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    2,000 free ocr automation jobs fundet, i prisklassen EUR

    I'm in the design phase of an innovative automation project, and I'm looking for an expert industrial designer with a focus on BOM and design calculation and manufacturing drawings. The goal is to bring functionality and efficiency together through the meticulous selection of materials and sophisticated design. The concept is attached in the description. It is a paper plate production line, in which the mould of the plates are already available in the market, we have figured out the automation concept, need a detailed 3D for manufacturing. Check this -

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    I am in need of a proficient developer to create an automated system that will enable the GPT chatbot to provide preset t...an automated system that will enable the GPT chatbot to provide preset text responses to Facebook page comments. Key Features: - The system should automatically send responses that have been pre-set to Facebook page comments. - It should be advanced enough to automatically delete comments that are offensive or inappropriate. Ideal Skills and Experience: - Proven experience in Chat GPT and automation development - Proficiency in working with Facebook API for comment management - Sound understanding of content moderation technologies Approach this task with an open mind and propose the best ways to maintain positive engagement on the page while minimizing n...

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    ...of an experienced power automation expert. This workflow, which is fundamentally concerned with document management and approvals, isn't triggering appropriately. The project remit primarily includes: - Diagnosing the issue causing the disruption in the workflow triggering. - Implementing a suitable solution to restore the workflow's proper functionality. - Conducting a final run to ensure the issue has been entirely resolved. This task is estimated to take between 4-5 hours. However, the successful resolution of this problem may lead to future opportunities to work with my client. Please reach out to me privately to discuss this further. Ideal skills and experience: - Proficiency in Microsoft Power Automate. - Strong problem-solving abilities in power automatio...

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    I'm seeking a skilled freelancer to assist with my A-level coursework, which entails both a detailed report and the development of a web application. The focus of this project is to create a website with specific functionalities, and I require ...process. This project requires not just technical expertise but also creativity and strategic thinking to build a website that is both functional and user-friendly. I'm looking forward to working closely with a freelancer who can bring fresh ideas to the table and ensure the successful completion of this coursework project. REport ://

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    THIS IS NOT AN APP DEVELOPMENT, JUST CREATING AUTOMATION ON AN EXISTING APP. I would like to create an automation procedure on Samsung phone using EXISTING Automation app. I prefer using Automate, but I am open to any other app, whether its free or paid. The automation app should be able to Open an app make a selection lock selection open phone app punch in few numbers take screen shot Open another app wait a number of seconds take screen shot . . . . I will provide exact procedure with more details once a freelancer is selected.

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    I'm seeking an experienced Whatsapp automation and marketing expert to help expand my brand's reach and improve customer engagement. The ideal candidate should possess a blend of creative and technical skills to execute the following tasks effectively: - **Sending Bulk Messages:** Craft and distribute messages to a broad audience efficiently while maintaining a personal touch. - **Chatbot Management:** Develop, deploy, and manage intelligent chatbots to handle inquiries, provide information, and engage users 24/7. - **Analytics and Performance Tracking:** Utilize tools to monitor campaign effectiveness, user engagement, and conversion rates. Adjust strategies based on data-driven insights. - **Transactional Messages:** Implement systems to send timely order-related notifi...

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    ...the realm of computer vision, particularly with hands-on expertise in OCR (Optical Character Recognition), super resolution techniques, and broader image processing skills. This project aims to leverage these technologies for two main purposes: extracting text from various sources and significantly enhancing the quality of images. ### Key Project Goals: - **Image Quality Enhancement:** Employ super resolution technologies and other image processing methods to improve the clarity and overall quality of images. - **Output Format:** The final output format for the extracted text should be in plain text, ensuring simplicity and ease of use for further applications. ### Ideal Skills and Experience: - Proven track record with OCR technologies - Strong background in super resol...

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    I'm seeking a skilled Sharepoint and Power Automate mentor to teach me to automate critical aspects of our workflow, specifically focusing on data entry, report generation, and email notifications. This automation is aimed at enhancing efficiency and ensuring timely execution of tasks on a weekly and monthly basis. **Requirements:** - Automate the data entry process to minimize manual input and errors. - Generate reports from our databases, utilizing the data collected from automated data entry. These reports will be needed on a weekly and monthly basis. - Setup email notifications to inform stakeholders of report availability or any significant data updates, again on a weekly and monthly schedule. **Current Tools:** - Our team currently utilizes Microsoft Excel for data entr...

