offer cryptocurrency, PayPal, and bank transfer as payment methods. Ensure that the payment process is secure and smooth. - User Account System: The site should have a user account system that enables customers to view past purchases, save payment methods, and manage their profile. - Responsive Design: The website must be fully responsive and optimized for various devices (desktop, tablet, mobile). Ideal Skills and Experience: - Proficiency in e-commerce website development, particularly in site design, payment gateway integration, and user account systems. - Experience in designing and developing secure and u...

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    I'm looking for a skilled developer who can create a web application that can read data from multiple sources like Excel files, XML files, and APIs, and then match, aggregate, and save this data to a database. Requirements: - The web app should be able to read data from Excel files, XML files, and APIs. - The application should have the capability to match and aggregate data from these different sources based on specific fields, data types, and unique identifiers. - The end goal of the data matching and aggregation is to save the data into a database. Ideal candidate should: - Have experience in developing web applications that work with various data sources - Be proficient in database management and data aggregation techniques - Be able to write clean and maintainable...

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