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    ...pertinent files. It will parse, extract, and vectorize content to understand issues. An explainable ML model like LIME will then diagnose the problem and provide steps, code samples, etc to resolve it. The LLM will be RAG augmented based on a vector protocol of a list of sites to augment the LLM. Key Criteria for Success: Robust technical execution that meets core requirements Modular, extensible architecture for flexibility over time Quality, well-tested code delivered on time Clear, prompt communication throughout project Key Components: Text/file ingestion and vectorization Semantic similarity search in Milvus/SPTAG Local post-hoc model explanations Production-ready Flask/FastAPI UI Documentation and usage guides Document Ingestion (spaCy, Beautiful Soup, PyMuPDF): Scrape/in...

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    I need a data entry freelancer who can help me transfer 100 emails onto my website. - I'll provide you with the source of the data in PDF format. - You'll need to accurately copy and paste the emails onto the designated sections on the website. - The data should be organized in a way that's user-friendly for visitors. Ideal skills for this job include: - Proficiency in data entry, particularly copying and pasting. - Attention to detail to ensure the emails are transferred correctly. - Familiarity with website data entry would be a plus, but not mandatory.

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    I'm in need of someone skilled in PDF file structures who can determine if a particular PDF has undergone editing, and to identify the edited segments. To help successfully complete this task, you should: - Have in-depth experience navigating the structure of PDF files. - Capably discern changes or alterations made to a PDF. - Provide a report indicating any modifications, where they occurred. When applying, please exclusively focus on detailing your experience with manipulating PDF file structures. Past projects involving this will be highly advantageous. Ideally, you will have worked on similar projects, where the goal was to detect alterations in the document. Looking forward to a seamless collaboration.

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    ...are and the size of those types. This involves dividing the churners into segments.  Task b (Profiling): Profile and appropriately name the identified types of churners based on the values of their shared characteristics, i.e. variables. Your submission ought to include: 1. Orange workflow1 containing the k-Means clustering analysis of segments and profiles. 2. Summary file (max. 600 words; in PDF format) presenting the segments (Task a) and their profiles (Task b)....

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    As a keen architecture enthusiast, I'm on the hunt for a skilled 3D artist, familiar with creating stunning visualizations of classical exteriors. Specifically, I require quality 3D architectural visualization that exceptionally captures every detail of classical architecture. Ideal skills & experience: - Strong expertise in 3D modeling and rendering - Extensive background in architectural exterior designs - Mastery in designing classical architectural visuals - Skills in relevant software like 3DS Max, Photoshop, V-Ray, or equivalent This project promises to be a unique opportunity to exhibit your extraordinary talent in bringing classical architecture to life in 3D. Provide samples of previous work for consideration during selection. I look forward to col...

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    ...3D tour to enhance the user experience. User Experience for Lead Generation: - Contact Form Submission: Users should be able to submit inquiries through a contact form. - Direct Email or Call Option: Provide means for users to directly contact us via email or phone. - Schedule a Visit or Appointment Feature: Allow users to schedule visits or appointments. - Button for Download PDF Brochure: Include a downloadable PDF brochure about the project. Skills and Experience: - Proficiency in website development, particularly for real estate. - Experience in implementing interactive floor plans and 3D tour. - Strong understanding of lead generation and user experience. - Capability to integrate Google Maps and other multimedia elements. - Familiarity with creating user-friendly c...

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    ...including complex formulas and VBA macros, from the Excel workbook into a web-based application. Robust Subscription Management: Develop a modular subscription system that allows for easy updates and the addition of new features. Future-Proof Architecture: The application should be built with scalability in mind, allowing for easy modifications and enhancements without disrupting existing functionalities. Key Features to Include: Advanced User Management: Implement a secure login system with multi-tier user roles and permissions. Dynamic Data Handling: Design the system to manage large volumes of data with the capability to scale as user base and data grow. Interactive Reporting and Dashboards: Tools for generating customizable reports and dashboards that can adapt to new...

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    ...meal plans: Including a diet that can assist with weight loss. Meal plans should be practical and easy to follow. - Nutritional counseling: Providing insights on healthy eating, lifestyle changes in support of weight loss goals. This might include tips on portion control, food choices, etc. - Delivery: You should be able to deliver the meal plans and conduct counseling sessions in written formats (PDF, Word, etc.). -Basically I am allergic to citrus fruits and apple so it would be better if don’t include those things in the diet plan. Ideal candidates should have: - Proven experience in developing meal plans for weight loss - A background in nutritional counseling - Ability to work with individuals seeking weight loss - Excellent communication skills Please indicate your...

