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    ...expert in Tesseract OCR who can train the system to accurately read and interpret Hindi text from image files. This specialised task is geared towards: • Extracting text from Hindi images for forward analysis. • The preferred candidates should have proven experience with Tesseract OCR, particularly handling non-English languages. • Knowledge of the Hindi language, script and its typographic nuances will be highly beneficial. The final output must be: • Delivered in a PDF format to enable easy referencing and data manipulation. Your ability to handle similar tasks in the past with deft and accuracy will be a significant advantage in this project. I look forward to collaborating with someone who understands and can efficiently execute this task. Your...

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    I'm seeking an accomplished freelancer with in-depth expertise in training Tesseract OCR to work on a series of Hindi language PDF documents. These PDF files have been created by a machine and maintain a consistent document layout. The successful freelancer will: - Have extensive experience with Tesseract OCR and its capabilities - Understand how to train Tesseract OCR for a new language, specifically Hindi in this case - Have expertise in working with machine-generated PDF files - Have skills in structuring OCR to handle consistent document layouts Your bid should reflect your understanding and experience in these areas. Proficient Hindi language skills are a bonus.

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    I need an expert in Tesseract OCR who can assist in extracting text from printed documents. This involves dealing with simple text - plain black on a white background. Ideal Skills and Experience: - Strong knowledge and experience with Tesseract OCR - Extensive experience in extracting text from images, particularly printed documents - Ability to handle and extract simple text designs efficiently and accurately - Problem-solving skills to overcome possible OCR hurdles Feel free to bid if you meet the above specifications and deliver high-quality results with Tesseract OCR.

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    I'm seeking a Python programmer with expertise in Tesseract OCR to maximize the accuracy of text extraction from images. Tasks: - Improve OCR accuracy for images with embedded text. Ideal Candidate Should: - Be proficient in Python. - Have substantial experience in working with Tesseract OCR. - Have a solid understanding of image processing techniques. While the primary focus is on improving OCR accuracy, a well-rounded knowledge to efficiently deal with potential issues will be highly appreciated. The images will mostly contain embedded text; experience with such images will be beneficial.

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    I'm in need of a specialist with proficiency in Tesseract OCR technology. My requirement revolves around training Tesseract to read Hindi alphanumeric text within JPEG file formats. The focus is exclusively on printed text. Key skills and experience: - Extensive knowledge in Tesseract OCR - Experience in training OCR for new languages, preferably Hindi - Understanding of image file formats, particularly JPEG - Expertise in dealing with printed text recognition.

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    This project involves utilizing Tesseract OCR to read JPEG's pdf images in Hindi language. I need a specialist who can successfully train Tesseract for Hindi. The major expectation is a high level of accuracy with a target of above 90%. This will require skills and understanding in OCR techniques specifically with Tesseract. Ideal Skills: - Tesseract-OCR training experience - Familiarity with JPEG file formats - Proficiency in OCR for different languages preferably Hindi The freelancers interested in this project should showcase their past work relevant to the OCR in their bid. This is a chance for you to demonstrate your proficiency and experience in this field. This will also provide me with an opportunity to see your practical skills in actio...

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    I'm looking for an intermediate-level Java Spring Boot Developer who can focus on creating an API that will handle both...an API that will handle both PDF signature validation and data extraction. Key responsibilities: - Implement signature validation for PDFs - Extract data from PDFs - Integrate these functionalities into an API Ideal skills and experience: - Proven experience with Java Spring Boot - Familiarity with Tesseract OCR, or similar OCR technology, for data extraction - Good understanding of PDF signature validation - Proficiency in API development and integration Understanding Tesseract OCR usage within a Spring Boot application will be a key differentiator for applicants. If you have the appropriate skills and are ready to contribute to building r...

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    ...API is core to this project. - Required Skills & Experience: The ideal candidate will possess a thorough knowledge of Python, experience working with OpenAI GPT APIs, as well as a good understanding of cloud-based applications. Any previous projects involving Optical Character Recognition (OCR) will be a significant plus for us. Familiarity with OCR functionalities of the OpenAI GPT API is crucial. - The Task: Our main aim with this project is to integrate the optical character recognition (OCR) functionalities of the OpenAI GPT API into our existing system and create a JSON payload. Your role will formally involve implementing this integration and ensuring a seamless transition into our current process. Looking forward to working with a dedicated and ...

