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    ...my mathematical programming model. The model is an integer linear programming model written using Python and Gurobi. Currently, the code is not able to work, particularly when it is trying to output results. I am facing some error messages, the code actually has 2 excel files to retrieve the data from, the first one is data file (Demand, Capacity, etc), the other file is the distance matrix.. Key Details: - Issue: The code freezes during result output stage - Error messages: yes - If the Result doesn't come in (Optimum travel time and the Decision Variable results) I wouldn't accept it!!!! I am looking for a freelancer with the following skills and abilities: - Experienced in Python programming, specifically, debugging compl...

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    As a client seeking to enhance my blogging platform, I'm looking for a seasoned Python developer with deep expertise in machine learning to create an automated content generation system. The main focus will be on generating product descriptions seamlessly, ensuring high quality and relevance. Key Requirements: - Proficiency in Python programming language - Proven experience in developing machine learning models - Strong knowledge of natural language processing (NLP) and text generation - Prior experience with content generation and blogging platforms is highly desirable The ideal candidate should have a solid understanding of the blogging environment and the ability to implement and optimize complex machine learning algorithms. It's important that t...

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    ...Python programmer who excels in mathematical analysis within Python. This project will be undertaken on the Jupyter Notebook platform. You will be tasked with a critical project focusing on arc diagrams, namely: - Analysis, debugging, and explanation of code related to these diagrams. - Performing both theoretical and mathematical algorithmic analysis on arc diagrams - Writing and implementing code that's capable of counting specific types of arc diagrams - Modification of arc diagrams which are tied down by specific constraints My project requires a seasoned expert with: - Experience and fluency in Python programming. - Strong background in mathematical analysis, and able to demonstrate this in the Python language - Proven track record or simi...

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    ...project entails: - Data Analysis: Proficiency in sorting, filtering, and performing advanced data analysis within Excel is a must. - Process Automation: I'm looking to automate several manual processes using Excel. This would involve creating macros, custom formulas, and potentially VBA coding. - Template Creation & Modification: You should be able to both create new Excel templates and modify existing ones for the specific purposes of data analysis and automation. Skills and Experience: - Proficient in Excel: You should be well-versed with Excel's data analysis features and have experience in process automation. - VBA & Macro Skills: Proficiency in VBA programming and creating Macros in Excel is essential. - Te...

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    ...project entails: - Data Analysis: Proficiency in sorting, filtering, and performing advanced data analysis within Excel is a must. - Process Automation: I'm looking to automate several manual processes using Excel. This would involve creating macros, custom formulas, and potentially VBA coding. - Template Creation & Modification: You should be able to both create new Excel templates and modify existing ones for the specific purposes of data analysis and automation. Skills and Experience: - Proficient in Excel: You should be well-versed with Excel's data analysis features and have experience in process automation. - VBA & Macro Skills: Proficiency in VBA programming and creating Macros in Excel is essential. - Te...

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    Looking for an experienced Python developer who can create a script to be embedded within an HTML page and deployed on Google Cloud Platform (GCP). ...deployed on Google Cloud Platform (GCP). The script should: - Be capable of real-time data processing. - Fetch data directly from a webpage. Ideal skills and experience needed for this role: - Extensive Python programming background. - Experience working with real-time data. - Familiarity with extracting data from webpages. - A solid understanding of Google Cloud Platform for deployment. - HTML integration knowledge. This task requires a developer who is savvy with Python's data processing abilities and adaptability in real-world, real-time scenarios. Ready to take the challenge? We're willing to offer a...

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    I'm in need of a professional to develop an advanced radio modeling mesh radio system, specifically for long-distance drone corridors. Key requirements include: - Long-range communication: The radios must have the capability to cover immense distances as the project involves a linear corridor of up to 300 km. - Mesh networking capability: The system should not be reliant on a single node and should be able to facilitate data transmission through multiple intermediate nodes. - Radios have already been identified. Need a radio signal propagation map to show signal strengths along corridor Ideal freelancers for this role should possess comprehensive knowledge and practical experience in developing radio systems, programming for mesh networks, and understandin...