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    I'm looking for a freelancer to develop a company profile for my business, with a primary focus on . The profile should be in PDF format and written in English. "Rqeem Valuation & Consulting is a certified entity by TAQEEM for providing business as well as machinery & equipment valuations for different purposes such as M&A transactions, internal decision making, litigation, and financial reporting. As a member of the Saudi Authority for Accredited Valuers (Taqeem), our enduring leadership, collaboration, and focus on anticipating what the future looks like for our clients has positioned us as a trusted partner in the industry." Key Requirements: - The company profile should be compelling, engaging, and concise, tailored to attract potential customers and ...

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    I am seeking a skilful Photoshop expert to introduce more trees to an image of a mound adorned with arborvitae along my property line. This task specifically entails: - Adding trees to the existing mound - The specie...specifically entails: - Adding trees to the existing mound - The species of these additional trees should match the existing ones on the mound - The placement of these trees should be random, creating a natural and visually appealing look. The ideal freelancer should be proficient in Adobe Photoshop with a keen eye for the natural lay of landscapes and aesthetic presentation. Experience in architecture or landscaping designs would also be beneficial. I require absolute precision and attention to detail to ensure the added trees blend seamlessly with the existing en...

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    PDF Table Extraction 6 days left
    VERIFIED

    I need a skilled freelancer to extract table data from a PDF file. The extracted data will be used for analysis in a Microsoft Excel spreadsheet. Key Requirements: - Extract tables from a PDF - Ensure data quality and integrity - Deliver the data in a Microsoft Excel format Ideal Skills: - Proficiency in PDF data extraction - Strong understanding of table structures - Experience in working with Microsoft Excel - Attention to detail and accuracy is crucial look attached PDF and EXCEL then Bid, start Bid writing PDF and sample attached. So I know you look my file

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    I'm looking for a skilled DevOps Engineer experienced in AWS to help design a robust architecture for my Spark and Sagemaker Machine Learning models. Key Requirements: - **AWS Services**: Your primary focus will be on utilizing Amazon S3 and Amazon Sagemaker effectively within the architecture. - **Programming Languages**: Familiarity with both Python and R is important, given that my models are built in those languages. - **Model Operations**: Your design should focus on enabling batch predictions and facilitate model training and retraining for the Machine Learning models. Ideal Skills: - Experience with Amazon S3 and Amazon Sagemaker are a must. - Proficiency in Python and R for fine-tuning or troubleshooting the models. - Familiarity with designing ar...

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    I'm urgently looking for a professional who can create a customizable resume builder for me. It needs to be a simple and effective tool that allows user...more to tailor each resume. Key features: - Customizable sections - Ability to choose responsibilities to add for each employer from a list of responsibilities that can be added to. - The following sections are to be included: (1) Name/Contact information (2) Summary (3) Professional Experience (4) Technical Skills (5) Professional Designations (6) Education (7) Certifications. Export formats: - PDF - Word Not sure what format this would best be suited for. Could use Excel, Access, Word (as long as can select the data ie check box or something similar), or AI. The project is on a tight deadline, so I would appreciate a qu...

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    I'm in need of a skilled typist who can help me convert my PDF documents into editable text. The primary language of the documents is English. Requirements: - Type all the content in the PDFs accurately into a Word or Google Docs file. - Ensuring that there are no typographical or grammatical errors. - No specific formatting is needed, just plain text. Ideal Skills: - Proficiency in English language. - Fast typing speed with high accuracy. - Experience in PDF to Word/Google Docs conversion.

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    ...plain written Catering proposal on a Word document, along with supplied photos, into a visually striking Business Proposal. The goal is to use design software like InDesign (or your choice) to format the proposal in a modern and professional manner. Key Points: - The design of the Business Proposal should be modern. - It should include high-quality images that I have ready to provide. - The final output of this project should be in a digital format such as a PDF. Ideal Skills and Experience: - Proficiency in InDesign or similar design software. - Experience in creating visually appealing Business Proposals. - Strong eye for modern design and layout. - Ability to work with high-quality images. - Knowledge of digital document creation and ...