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    ...looking for a skilled freelancer to help retype the "Sellie Queen Story Book" from an image file format for its upcoming digital distribution as an eBook. This storybook holds a dear place in my portfolio, and I aspire to share it with a wider audience through various digital platforms. **Key Requirements:** - **Proficiency in Typing and OCR Tools**: The candidate should exhibit excellent typing skills and be adept at using Optical Character Recognition (OCR) tools to efficiently convert image files into editable text. - **Attention to Detail**: Despite the use of standard fonts and formatting, a keen eye for detail is essential to ensure the retyped content accurately reflects the original storybook, including punctuation, capitalization, and paragraph layou...

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    I'm in need of an experienced Excel expert to create a system to simplify data entry related to product codes using automation. Key tasks: - Develop an automated text generator for product code entry. - This system should be able to categorize and enter data accurately to prevent any entry errors. - Additionally, understanding of product categorization and coding essential. Desired skills and experience: - Proficient in Excel - Experience with automation - Knowledge of product coding - Strong attention to detail Overall, the goal is to streamline my workflow by automating the specific task, minimizing the chance for human error.

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    ...to bring it to life. My goal is to create a dynamic environment focused on technical advancements and automation, invigorating the classic Minecraft experience with intricate machinery and automation systems. Here's what I'm envisioning: - **Minecraft Version**: The server will be based on Minecraft version 1.12.2, ensuring compatibility with the desired mods and stability for all users. - **Custom Features**: While I am not entirely sure about all the custom features I want to implement, I'm open to suggestions. I'm looking for creative ideas that enhance the technical and automation aspects of the server. - **Server Focus**: The main focus will be on technical mechanisms and automation. This includes but is not limited to automated farm...

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    ...for an experienced Python developer to embark on a unique and exciting project tailored specifically for NataliaDev. This endeavor includes but is not limited to the development of Python-based solutions, with a flexible scope that could encompass data analysis, web scraping, automation, or even machine learning and AI capabilities depending on the project's direction. **Requirements:** - Profound knowledge in Python programming. - Experience in one or more of the following areas: data analysis, web scraping, automation, machine learning, and AI. - Ability to work independently and creatively to overcome challenges and implement solutions. **Ideal Skills and Experience:** - Strong analytical and problem-solving skills. - Experience with Python libraries and framewor...

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    I'm looking for a skilled freelancer to help me streamline a crucial part of my financial operations. I have multiple invoices stored in Excel files, which need to be accurately formatted into a pre-specified CSV file for ACH banking transactions. The CSV fields will include vendor name, invoice number, amount, routing information, vendor account details, and payment date. Key ...Flexibility to handle Excel files and convert them into the necessary CSV format, adhering to a strict template for banking transactions. This project is ideal for someone with a strong background in data processing, keen attention to detail, and experience in financial documentation and processes. Your contribution will significantly enhance our operational efficiency, ensuring timely and error-free...

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    I am looking for OCR expert that can turn handwriting into digital text. See attached picture. I need to still extract the non handwritten text in each row/column and combine it ultimately into a JSON object that has a field for the notes. Now I can talk to the customer about simplifying the sheets - so we know what sheets would have multiple entries for each row...and which sheet would have a notes section that would also have codes next to the numbers like "OF", "IF" you see in one of the pics

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    I am looking for a freelancer that can setup Google Hotels & Hotel free booking links for my projects

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    ...process to be designed and executed with the following requirements: - Data Entry: The primary task to automate is data entry. The automation process should drastically reduce manual effort and improve time efficiency. - Types of Data: The excel system should be capable of entering both text and numerical data automatically. Experience with diverse data entry is necessary. - Numerical Data Format: This project requires the automated numeric data entries to be made in the format of whole numbers. Fluency in working with different numerical formats, especially whole numbers, is essential. Ideal candidate should have excellent command over Excel, data entry, automation processes, and dealing with different numerical data formats, preferably whole numbers. Previous expe...

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    I'm looking for someone to write automation test scripts for my company website. This would be basic functionality like checking out as a customer , login in as customer, logging out as a customer, clicking through our site, add tools to the cart. So you will be writing test scripts I can use show different functions, buttons and links. The languages are Gherkin and python. I use Atom and sauce lab to run these scripts and record them. I need someone who is knowledgeable of Gherkin language. Having knowledge of Sauce Lab and Atom is great as well.