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    ...design The project consist in the design of a CM4 carrier board whit specific requirements. All connections with ended with JST connectors, (except the antenna of the AIS, to be decided). The original idea is starting from a existing CM4 carrier board ‘open source’, and modify it to add/remove elements, also ‘open source’. Most of the requirements can be found in any CM4 carrier board available with a public license, for exampe CMIO from raspberry pi. Description of the elements, interfaces and other requirements follows • Maximum board size 100mmx200mm aprox. • Power souce 12v, protected and converted to other DC (present in CMIO) • USB-C with mini USB conector for programming (present in CMIO) ...

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    I'm in need of an experienced Excel programmer to create a customized program for data analysis. The primary purpose of the program is to assist in data analysis. Thus, it should help in organizing and interpreting large sets of data. The program will need to handle data from two main sources: - Text files (CSV, TXT) - Manual input The ideal freelancer for this job should have a strong background in Excel programming and data analysis, with specific experience in handling various data types and creating efficient, user-friendly Excel programs. Key Skills: - Proficient in Excel programming - Skilled in data analysis - Experience working with text files and manual input - Ability to create user-friend...

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    I'm currently facing an issue with a specific function within my PHP project. Specifically, the function in question is not working as expected, and requires immediate troubleshooting and fixing. Key requirements: - The issue must be resolved within 24 hours. This is critical. - The PHP environment is a local server, so the troubleshooting and fixing must be done in this specific context. Ideal skills and experience: - Proficient in PHP programming with a strong understanding of functions. - Experience in troubleshooting PHP code, ideally in a local server environment. - Ability to work quickly and efficiently under time constraints.

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    ...Twitter automation system using Zapier. No programming needed. The focus is on the following features: - Automating the posting of tweets: I want to create a schedule for posting tweets on my Twitter account. The content will be provided by me, but I need the system to handle the timing and frequency of posting. - Retweeting selected content: I want to automatically retweet specific tweets from my list of followed accounts. This will be based on either specific keywords or hashtags that I'll define. The system should be triggered by new tweets from the accounts I follow, and then selectively retweet them based on the content. The keywords for retweeting should be customizable and easy to adjust. The ideal candidate for this project should be experienced in social...

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    python tutor -- 2 4 days left
    VERIFIED

    Python Tutor Needed for Beginner Level Skills and Experience: - Expertise in Python programming language - Strong understanding of syntax and basics of Python - Ability to explain complex concepts in a simple and understandable manner - Experience in teaching or tutoring Python to beginners Project Requirements: - Seeking a Python tutor to assist with improving my understanding of syntax and basics of Python - Looking for someone who can provide 1-2 hours of tutoring per week - The tutor should have the ability to break down complex concepts and explain them in a clear and concise manner - The focus will be on improving my understanding and ability to write Python code correctly If you have experience in teaching Python to beginners and h...

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    Need developer to help in small task, Required skills Flutter Bug fixing Knowledge and skills related to app Android app understanding Good communication skills

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    I'm in search of a professional freelancer to perform specific customizations on my OTT project that I've purchased from Codecanyon. The project name is PlayLab - On Demand Movie Streaming Platform. The tasks at hand are as follows: • User Interface Design: Your expertise in UI design will be crucial as we're aiming for a layout reorganization. This involves a precise reorder of menu items and adjusting the placement of video content, all to enhance user experience and engagement. • Custom Features and Functionalities: I'll need you to dig deep into the platform's code to tailor it per my requirement. Be ready for some data manipulation and feature enhancement tasks. Your portfolio with prior projects involving OTT platforms and d...

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    I'm seeking an experienced developer capable of creating a Telegram bot that exclusively supports the Ethereum cryptocurrency. The bot should be able to execute and log user commands regarding their Ethereum holdings. Essential features inclu...holdings. Essential features include: - Checking balances - Sending Ethereum - Receiving Ethereum Additionally, I need a Php admin dashboard that includes: - Robust user management capabilities - Detailed transaction logs - Sending message to bot users - Interaction with specific users through admin Ideal candidates will have extensive experience working with Ethereum, Telegram bots, and Php programming. Knowledge of cryptocurrency transaction procedures is also indispensable. Preferably, your portfolio should include similar proje...