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    ...visually by a 3D box for marketing purposes. In order to visually communicate the relationship between the different products, our client requires you to design 1 or more (e.g., maybe 2 or 3) graphics that suggest a "cable" or "connector". We will provide the original artwork for the 3D boxes to the successful coder. The "cable(s)" or "connector(s)" should be designed in such a way, with a transparent background if necessary, that they can be "dropped into" a new marketing design project, alongside any combination of 3D boxes. *** All of the specific details and requirements of this project are carefully documented in the attached .PDF file. *** There is a keyword buried in the attachment that we mention clearly...

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    I need an experienced AutoCAD professional to convert 4 hand-drawn sketches to accurate, scaled engineering blueprints. Requirements: - The focus will be on creating basic outlines with dimensions,...scaled engineering blueprints. Requirements: - The focus will be on creating basic outlines with dimensions, as opposed to full detail or annotations. - The sketches will need to include Mechanical Symbols. - Additionally, I need a PDF copy of each sketch, scaled to 11"x17" paper size. Ideal Skills and Experience: - Proficiency in AutoCAD for creating engineering blueprints. - Familiarity with Mechanical Symbols and notations. - Ability to work from basic hand-drawn sketches to generate high-quality, accurate plans. - Previous experience in creating scaled PDF co...

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    I have a Microsoft Word document that I need converted to PDF. The process involves converting the content of the Word doc into a PDF file while preserving all the images within the document. Ideal Skills and Experience: - Proficiency in Microsoft Word and PDF conversion - Attention to detail to maintain original document layout - Experience with image preservation during document conversion - Familiarity with different formatting requirements between Word and PDF

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    I need a comprehensive HTML/CSS solution for my report pages. it must be clean code with easy names class and id's not generated with ai Key Requirements: 5 pdf files not just this one . - Create inputs: I'm in need of a web developer to build inputs that can be used to create a real report. - Input types: The report inputs should include text, number, and date inputs, as well as checkboxes and tables. - Layout: The layout of the report pages should be exactly as shown in the sample page I will provide. Ideal skills for this job include: - Proficiency in HTML, CSS, and JavaScript. - Experience with form creation and layout design. - Attention to detail to ensure the layout is replicated accurately. i have x5 reports needed to be done not just this 3

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    I'm looking for a skilled transcriptionist to convert my lengthy PDF manual into a typed format. Here are some key details: - The manual exceeds 100 pages, making the task time-consuming and demanding attention to detail. - The manual is text-based, with tables and diagrams. A Procedure Manual. The ideal candidate will: - Have prior experience in transcription, specifically with lengthy documents. - Be proficient in English, ensuring an accurate transcription. - Be detail-oriented and able to maintain high standards throughout the task. Ensuring the accuracy and completeness of the transcription is crucial. This will be the foundation upon which other team members will build on.

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    ...designer to create a modern and minimalistic design for a set of scripture cards. These cards will be used as gifts for friends and family, so I'm aiming for a design that is simple and elegant. Key Requirements: - Modern and minimalistic design: The style of the cards should be clean, contemporary, and uncluttered. - Experience with typography: Prior experience with text design would be highly advantageous. - Understanding of gifting culture: A keen understanding of what makes a gift special in the eyes of the receiver, and how design can contribute to that, will be a big plus. Deliverables: I'm open to suggestions on the format for the scripture cards. I'm looking for your expertise on the most suitable format for these kinds of card...

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    I'm in need of a software developer to create a comprehensiv...each test. - Intuitive GUI for Examinee: A user-friendly graphical interface for test takers. - GUI for Result Preparation: Additionally, a graphical interface for staff to prepare and analyze results. Platform Compatibility: - Based on client-server architecture, the software will be set up to function on a local server. Ideal Skills and Experience: - Proficiency in software development, specifically with a focus on creating user-friendly interfaces and database management. - Experience with creating and managing server-client architecture. - Strong understanding of test-taking procedures and test preparation. If you're confident in your ability to deliver a top-notch computer-based test software, p...

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    I'm seeking a freelancer to assist with editing a PDF file. The project involves modifying both the text content, numerical data, and the graphical sliders within the document. Key Responsibilities: - Editing of text data within the PDF file. - Modification of numerical data. - Updating the graphical design of sliders/scales. You should be proficient in PDF editing and manipulation tools, as I already have the necessary software. Additionally, experience with modifying and designing graphical elements within PDF files is crucial. The ideal candidate should possess a keen eye for design, ensuring the graphical sliders are visually appealing and functional. Please share any relevant experience with similar projects in your proposal.