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    I'm seeking a freelancer to perform data entry from handwritten notes. - The Project: This role involves transforming textual data from physical handwritten notes to a digital format. - Skills & Experience: An ideal candidate should have excellent typing capabilities, accurate data entry skills, a keen eye for detail, and experience in transcribing handwritten notes. Familiarity with OCR technology would be a plus. Accuracy is of utmost importance to this project, therefore any previous experience or references about similar tasks completed successfully would be highly appreciated.

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    I am in need of a professional who can create a secure a...Authentication: A secondary security protocol for an extra layer of protection. - SMS Code Verification: Ability to receive and authenticate SMS verification codes. - Customer Documents Verification: Validate user-provided documents for accurate identification. - OCR Enabled Data Collection: Enable data extraction from images for easier information acquisition. The ideal candidate for this task is knowledgeable in making secure apps, with expertise in creating biometric, two-factor, and SMS verification systems. Experience working with OCR technology and customer document verification is greatly beneficial. Your responsibility will be to ensure the app provides a seamless and secure user experience, minimizing poten...

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    $10- Task - Please do not bid if you're not interested :) We are looking for a developer to help fix our Zappier Currently we have a functioning webpage where images are uploaded processed through OCR and the data is then sent to via Zappier. We need someone to do the below: - Fix the problem, stopping the data being sent to (Only one column, which is the issue) Components: - Webpage its hosted- Godaddy - Zappier zap functioning sending data to

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    I need a technically proficient freelancer to design a script or program tailored specifically for a Windows system. This system will optimally scan and org... - Must extract and classify the range of products/services from these invoices. - The organizing method should be flexible and responsive to specific requirements varying from supplier, invoice number, or the date of the invoice, based on our analysis or reporting needs. Ideal Skills and Experience: - Strong knowledge of Windows based script or program development. - Previous experience with OCR technologies and invoice processing. - Detail-oriented, with an understanding of business reporting needs. - Fluence in data categorization and classification. Feel free to bid if you match this profile and are ready to tackle thi...

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    I need a technically proficient freelancer to design a script or program tailored specifically for a Windows system. This system will optimally scan and org... - Must extract and classify the range of products/services from these invoices. - The organizing method should be flexible and responsive to specific requirements varying from supplier, invoice number, or the date of the invoice, based on our analysis or reporting needs. Ideal Skills and Experience: - Strong knowledge of Windows based script or program development. - Previous experience with OCR technologies and invoice processing. - Detail-oriented, with an understanding of business reporting needs. - Fluence in data categorization and classification. Feel free to bid if you match this profile and are ready to tackle thi...

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    I need a script or program designed for my Windows system that will expertly read and organize scanned invoices. The script should possess the following capabilities: - The ability to read invoices,...format. - Must be able to categorize these invoices by company name, separating invoices into their appropriate folders. - If a folder for a particular company does not exist, the script or program should be able to automatically create a new one. An ideal candidate for this job should possess excellent skills in software development, particularly with Windows applications, document processing, and OCR (Optical character recognition). Experience in automating file organization systems would be a definite plus. Please apply if you are confident in your ability to provide an efficient...

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    I'm looking for a proficient React developer to create a modern, sleek, and user-friendly website with 7-8 static pages. This includes a form for customers to enter their contact information. Key features of this project include: - A customer form: This form will require customers to provide an email address and phone number. No need for captcha, progress bar or opt-in. The entered email id will be used to send a discount coupon. - Simple discount system: A fixed coupon code will be dispatched to each customer upon form completion. Note that all customers will receive the same code, which can be redeemed offline. An integral part of the site is tracking 'new' and 'repeat' customers using this coupon system. Ideal applicants should have a strong grasp of...

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    I'm looking for a skilled WordPress developer proficient in PHP and JavaScript to incorporate a antispam captcha to my site's user registration form. The purpose of this captcha is to prevent bot registrations and enhance the security of my site. Experience with integrating captchas in WordPress websites is highly desirable.

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    I am seeking someone with the right skill set to assist me in writing my scanned documents in Word using ...documents in Word using a typewriter. The key capabilities needed for this task include: - Exceptional skills operating a typewriter - Proficiency in applying OCR (Optical Character Recognition) to digitise information from the typewritten documents - Strong command over the English language As the documents are already scanned, I am needing a capable individual who can expertly transfer these scanned documents into Word using a typewriter. Please, only those with experience in this area need apply. Knowledge of how to implement OCR is a must for this task. Preference will be given to those with prior experience functioning with OCR-enabled typewriters in an E...