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    ...need support in applying the Jdime merge tool to resolve merge conflicts in my Java code. The ideal freelancer would have: - Proficiency in Java programming language - Hands-on experience with Jdime - Ability to quickly resolve merge conflicts in Java code I am looking for a smooth and automated merging process, which ultimately eradicates coding discrepancies. Proper communication and coding knowledge are necessary in order to effectively address and solve these types of conflicts. Note: I have written Java code. This code uses (the Jdime tool) to merge two versions and then report the results. If Jaime successfully combines these two versions, however When we executed the code, it showed that all the conflicts that we provided a...

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    ...and experienced Freelancer to assist us in finalizing the theme of our website developed using the Prime module on the "Odoo 16 entreprise" platform. We are seeking someone with a strong experience both from a functional and technical standpoint, capable of understanding and optimizing the existing architecture while providing creative solutions. Responsibilities: Deep understanding of the existing architecture and code. Finalization of the website theme using the Prime module. Optimization of the theme and Odoo configuration for an optimal user experience. Close collaboration with our team to understand specific needs and provide tailored solutions. Requirements: Proven experience in web development with Odoo, particularly with the Prime module. Maste...

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    Hi Programming Arena, I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    Hi Programming Arena, I noticed your profile and would like to offer you my project. We can discuss any details over chat.

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    I am seeking an UK based experienced Golang Developer to build a robust and secure Go program that manages updates for another Go executable. This project requires creating a system that monitors GitHub to automate the process of updating, running, and, if necessary, rolling back an executable in a restricted Linux environment. Responsibilities: Develop a program that checks for new versions of an executable stored on GitHub and updates the running executable accordingly. Implement functionality to run the updated executable and perform startup tests to ensure its stability. Design a rollback mechanism to revert to the previous stable version if the new version fails at startup. Incorporate signature verification for each new executable to maintain security and authenti...

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    ...the programming of a Graphic User Interface (GUI) for the product. As I don't have the required software tools yet, I am open to suggestions on which ones are best employed for this task. Furthermore, I need the system design to be supported on multiple platforms, including mobile and tablet. I need the system design to be able to make screenprints of the product. Im thinking a wordpress with facebook knowledge is what I need for programming. But I need to make it understandable for programmers. First I need to make my concept understandable visual. I explain and they make it visible...no confusion for programmers This is a website that connects with Facebook where people can track the debts they owe to other people, sending facebook notifications. I need some...

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    ...Python programmer who excels in mathematical analysis within Python. This project will be undertaken on the Jupyter Notebook platform. You will be tasked with a critical project focusing on arc diagrams, namely: - Analysis, debugging, and explanation of code related to these diagrams. - Performing both theoretical and mathematical algorithmic analysis on arc diagrams - Writing and implementing code that's capable of counting specific types of arc diagrams - Modification of arc diagrams which are tied down by specific constraints My project requires a seasoned expert with: - Experience and fluency in Python programming. - Strong background in mathematical analysis, and able to demonstrate this in the Python language - Proven track record or simi...

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    ...cryptocurrency assets BTCUSDT ETHUSDT XRPUSDT Connect my Binance account to this chart and explain to me in a video how it all works. Back testing of 1 week required. Payment released after 1 weeks of real time trading only Price of project: $75 Deadline: 1 day Please do not bid if you do not agree with price or deadline or milestone condition. Skills and Experience: - Solid understanding and experience with Binance API and bot creation. - Expertise in algorithmic trading, particularly as it applies to cryptocurrencies. - Proficiency in programming languages such as Python or Java. - Knowledge of Chandelier Exit and Zero Lag LSMA indicators is mandatory. Please ensure to provide proof of past experience in bot creation and cryptocurrency ...

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    I'm seeking an experienced C# developer proficient in .NET with modbus protocol to integrate a commercial security device within our system. You will work on: - Establishing a connection with security device through modbus protocol - Integrating real-time monitoring feature to the system - Handling sensor data in real-time monitoring The ideal freelancer for this project should have a robust background in C# programming, .NET framework and Modbus protocol. Previous experience in device integration for commercial security systems would be a plus. If you have a knack for problem-solving, attention to detail and are comfortable with handling sensor data, you're just who I'm looking for! Let's enhance our system's security to...