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    ...systems (e.g., Salesforce), and MAPs (e.g., HubSpot). - **Accelerated Database Design:** Design and implement a robust and scalable database that supports efficient data aggregation and analysis, within a short timeframe. - Entity-Relationship Modeling: Develop and finalize a comprehensive ER diagram that illustrates the database structure and supports urgent marketing analytics requirements. - Efficient Data Export and ETL Processes: Set up and manage the rapid export of data from various platforms using APIs. Develop and implement ETL (Extract, Transform, Load) processes to clean, transform, and load data into the database swiftly. - Documentation: Produce concise and clear documentation on the data architecture, ER diagrams, and ETL processes to support ongoing m...

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    ** Please look the .PDF file have a full details of this simple project. I need this assistance Today or tomorrow day 19 or day 20 max limit.. If you can do this now....I prefer. The old website was on WordPress, but the guy used ACF and created some custom fields for company employees to register stores separated by state and city. There's also something about taxonomy; he created 2 custom post types: 'office' and 'officearea.' In the old WordPress, it worked like this: 1 - User goes to the offices menu, where all states are listed. 2 - User chooses a state, and that state's name is in the URL. 3 - It seems the guy made a PHP script that retrieves the chosen state from the URL, then loops through and displays only the offices in that state. 4 - Use...

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    As part of my project, I need an expert in Excel to type data from various digital files into a spreadsheet, ensuring accuracy and efficiency. This data will be utilized for basic data analysis purposes, so it's important that the freelancer is comfortable with working on this type of data. Key Requirements: - Converting data from various digital files (PDF, Word, etc.) into an Excel sheet. - Proficient in using basic Excel formulas and functions to manipulate data for analysis. - Attention to detail and accuracy are critical for this task. Ideal Skills and Experience: - Proficiency in Excel - should be able to work with basic formulas and functions. - Prior experience in data entry or data analysis is a plus. - Strong attention to detail to ensure accurate data entry. - Abil...

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    I need a freelancer who can accurately type text from English documents into PDF format. Key Requirements: - Proficient in English language - Experienced in data entry and typing - Attention to detail is crucial - Able to deliver high-quality, error-free work Please provide a brief overview of your relevant experience when bidding. Thank you.

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    I'm seeking a residential architect with a keen eye for traditional design to help with the development of a new home project. Your task will involve translating my vision into a well-structured, appealing home plan. Key responsibilities: 1. Concept Development: Translate my traditional design vision into a comprehensive architectural plan. 2. Detailed Design: Produce detailed drawings and specifications to be used for construction. Ideal skills & experience: - Prior experience in residential architecture - Strong portfolio showcasing your traditional house design projects - Proficiency in architectural software programs. Your knowledge in traditional designs will play a pivotal role in realizing my dream home. I look forward to your innov...

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    I have an Excel sheet full of text data that I need typed up. The data is currently in a PDF file, so you'll have to extract it from there. Once the data is in the Excel sheet, it needs to be organized into tables. Key Requirements: - Data entry of text from a PDF into Excel - Organizing text data into tables in Excel Ideal Skills: - Proficiency in Excel - Fast and accurate typing - Attention to detail - Experience with data formatting in Excel Looking for someone who can complete this task in a timely and error-free manner.

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    ...full stack developer to create a service application analogous to Zepto/Zomato. The application should be web-compatible and display a modern design aesthetic. Key functionality needed: - User and service providers Registration and Login: You should be able to effectively develop a secure and user-friendly registration/login system. - Search Functionality: Crucial to the project is a robust search functionality that provides users with relevant results connecting users with service providers depending upon geolocation. - Payment Processing: The application should include a seamless, secure payment processing system. - Service oriented architecture for plug and play type of services. Completely configurable. - Admin login to monitor for successful ,failed orders and tran...