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    I am seeking a dedicated individual or team with experience in developing Twitch extensions, specifically with OCR (Optical Character Recognition) capability. The envisioned extension should efficiently capture streams for interactions and screenshots. The OCR engine should have: - Text recognition - Image recognition functionality The extension should support the following platforms: - Twitch - YouTube - Facebook Gaming This task requires strong proficiency in OCR applications, social media APIs, and a good understanding of the streaming community's needs. The ideal candidate(s) will have prior experience developing similar extensions or bots, expertise with inter-platform functionality, and a strong track record in delivering functional software tools...

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    I'm seeking an experienced Android app developer to build a signature ...Experience in developing secure and robust applications is paramount. 2. Real-Time Detection: Integrating the application to allow for real-time identification of forged signatures. Ideal Skills and Experience: - Proficient in Android development and related technologies such as Java or Kotlin. - Experience in creating applications with real-time functionalities. - Background in working with OCR or similar technologies would be beneficial. - Past projects involving secure, reliable data processing and integrity. - Strong understanding of UI/UX design principles to provide the best user experience. Please include examples of similar Android applications you've developed. Understanding of signature...

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    ...process of scanning physical books, converting the scanned images to CMYK color mode, and generating editable text PDF files ready for print production. This module must integrate seamlessly with existing systems and offer a user-friendly interface for non-technical users. Key Responsibilities: 1. Develop a module capable of scanning books using a standard scanner or a smartphone camera. 2. Implement OCR (Optical Character Recognition) technology to convert images into editable text while preserving the original formatting as closely as possible. 3. Convert and export the files in CMYK color mode, ensuring they meet print production standards. 4. Provide an option for manual corrections or adjustments in the editable text output. 5. Ensure the software supports multiple file for...

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    I'm currently in the decision-making phase for a web scraping and automation project and I am searching for a highly skilled...automation project and I am searching for a highly skilled AI developer who would create a script that will automate login to an undetermined third-party website using provided login credentials. Notably, the selected website will likely require an effective CAPTCHA solution. And while I am yet to specifically point out the type of data to be scraped, expect that this will be clarified as the project progresses. Required Skills & Experience: - Proficiency in Python programming - Experience with automation scripts - Ability to solve CAPTCHA challenges - High level of flexibility and adaptability since the specific details of the project are ...

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    Hi, what I need to fix and finish is as follow, 1). Need to fix "captcha" function, for some reason, the "captcha" function (native function) is not working, no matter if I active or inactive the function never appears active. 2). In “Reminder” please hide the warning “You need to set CRON jobs. Please, go to System Options - Cron jobs and follow the instructions.” Cron jobs are manage and set for the whole platform by superadmin only. 3). In “Reminder”, please lets replace the function “Enable SMS notifications” for some basic “Send SMS notifications”, 4). I think you already note, when someone register a new account, appear 3 plans. I need, only superadmin can manage/modify those 3 plans. T...

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    I am looking for a skilled developer to design a captcha entry system for a customer service application. This must be designed to: - Verify user authenticity: This system will act as a filter to ensure that each user is legitimate. It should be able to differentiate human users from bots. - Primarily Target Customer Service Users: The captcha system should be simple yet effective, not impairing the user experience for real customers using our service system. - Support English Language: The captcha system should use English language. Ideal candidates for this project should have previous experience in designing and implementing captcha systems, a strong understanding of web security, and excellent command of the English language.

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    Captcha v2 an v3 on Popup and Main Form Per Chat discussion

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    I'm seeking a qualified developer to design an Optical Character Recognition (OCR) script specifically tailored for processing printed text documents. This script must be able to handle a variety of file formats including PDF, JPEG, TIFF and HTML. Primarily, the text within these documents will be in English. The ideal freelancer for this project should have a solid understanding and vast experience in OCR technology. Proficiency in scripting languages and familiarity with various file formats and OCR techniques is a key requirement.