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    I'm in need of a skilled Arduino coder to create a custom code for me. My project primarily involves generating variable frequency range FSK sine wave output. Key Requirements: - Develop code specifically for Arduino R4 board + SD card module - Generate sine waves of different frequencies - Different frequencies - 10,000 different frequencies (integers) - eg: txt file (100,200,300,400,500.................n integers) Frequencies list are stored in a SD card CSV or txt format Arduino new R4 boards has built-in DAC for sine wave generation with ready made library as follows: Code for wave generation --->>> analogWave wave(DAC); int freq = 10; // in hertz, change accordingly void ...

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    ...Requirements: - MacBook with M1 Chip or higher - Basic knowledge or experience with the Run Diffusion / Stable Diffusion program (experience is advantageous but not mandatory) - Proficiency in utilizing ComfyUI, AutoForge1111, and FaceSwap for image editing tasks - Good programming skills and proficiency in handling computer systems - Analytical thinking and problem-solving abilities - Teamwork and communication skills We offer: - Flexible part-time working hours - The opportunity to gain experience in an interesting and innovative field - A dynamic and motivated team that values collaboration If you are interested in this position and would like to join our team, please send your resume and a brief cover letter to usWe look forward t...

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    We're seeking an individual who can help develop a BLDC motor circuit (with IR / RF) also capable of reverse engineering and conducting comprehensive...comprehensive analyses of each component and functionality, and redesigning them to improve performance and efficiency, someone who can design a working PoC and demonstrate their mastery of the redesigned circuit. - Multi-layer PCB Design - Reverse Engineering - Extensive knowledge of Digital Electronics - Experience working with brushless motors. - Firmware development/coding skills (c, c++, assembly or similar skills) - working knowledge of multiple ICs Once the project is completed, along with the BOM file and GARBER file, the PoC project also has to be submitted. IMP: Freelancers must sign an NDA before beginning t...

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    I'm developing a heart disease prediction system with the frontend part already ...now require a Machine Learning expert to integrate a predictive model into the backend. Since the programming languages for frontend and backend were not specified, please be familiar with popular ones such as Python, JavaScript, and PHP. Key responsibilities will include: - Developing a Machine learning model to predict heart disease using symptoms and risk factors - Integrating the model with the existing backend Ideal applicants should: - Have experience in Machine Learning and backend development - Be familiar with healthcare datasets - Be comfortable working with symptoms and risk factors to predict heart diseases Please include your past experiences and detailed project proposal...

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    I am in need of a Python programmer who is proficient in mathematical analysis and can write codes specifically for arcs. The project will be carried out on Jupyter Notebook platform. Key Requirements: - Proficiency in Python programming - Strong background in mathematical analysis - Experience writing codes for arcs Ideal Skills: - Python - Jupyter Notebook - Mathematical analysis - Arc coding Your role will be to analyze data in the context of arcs, and write corresponding Python codes, making sure that all work is done accurately and efficiently. The successful completion of this project will require not only a high level of technical skill, but also attention to detail, and the ability to communicate effectively about your process. A...

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    ...experienced developer to create a robust loans management system that caters to three types of users: administrators, loan officers, and customers. Key skills and experience necessary for this complex project includes programming, software development, finance, and a strong understanding of loans systems. The ideal loans management system must include: • Loan Application Tracking: Ability to record and track the status of loan applications. • Loan Approval Process: A systematic method of validating and approving or denying loan applications. • Loan Disbursement Tracking: Functionality that records and monitors the distribution of approved loans. In terms of user roles, the system must seamlessly cater for three types: • Administrators: Thi...