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    I'm in need of someone skilled in setting up Discord bots, with an expertise in moderation tools specifically. Your main focus will be to create custom commands and automation to enhance the user experience and overall functionality of our Discord server. Key responsibilities will include: - Devising and implementing an Auto-role system - Creating an Auto-remove role mechanism Successful candidates should have: - Past experience in creating moderate bots for Discord - The ability to complete this project within a month Those able to demonstrate an understanding of the requirements and a readiness to start as soon as possible will be given priority. I have over 100 giveaway roles in my DC server, I wanna manage it more effectively. For example, I want an a...

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    Description: We are seeking an experienced Python/Django Developer with a strong background in API integrations and OCR data processing for an ambitious project within our healthcare technology domain. This project aims to automate patient intake processes by integrating e-fax and Gmail APIs, extracting data from communications, and processing PDF intake forms into our database. Key Responsibilities: Integrate e-fax and Gmail APIs to automate the extraction of patient information. Process OCR data from scanned PDF documents to extract patient intake data. Import extracted data into our Django-based database efficiently. Develop these functionalities as either a separate microservice or an asynchronous Django task/job, ensuring seamless integration with our main application...

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    I'm in need of someone skilled in setting up Discord bots, with an expertise in moderation tools specifically. Your main focus will be to create custom commands and automation to enhance the user experience and overall functionality of our Discord server. Key responsibilities will include: - Devising and implementing an Auto-role system - Creating an Auto-remove role mechanism Successful candidates should have: - Past experience in creating moderate bots for Discord - The ability to complete this project within a month Those able to demonstrate an understanding of the requirements and a readiness to start as soon as possible will be given priority. I have over 100 giveaway roles in my DC server, I wanna manage it more effectively. For example, I want an auto-role bot t...

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    ...project aims to streamline my workflow, ensuring that updates in a Google Doc are instantly reflected in a linked Google Sheet, and vice versa. **Requirements:** - Develop an automation or script that can handle mixed content synchronization. - Ensure the solution updates content in real-time. - Minimize lag or delays in data transfer between the two platforms. - Secure handling of data to prevent unauthorized access. - Been able to edit the content text of each work description every time i need a new proposal **Ideal Skills and Experience:** - Proficiency in Google Apps Script or relevant automation tools. - Strong understanding of both Google Docs and Google Sheets API. - Experience with real-time data processing and synchronization projects. - Problem-s...

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    ...the very start of an innovative journey to bring an automation concept to life, specifically in machine design and automation. We have a customer that asked us to design and build a lifting device for an assembly line. They said we would need a PE to certify our design. All I need is a PE to review our concept and approve and sign off on it. **What I Need:** - Expertise in machine design and automation. - Ability to transform conceptual ideas into practical designs. - Knowledge in the latest automation technologies and mechanical engineering innovations. - Professional Engineer sign off and approval on design. - Must be a US citizen. **Skills and Experience Required:** - Strong background in mechanical engineering, particularly in automation and mach...

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    I am seeking an experienced freelancer to create a batch script capable of executing specific tasks, such as backups and updates, on remote servers running Windows. This script is pivotal for enhancing our operational efficiency and ensuring our data integrity ...and authentication using username and password. - Experience in automating system maintenance tasks (e.g., backups, software updates) across distributed systems. - Ability to implement secure scripting practices to protect sensitive login credentials. This project requires a freelancer who can deliver a reliable and secure script with a focus on automation efficiency and data security. If you have a proven track record in developing similar automation scripts and a keen attention to security details, I invite you to...

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    ...the very start of an innovative journey to bring an automation concept to life, specifically in machine design and automation. We have a customer that asked us to design and build a lifting device for an assembly line. They said we would need a PE to certify our design. All I need is a PE to review our concept and approve and sign off on it. **What I Need:** - Expertise in machine design and automation. - Ability to transform conceptual ideas into practical designs. - Knowledge in the latest automation technologies and mechanical engineering innovations. - Professional Engineer sign off and approval on design. - Must be a US citizen. **Skills and Experience Required:** - Strong background in mechanical engineering, particularly in automation and mach...