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    I need to implement in my e-commerce site that for each user registration a code is issued that must be used for login, eliminate the current stripe payment button and replace it with a payment button that redirects to a page where the IBAN address appears where make the bank transfer, this will be the only form of payment on the site, implement captcha challenge before accessing the site the site is written in php, javascaript, the changes must be commented within the code

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    I'm looking for a proficient WordPress designer who can provide: - Changes to the ba...the site. This is simple - change home page to display other page (with side bar). - menu changes (mainly, we will keep same menu display throughout website). Note. website only has Accomodation, Contact and About menu pages. - Display telephone in upper right side, or we can display it in page sidebar - weather widget - contact page associate with email so that email can be received, add also captcha - booking - help how it works so that visitor can book room (payment is not associated currently). Note, theme is using Motopress plugin for bookings. - on Location page add google maps widget Detailed description will be provided. Menu should have 4 pages 1. Home 2. About 3. Gallery 4. Loca...

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    ...), but it is important that inside this page you can insert the informations of these page ( include the map ) Contact: Purpose: To provide a contact form for users to reach out. Task: Integrate a contact form plugin like Contact Form 7 or WPForms. Ensure the form includes necessary fields (name, email, message) and set up to send submissions to e-mail. Incorporate CAPTCHA or Akismet for anti-spam. SEO Consideration: Add location-related keywords in the contact page’s content and metadata for local SEO benefits. Newsletter Subscription: Purpose: To encourage visitors to subscribe to a newsletter for updates, promotions, and exclusive content. Task: Integrate a newsletter subscription plugin or service (e.g., Hubspot) that is compatible with WordPress. Place subscription

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    I'm in urgent n...web based application that transforms PDF files, largely bank statements, into Excel layouts. Key Features: - The application should have batch conversion support, allowing numerous files to be converted at the same time. - It needs to have OCR (Optical Character Recognition) capability for pinpointing and extracting info from scanned PDFs. - Its operation should be secure with user authentication and access control features to maintain data privacy. Ideal candidate skills: - Robust experience in web application development - Familiarity with OCR technology - Knowledge in building secure applications with user authentication and access controls - Ability to work under pressure to fulfill project needs ASAP P.S: Keep in mind, the goal is to produce ...

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    I'm in need of a skilled Data Entry specialist who can accurately convert scanned documents with texts and images into editable text format. The primary...potential freelancers: - Proficiency in software that can convert scanned documentation into text - Exceptional attention to detail to ensure the correctness of extracted data - Ability to understand and retain crucial details from images within the documents - Familiarity with basic editing tools for manipulative tasks - Experience in data entry projects, specifically those involving image scanning or OCR conversion. Your responsibilities will consist of interpreting the scanned documents that comprise text as well as images, and accurately transforming them into text. Please be aware that graphs aren’t involved in ...

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    I am seeking someone with the right skill set to assist me in writing my scanned documents in Word using ...documents in Word using a typewriter. The key capabilities needed for this task include: - Exceptional skills operating a typewriter - Proficiency in applying OCR (Optical Character Recognition) to digitise information from the typewritten documents - Strong command over the English language As the documents are already scanned, I am needing a capable individual who can expertly transfer these scanned documents into Word using a typewriter. Please, only those with experience in this area need apply. Knowledge of how to implement OCR is a must for this task. Preference will be given to those with prior experience functioning with OCR-enabled typewriters in an E...

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    i have truecaptcha api and i need script tampermonkey captcha

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    I need to implement in my e-commerce site that for each user registration a code is issued that must be used for login, eliminate the current stripe payment button and replace it with a payment button that redirects to a page where the IBAN address appears where make the bank transfer, this will be the only form of payment on the site, implement captcha challenge before accessing the site the site is written in php, javascaript, the changes must be commented within the code

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    I am in need of an OCR system, preferably designed in Python or C#, that will capably extract numbers from PNG images. The unique challenge lies within the font of these numbers which is small, and might seem strange to typical OCR programs. You're permitted to modify images, but bear in mind that the resulting numbers must maintain their accuracy post-modification. Here are some key aspects: *The Main Objective* - The primary goal is to reliably extract numbers from my images. Ideal candidates for this project are those with deep experience in Python or C#, as well as an extensive background in Optical Character Recognition systems. A thorough understanding of manipulating image data will be considered a major advantage. I am hopeful for a solution that is effective...