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    Do you want to convert any PDF, JPG, PNG, or image files Are you looking for any kind of document conversion or need editing in your documents, You are on the right gig. MY SERVICES: ✅ Data Entry ✅ Web research ✅ Data Conversion ✅ Copy Paste Work ✅ Excel Data Entry ✅ JPEG to Excel or Word ✅ PDF to Excel or Word ✅ Real Estate Data Entry ✅ Language Translator ✅ Microsoft Excel ✅ Microsoft Word ✅ Lead Generation If you still have any questions or want to discuss prices for a custom project, don't hesitate to contact me. WHY ORDER FROM ME?? Fast Delivery, Never Late ✔ Message me if you're unsure or have project-specific questions Thank you

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    I need to get a printed document copy-typed into a PDF file. The document contains both text and images. Key Requirements: - Convert a printed document into a PDF file. - Include images and graphics in the final copy. Skills and Experience Desired: - Proficient at copy typing. - Familiar with PDF file formatting. - Experience handling image and graphic inclusion in documents.

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    ...Specify font sizes, spacing, and appropriate use cases. 4. Business Card Design Layout: Standard dimensions and layout must be defined. Content: Information to be included. Design Elements: Application of logo, typeface, and colors. 5. Email Signature Layout: Standard design and structure. Content: Required details to be included. Design Elements: Usage of logos, fonts, and colors. 6. Social Media Ads Templates: Create templates for major platforms (Facebook, Instagram, TikTok, Google AdWords). Text: Guidelines for typography in ad copy. Logo Placement: Defined rules for logo incorporation. 7. Company Letterhead Specifications: Layout for both header and footer. Design Elements: Consistent use of logo...

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    I'm in need of a Linux-based invoicing solution with multi-user support. The software should be self-hosted and able to handle different access levels for users. Key Requirements: - Operating System: The invoi...- Admin and User. Ideal Skills and Experience: - Prior experience in developing invoicing software, particularly for Linux environments, would be advantageous. - Proficiency in user authentication and authorization protocols. - Strong understanding of database management and security. there is a html file already build , the only thing that it need to be done is connection with data base, and pdf generation. THis is a simple task, but if you are resonable on prince, we will add up some other functionality. PLEASE BID WITH THE REAL AMOUNT. DO NOT BID LOWER THAN THE PR...

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    I want a software, the device I use to print the output of the project I prepared as WebView, Image, and PDF is TSC, for this, it is necessary to use the connection method 'socket' with the IP and port 9100. Additionally, the '' library inside should be utilized for the application to run. The resources available are as follows, along with an example APK.

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    Trophy icon Illustrated Ebook Cover Design 6 days left

    The eBook is about a Live-bearing - tropical fishes. Coverelements: Maintitle: Lebendgebärende Zahnkarpfen A-Z: Guppys, Molly, Platy und Schwertträger Subtitle: Arten, Pflege und Haltung im Aquarium Please use only images i offered in this project The Cover should be handover by .jpg and pdf

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    ...the critical tech design and architecture decisions for your team. It is your responsibility to drive projects forward, mentor junior team members, ensure alignment with the company’s overall architectural direction, and contribute to continuous improvement initiatives. By delivering innovative and reliable software, you will contribute to the success of our organization and make a meaningful impact to thousands of customers and millions of users. What you’ll do ● Lead and develop high-quality working software, with a solid design and architecture that is consistent with our overall company-wide approach ● Provide technical guidance and mentorship to less experienced team members ● Partner with Architecture ...

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    I am seeking for a Spanish translator to translate PDF files from English to Spanish without using translating machine or Google translator.

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    I'm looking for a freelance vector artist to convert my file into an high quality AI format. T...conversion. However, there are specific dimensions and resolution requirements I would like to adhere by. Freelancers adept at working with Adobe Illustrator and experienced in maintaining high-quality resolution during the conversion process would be an excellent fit. We'll discuss the specifications once we begin the project. Your task is simple: - Convert the attached file into both AI and PDF format - Please provide the image in high resolution as it will be printed on a t-shirt Please bid with a time and cost estimate, and let me know if you need any more details. Proficiency in English is a bonus as it would aid our communication. Let's collaborate and comple...