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    ...skilled poet to create an eight-line, free verse poem that conveys a feeling of inspiration and focuses on the theme of courage. There are no specific themes or images required - feel free to let your creativity guide you. this poem will be from one character to another in a fiction novel. In the book, this poem is written by a homeless man who witnessed immense bravery and courage of a young girl, 12 years old. She stopped a thief and risked her herself. the homeless man does not know about her anxiety, he just thinks she is a brave young girl. she suffers from severe anxiety so the poem is of immense significance to her which she keeps until an adult. Ideal Skills and Experience: - Experience in creative writing, specifically poetry - Ability to write in free...

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    Automation testing project work on hourly basis.

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    ...knowledge of Ansible for automation. - Experienced with Debian server management. - Familiarity with Let's Encrypt SSL certificate renewal process. - Ability to implement an efficient email notification system. **Ideal Skills:** - Proficiency in Linux/Unix administration, especially Debian. - Strong background in security protocols, specifically SSL/TLS. - Experience with scripting and automation tools, with a focus on Ansible. - Good understanding of email systems for automated notifications. **Objectives:** - Automate the SSL certificate renewal process using Ansible. - Ensure minimal to no downtime during the renewal process. - Set up an email notification post successful renewals. This project requires someone who can not only implement the necessary autom...

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    ...each of our company's proposals to clients is created one-off and custom within Adobe Illustrator. However, many of the components are common/the same, and we hope to automate a way via a front-end UX/UI (we guess tied to a database?) to be able to build the proposal via a series of checkboxes, drop-down lists, textbox, and buttons to upload images. Then have the automation tool generate the resulting PDF proposal. The automation/system will also may need to store the creative? We do not know... We already have a proposal template. And we have all the creative that goes into the various areas of the template based upon the specific scenario. We just hope to automate, so our graphic designer does not have to create each of our proposals. If you believe you can help ...

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    I am seeking an expert who can help me navigate the process of setting up an LLC in tax-free states in the USA, specifically aimed at non-residents who plan to operate the business remotely. This endeavor needs a professional with a deep understanding of the legal and tax implications across different states, particularly Wyoming, Nevada, and Delaware, which are my top choices due to their beneficial tax laws for business entities. **Key Requirements:** - Profound knowledge of US tax laws and regulations concerning non-residents. - Experienced in setting up LLCs for remote operation. - Familiarity with the business environments and specific Budget didn't know yet.

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    I'm in need of a skilled freelancer to enhance the audio quality of a podcast project that currently suffers from issues with echo. The objective is to achieve a clean, professional sound that is suitable for distribution on various online streaming platforms. Key Requirements: - **Echo Removal**: Eliminate the echo without compromising the clarity of the voices. - **Audio Format**: Convert the improved audio into an MP3 format, ensuring it retains high quality. - **Optimization for Streaming**: Adjust the final product for optimal performance on streaming services, focusing on clear and engaging audio for listeners.

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    ...mobile app developer to hack my Candy Crush on Android. This special modification should enable two primary features: unlocking all game levels and facilitating free in-game purchases. The timeline is tight, and I need it done within a week. **Key Requirements:** - Expertise in Android app development and modification. - Previous experience with game hacks or similar projects. - Ability to work swiftly and efficiently, completing the project in under a week. - Strong understanding of Candy Crush game mechanics is a plus. **Project Deliverables:** - A reliable hack that unlocks all levels in Candy Crush for Android. - Enable free in-game purchases without affecting game performance or stability. - Ensure the solution is discreet and minimizes the risk of detection. - P...

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    ...and data entry. - Expert-level skills in PDF editors and Microsoft Word or equivalent. - Ability to replicate the exact formatting of the original PDF document, including font styles, margins, alignment, and spacing. - A keen eye for detail to ensure no errors or discrepancies are introduced. **Preferred Skills:** - Experience in handling PDF documents, especially those that are not editable or OCR friendly. - Familiarity with formatting tools and techniques to maintain the original look of the document. - Good communication skills to clarify any uncertainties regarding the document format or content. The project timeline is critical, so ability to deliver quality work efficiently will be a key consideration. If you have the skills and experience mentioned above and are committ...