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    I require a diligent freela...Costco's website. The specific product information to be collected includes the product price, product name, URL, and product image. Key areas I'm particularly interested in are the Electronics, Home and Kitchen, Beauty and Personal Care, and Hot Buys departments. Necessary Skills: - Experience in web scraping, notably from e-commerce platforms. - Familiarity with dealing with IP blocking and CAPTCHA, since this is often an issue when scraping. - Keen attention to detail, ensuring that all gathered data is accurate and complete. By understanding the structure and patterns of the Costco website, you can systematically extract all the required product information. Please place your bid if you can deliver this task efficiently, respecting qu...

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    I'm seeking an adept programmer who can develop a scraping code to extract specific data from True Caller for market research purposes. Preference will be given if you have prior experience in the field of data scraping and if you're familiar with True Caller. Key Requirements: - Extract names from the True Caller database. - Ability to...if you have prior experience in the field of data scraping and if you're familiar with True Caller. Key Requirements: - Extract names from the True Caller database. - Ability to select and extract data from a specific country. The ideal candidate should possess superior skills in Python or other programming languages that can execute this task efficiently. Robust knowledge of IP Rotation, captcha solving, and browser simulati...

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    As a project holder, I'm seeking assistance to convert my data, currently held in 13 photographs of a spreadsheet, into a CSV formatted spreadsheet. Approximately, 430 rows and 12 or 13 columns are needed per sheet, involving both textual and numerical details. Ideal freelancer's capabilities: - Efficient use of OCR and AI for data conversion process - Experience with both numerical and textual data - Proficiency in formatting the data to CSV Overall, your expertise will save time and ensure accuracy in populating the CSV files from photos of spreadsheets. Your ability to promptly deliver a well-organized spreadsheet will be highly appreciated in this task.

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    Account...all the way up to the 3000 - i want to simply enter registration details such as name, email, address, phone number, password, number of accounts i want created, etc and the tool will do the rest and open/create accounts automatically with no further interaction needed except maybe verification of email of these accounts - It is essential that the tool has the capability to automatically verify captcha phrase or Im not a robot during the account creation process. - The ideal freelancer should have experience in developing similar tools and possess a strong understanding of online shopping/rewards platforms, automation of tasks, coding, account creation, script creation, and a complex knowledge and skillset for such automation creation processes according to my project de...

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    I'm seeking a skilled professional who specializes in web automation to automate the process of submitting personal details on various e-commerce platforms.

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    I am reaching out for experienced developers who can create a robust OCR (Optical Character Recognition) system. This system should intricately scan the front of three types of identification cards - Driver's license, Passport, and National ID card, and capture all the details. Key Requirements: - Deep Learning experience: The developer should have strong knowledge and experience in machine learning, more precisely on OCR technologies. Ideally should have worked on similar projects before. - Advanced Data Extraction: The system should effectively extract all information from the ID cards, but fundamentally the Name, Date of birth, and Address. - Front-side Scanning: The OCR system must read the front of the ID cards, where primarily the data are located. -...

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    ...need of a skillful Python and Machine Learning expert who can assist me with the development and training of an OCR system. The primary purpose of our OCR system is to extract text from images, with a particular focus on, but not limited to scanned documents, photographs of texts, and screenshots. Key Tasks involve: - Data preprocessing and cleaning: We need these tasks performed to maintain accuracy during the text extraction process. - Model development and training: Your role will involve the creation and training of a machine learning model that can accurately extract text from a variety of image types. - Performance evaluation and optimization: After developing the initial OCR System, I'll need you to regularly evaluate and enhance the system's ...

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    ...link, linking to actual Instagram posts, page footer, application links on Google, and... others. 8. The delivery price when the amount is 49,000 or less equals 5,000, or 50,000 or more equals 0, and it now works like this. It was previously added by one of the developers. 9. Install important add-ons 10. Activate the most important methods of protecting the site from hacking, such as captcha and... 11. Cleaning the site from any malicious programs that may be present as a result of previously using unofficial add-ons. It is preferable to delete the entire site to ensure 100% cleaning, but while preserving the current content of the same products that are currently present by keeping a backup copy of them or.... 12. How can I keep a copy of the emails of people re...