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    Project as discussed via chat containing requirements covered in: CashPlus Merchant Credit Advance Instruction Admin Dashboard (1).pdf

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    ...we need a c# .net/ maui package similar to with same functionality but with support for iOS in addition to existing platforms. Please don't ask for further details before you checked the package's page. Requirements: - the package must be able to Convert PDFs into images (save the whole pages to images, not just export existing images on pdf); - the package must provide iOS compatibility; - the package must provide a parameter to specify jpeg compression level and preserve colors; - the package must be developed in c#, compliant with .net/.net framework/Mono and ready to be used in windows/ maui ios & android projects; - the developer must provide c#, not hardcoded and fully commented source code; - the

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    I have a variety of documents that I need typed. This includes Word documents, PDF files, and handwritten notes. Each of these documents is between 10-50 pages in length. Key Requirements: - Typing of Word documents, PDF files, and handwritten notes - No specific formatting required Ideal Freelancer: - Proficient typist with excellent attention to detail - Familiarity with Word, PDF, and handwritten notes transcription - Able to deliver accurate and timely results on multiple documents of varying type and length

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    Professional PDF CV Design 6 days left
    VERIFIED

    I'm looking for a freelancer who can help me create a professional and visually appealing curriculum vitae (CV) in PDF format. Key Requirements: - The CV must be designed in a professional style. - It should include key sections such as work experience and education, skills and certifications, personal projects and languages spoken. - The design should be visually appealing and easy to read. Ideal Skills and Experience: - Proven experience in creating professional CVs. - Proficiency in graphic design and layout. - Strong writing and editing skills. - Ability to incorporate and organize various sections effectively. It is critical to have the CV designed in a manner that is visually engaging, whilst maintaining a professional aesthetic.

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    Seeking a skilled programmer adept in WordPress for custom coding work and form layout adjustm...proficiency in backend management, specifically relating to data capture, viewing, and exporting in Excel format. A highlight of the project entails the customization of our existing WordPress theme and the integration of new, unspecified features. Lack of detailed request emphasizes the need for a freelancer capable of intuitive problem solving. Primary tasks include: - WordPress custom coding - PDF form adjustments - Data capture and export to Excel Ideal candidate should have knowledge and experience in custom coding, WordPress navigation, and form data handling. Exceptional problem-solving skills are highly appreciated. Undefined project elements call for a creative and adaptable f...

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    I have an Excel sheet full of text data that I need typed up. The data is currently in a PDF file, so you'll have to extract it from there. Once the data is in the Excel sheet, it needs to be organized into tables. Key Requirements: - Data entry of text from a PDF into Excel - Organizing text data into tables in Excel Ideal Skills: - Proficiency in Excel - Fast and accurate typing - Attention to detail - Experience with data formatting in Excel Looking for someone who can complete this task in a timely and error-free manner.

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    I urgently need a skilled Node.js developer to focus on backend development. The primary task is to integrate a payment gateway. We followed the instructions provided and implemented the following code using server-side Node.js. We utilized ngrok to enable HT...response, but we're facing difficulties in doing so. Handling callbacks and post-success payment URLs did not resolve the issue. We now need the transaction ID, which we are unable to obtain. We need someone who can do the final step here and complete the integration on the website. The website is in React Js and Node Js. The solution should be configurable for other websites also. Please check the PDF

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    I am seeking a detail-oriented freelancer who can expertly transfer text data from PDF files into a database. The ideal candidate should possess the following skills and experience: - Proficiency in working with PDF files - Expertise in data entry tasks - Experience in formatting and structuring databases - Excellent attention to detail Suitable candidates need to handle copious amounts of text data, accurately convert the text-containing PDF files into a structured and organized database. This includes careful validation to ensure no data is lost or misrepresented during the data entry process.

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    I am looking for a talented developer to create an AI Resume builder that can support multiple formats and boasts several features. Specifications: - The program should support PDF and Word file formats. - The AI technology should be able to provide several functions: Selecting templates, generating content, and optimizing keywords. - The design of the generated resume should exude a creative flair. Ideal Candidate: - Strong knowledge in Artificial Intelligence. - Proven skills in software development, particularly in building tools with creative designs. - Experience with resume building is a big plus! Together we can empower individuals to create eye-catching resumes that stand out. Let's give job hunters the creative edge they need in their job search!

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    I need to convert my word document into a fillable PDF document. This is a template for continence assessments. The person using the document will need to be able to input information into text fields, tick checkboxes, and select from dropdown menus. The converted PDF does not need to retain the original layout but the order of the items must stay the same. Ideal skills for this project include: - Proficiency in Adobe Acrobat or similar software for creating fillable PDFs. - Understanding of form design and user experience. Please let me know your experience with similar projects and how you would approach this task.

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