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    ...efficiency. My main goal is to level up my lead generation strategies, specifically by enhancing the automation and workflow efficiency of the email marketing efforts currently managed on a single platform. **What I Need:** - A comprehensive analysis and improvement plan for lead generation strategies. - Expertise in optimizing email marketing campaigns, with a strong focus on automation and increasing workflow efficiency. - Suggestions for integrating advanced features to streamline processes and make email campaigns more effective. **Ideal Skills and Experience:** - Proven experience with , particularly in improving lead generation and optimizing email marketing automation. - Strong background in email marketing, with exceptional skills in managing campaigns o...

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    As a newcomer to the dynamic world of Euro-USD trading, my ultimate goal is to dive deep into the financial markets and emerge with profit...automate and streamline the trading process. **Ideal Skills and Experience:** - Extensive experience in forex trading, with a successful track record in day trading. - Strong analytical skills with the ability to teach complex concepts in a digestible manner. - Experience in coaching or teaching beginners, with patience and clear communication. - Knowledge of trading software, algorithms, and automation tools that benefit day traders. I'm eager to absorb as much knowledge as possible, apply it practically, and begin my journey toward financial success. Join me in this exciting venture and let's turn my beginner status into a profit...

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    ...programmer who can help automate a specific task related to building calculations. This project is crucial for my job, and I need someone who can deliver efficient and reliable automation solutions. **Ideal Skills and Experience:** - Proficiency in Python programming - Experience with automation scripts - Capability in mathematical modeling or calculations - Familiarity with architectural or building concepts is a plus, but not required - **Project Requirements:** - Develop a Python script to automate calculation processes for a building. - Ensure the script is scalable and maintainable for future adjustments. - The automation will involve routine mathematical calculations, ensuring accuracy is paramount. - Documentation of the code and the process involved for ea...

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    ...letter. This automation is crucial for improving the efficiency of my daily communications. **Key Requirements:** - Automatically insert the salutation "To whom it may concern" at the beginning of each letter. - The current date must be added in the format MM/DD/YYYY. - The recipient's name should be automatically populated in the designated area. **Ideal Skills and Experience:** - Proficiency in programming languages suitable for automation tasks (e.g., Python). - Experience with document creation and manipulation software or libraries. - Understanding of user input methods for recipient names to ensure smooth integration. - Attention to detail to ensure the automatic population of fields is error-free. This project requires a freelancer with a...

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    I'm looking to automate and streamline my work processes using Google Apps Script. Impro...specific needs - Regularly maintain existing scripts to ensure smooth operation - Leverage the capabilities of Google Apps Script to automate complex workflows - Customize Google Sheets templates for client use Integration with Google Sheets is a must for this project, as much of the work will involve manipulating and presenting data. Your experience in developing Google Apps Scripts for workflow automation, data processing, and interface customization are key to successfully deliver this project. I am looking for a long-term business relationship; I don't change once I'm happy. You'll get a good partner, not a "bossy" guy, that will tag you in Asana and defin...

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    ...business operations through process automation. My main objective is to enhance efficiency, reduce manual tasks, and ensure workflows are seamlessly automated, leading to a smoother business process. Ideal Skills and Experience: - Proficiency in Zoho Creator with a strong portfolio of custom applications. - Experience in automating business processes within Zoho Creator. - Knowledge in integrating Zoho Creator with other Zoho applications, especially CRM and Books, is a plus. - Strong understanding of data management principles, ensuring secure yet accessible data storage. - Ability to communicate effectively to understand requirements and provide updates. Specific Requirements: - Develop a custom Zoho Creator application focused on process automation. - The application ...

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    ...developer to create a CRM system tailored to our specific needs. Our team is set to grow, and we require a system that supports Windows and caters to 11-50 users efficiently. We are looking for a blend of functionality that includes customer data management, sales automation, and integrated marketing tools to streamline our operations and boost productivity. The ideal candidate should have a robust background in: - Developing CRM systems compatible with Windows. - Integrating functionalities such as customer data management, sales automation, and marketing tools. - Creating scalable solutions that can comfortably support a team size of 11-50 users without compromising on performance or speed. Skills and experience in software development, particularly with CRM platforms,...

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    I am in need of a proficient d...hit scrapping with the following specifications: - Data Collection: The script must be able to systematically collect and organize data. - Survey Automation: Additionally, it should have the capability to automate surveys. - Task Scheduling: This feature would ensure that tasks are scheduled and executed effectively. The Mturk HIT scraping should be precise in extracting the following information: - HIT Title - Requester Name - Reward Amount The script must be programmed to accomplish these tasks frequently, specifically every hour. Ideal skills and experiences for this project would include: - Proven experience in scripting and automation - Knowledge of Mturk platform and its operations - Excellent attention to detail to ensure accurate...