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    I am seeking a talented developer to create a highly accurate OCR script in python. This OCR must be capable of reading text from scanned PDF and Word files in multiple languages. Key Requirements: - Should read text from both scanned PDF and Word files - Capable of handling documents in multiple languages - Committed to ensuring high accuracy Ideal Skills and Experience: - Experience in OCR technologies - Proficient in software development - Multilingual processing expertise - Strong understanding of document formats (PDF, Word) - Proven track record of high accuracy work

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    Task Details: - I am in need of a detail-oriented freelancer for a part-time captcha typing job. - The amount of work to be done daily falls within the 1-2 hours bracket. - In this role, you will only handle numeric captchas. Ideal Applicant: - I am looking for someone with an intermediate level of experience in completing captcha tasks, proving their reliability and speed. - The ability to accurately enter information is essential. Please attach any previous related work in your proposal and ensure you have a solid understanding of captcha tasks. This project requires a keen eye for detail and swift fingers, and I look forward to working with the perfect candidate.

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    I require an experienced freelancer to work on a small AI project using Python, Django, React.js, and Js. The freelancer must have in-depth knowledge of Machine learning algorithms, Natural Language Processing, Django, and React.js. The total project budget is SGD 500. Please note the requirement is for OCR, Speech to text ..if you are not having experience do not apply Essential Skills: - Competence in Python for AI projects - Familiarity with Machine Learning and Natural Language Processing - Proficiency in Django for RESTful API Development and React.js Project Scope: - Implementing Natural Language Processing and Machine Learning algorithms with Python - Creating efficient RESTful API developmental strategies using Django - Enhancing the project with AI python deep learning m...

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    ...slot and book it. - Ensure that the software can handle different visa types and associated requirements. 4. User Profile Management: - Users should be able to manage their profiles, including personal information and passport details. 5. Notification System: - Implement a notification system to alert users about the status of their appointments, changes, or any additional requirements. 6. Captcha Handling: - Incorporate a mechanism to handle Captchas on the VFS Global website to prevent automated bot detection. 7. Booking Confirmation: - Provide users with a confirmation message and email upon successful booking. 8. Appointment Modification/Cancellation: - Allow users to modify or cancel their booked appointments. ### Non-Functional Requirements: 1. Scalability: - Ensure ...

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    I'm in need of a profici...d@ip:port format), the proxy should be loaded via a txt and it should rotate through all proxys inside the txt 6. I prefer the bot written in nodejs, so that I can run it on linux(debian) 7. Every thread should simulate an complete browser, every new thread should create an new browser 8. The Script should be optimized to reduce the proxy usage 9. You need a way to bypass cloudflare turnstile captcha challenge 10. The script needs ether capsolver/capmonster or 2captcha built in to solve recaptcha(I prefer capmonster or capsolver) 11. I provide Proxy, Capsolver/Capmonster/2captcha for testing purposes Payment after the bot has been tested if its working + if the toplist isn´t reseting the votes after 1200 votes.(they do resets if to many votes g...

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    ...slot and book it. - Ensure that the software can handle different visa types and associated requirements. 4. User Profile Management: - Users should be able to manage their profiles, including personal information and passport details. 5. Notification System: - Implement a notification system to alert users about the status of their appointments, changes, or any additional requirements. 6. Captcha Handling: - Incorporate a mechanism to handle Captchas on the VFS Global website to prevent automated bot detection. 7. Booking Confirmation: - Provide users with a confirmation message and email upon successful booking. 8. Appointment Modification/Cancellation: - Allow users to modify or cancel their booked appointments. ### Non-Functional Requirements: 1. Scalability: - Ensure ...

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    I'm looking for a capable freelancer with data entry and image processing skills. Here's what you'll be tasked with: - Convert image data from scanned documents into text data - Data to be entered is predominantly in image form from scanned documents - The converted image data should be in the format of a Word Document Ideal candidates should have experience with OCR (Optical Character Recognition) technology and should be adept at navigating Word Document formatting. Attention to detail is crucial to ensure the data is transferred accurately. Please provide examples of similar data entry projects you have completed.

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    I am looking for someone skillful in transforming printed documents into PDF format. These documents need to be retyped under the standard article format. The successful freelancer should have expertise in: - Copy typing from printed documents - PDF Format - Stan...skillful in transforming printed documents into PDF format. These documents need to be retyped under the standard article format. The successful freelancer should have expertise in: - Copy typing from printed documents - PDF Format - Standard article format Fast typing speed, high levels of accuracy, and attention to detail will be significant assets for this project. Familiarity with scanning or OCR software may also be advantageous but not mandatory. Please ensure the final output is free from spelling and formatti...

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