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    ...PACKAGE. We are seeking a Python/Django Developer with expertise in Artificial Intelligence (AI) to enhance our electronic medical records (EMR) system. The role involves integrating AI-driven functionalities to automate processes and improve efficiency, demanding full commitment and focus for successful execution. - Strong Python Django skills with experience in creating applications for automation tasks. - High proficiency in database integration and capabilities of handling dynamic forms within the Django framework. - While no specific user authentication functionality is required as of now, an ability to create robust, secure, and scalable applications is a must to meet potential future needs. An ideal candidate will possess a keen understanding of backend development and...

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    ...with document management. Enhance document security and compliance. 3. Functional Requirements Document Ingestion: Support various document formats (e.g., PDF, Word, Excel, image). Automatic document import from various sources (e.g., email, scanner, file systems). Manual document upload with metadata tagging. Document Processing: Automatic text extraction using Optical Character Recognition (OCR). Content analysis and keyword identification using Natural Language Processing (NLP). Document classification and categorization based on content and metadata. Document Storage: Secure document storage with access control and audit trails. Version control to manage revisions and track changes. Searchable document repository with full-text indexing. Document Search: Advanced search fun...

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    I have a recurring task of upscaling images on my Macbook, and I'm interested in automating this process. The images to be upscaled might be in different formats, su...images on the website and then downloading them again. - Image Quality: Consideration of the image quality is crucial. The upscaled images should maintain their original quality. What to include in your bid? - Past Work: Please include examples of similar projects you've completed, specifically those relating to automation. Ideal candidate skill-set and experience: - Familiarity with Mac OS - Prior experience in working with image processing - Strong background in automation processes - Experience in scripting, particularly on Mac. Your task will help me save time and improve efficiency. I look...

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    I am looking for a skilled freelancer who can create professional advertise videos with an English voice-over for my Magic OCR Google Chrome Extension. The project requires the following: - Video length: The videos should be between 30 seconds to 1 minute in duration. (need 2 video) - Voice-over tone: The desired tone for the voice-over should be informal. - Script: While I have a rough idea for the script, I would like the freelancer to create a specific script based on my idea. Ideal skills and experience for this job include: - Proficiency in video editing software and techniques. - Experience in creating engaging and professional advertise videos. - Excellent command of the English language, specifically in voice-over narration. - Creativity and the ability to translate rough...

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    ...automatic calculations or updates based on certain inputs. - A dedicated area for recording usernames and passwords related to each employee. While advanced security measures are not currently necessary, the information should be organized and easy to access by the owner. Ideal Skills and Experience: - Proficiency in Microsoft Excel, including experience with VBA (Visual Basic for Applications) for automation and custom function creation. - Ability to implement basic security or encryption measures for sensitive information. - Experience with data management and spreadsheet organization, ensuring ease of use for a non-technical owner. - Creative problem-solving skills, particularly in designing a user-friendly interface within Excel for managing varying types of data (contact in...

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    I'm on the lookout for an a...ready to take on the challenge managing a full marketing process, solution and delivery HI, I am looking for a mailwizz / email marketing expert to join my team for ongoing projects. I have a mailwizz server set up and running already and want to start utilising in for 3 companies (all separate campaigns) Run mailwizz campaigns Clean and filter data Use hubspot as the crm data source Set up automation (automated emails to be sent several times per year to existing and lapsed clients) Help with all admin, smtp, making sure no blacklists, drip feeding etc Basically, I need someone who can take control of this and run it. It would be a bonus if you can also do the templates write marketing material and assist in those departments but this is...

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    I'm seeking a skilled freelancer who can de...continuous integration and deployment. - Knowledge in scripting languages used in deployment processes. - Strong problem-solving skills and ability to debug pipeline issues. **Ideal Skills and Experience:** - Prior experience in creating and managing CI/CD pipelines for Azure. - Experience with Databricks and its functionalities. - Proficient in using Azure DevOps Services. - Expert in scripting and automation tools. - Strong communication skills to ensure clear documentation of the setup process. This project will require a freelancer who can not only implement the technical requirements but also guide our team through the utilization of the CI/CD pipeline, ensuring that we're able to manage and update it with minimal assist...

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