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    details as in "pair programming / code walkthrough" description

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    ...project entails: - Data Analysis: Proficiency in sorting, filtering, and performing advanced data analysis within Excel is a must. - Process Automation: I'm looking to automate several manual processes using Excel. This would involve creating macros, custom formulas, and potentially VBA coding. - Template Creation & Modification: You should be able to both create new Excel templates and modify existing ones for the specific purposes of data analysis and automation. Skills and Experience: - Proficient in Excel: You should be well-versed with Excel's data analysis features and have experience in process automation. - VBA & Macro Skills: Proficiency in VBA programming and creating Macros in Excel is essential. - Te...

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    I'm seeking a NodeMCU expert to assist me in building a system for monitoring water pH. This system will involve retrieving data from a NodeMCU and storing it on Firebase. Key Project Details: - Retrieve Water pH: The primary goal of this project is to measure and store the water pH value. - Rough Estimate: I only need a rough estimate of the water pH level. High precision is not required. - Firebase Storage: The data collected should be stored on a Firebase database. Ideal Candidate Skills: - Proficiency in NodeMCU programming. - Experience with data transmission to Firebase. - Previous work with pH sensors is a plus. Upon completion, I would like to be able to monitor the water pH in real-time via a dashboard linked to Firebase. The dashboard s...

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    ...using Odoo. We offer an opportunity for hands-on practice as well as insights into developing ERP software. We are currently in need of motivated freshers and interns to assist in developing ERP services. This focuses on Inventory management, Financial accounting and Human resources management and many more modules. Ideal candidates should have the tenacity to learn, innovate, and work well in a team setting. Key Responsibilities: Familiarity with Python programming language is advantageous. • Basic understanding of web development technologies such as HTML, CSS, and JavaScript. • Strong knowledge on postgreSQL DBMS • Strong analytical and problem-solving skills. • Excellent communication and teamwork abilities. Those who can d...

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    As a client, I'm in need of a skilled programmer who can develop an engaging interactive game for an upcoming event. Key Responsibilities: - Develop a fun, interactive game suitable for a web-based platform - Ensure the game is engaging and interactive for our event participants Ideal Skills and Experience: - Proficient in web-based game development - Experience in creating interactive games - Understanding of event-based game requirements Please note that while proficiency in specific languages was not specified, a strong background in programming and game development is essential for this project. Looking forward to your bids.

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    ...should have experience in developing mobile applications, knowledge of the medical industry, and proficiency in programming languages such as JavaScript, HTML, and CSS. Responsibilities: - Collaborate with the team to gather requirements and design the application architecture - Develop and implement front-end components using modern frameworks like React Native - Build and maintain APIs and databases for seamless data flow - Ensure the application is responsive and compatible with various devices and platforms - Conduct thorough testing and debugging to ensure high-quality and bug-free code Requirements: - Proven experience as a full stack developer - Familiarity with mobile application development, particularly in the medical industry - Strong programm...

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    I'm in immediate need of an Oracle developer. My requirements are specific: Skills and Experience: * Proficient in Database Management * Expert in SQL programming * Experienced in PL/SQL development Project Scope: * Design and implement a new database * Optimize and tune an existing database * Capable of writing complex SQL queries Please note the project must be completed as soon as possible. So, only apply if you're ready to take on the task immediately.

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    I'm in immediate need of an Oracle developer. My requirements are specific: Skills and Experience: * Proficient in Database Management * Expert in SQL programming * Experienced in PL/SQL development Project Scope: * Design and implement a new database * Optimize and tune an existing database * Capable of writing complex SQL queries Please note the project must be completed as soon as possible. So, only apply if you're ready to take on the task immediately.

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    ...secure login and register system using fingerprint data stored in a MySQL database. The system must ensure seamless user experience, while maintaining strong security measures to protect sensitive data. Key Features: - Implementation of a biometric device for fingerprint data collection - Two-factor authentication to enhance the system's security - Support for multiple user roles with distinct permissions Ideal Skills and Experience: - Proficient in PHP programming language - Experience in MySQL database management - Strong understanding of data security principles and practices - Prior experience in implementing biometric systems would be advantageous - Excellent problem-solving and communication skills If you're confident ...

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    I'm looking for an expert in R programming to help me with my project. I need assistance in data analysis, statistical modeling, and data visualization. Key Requirements: - Experience in data analysis, statistical modeling, and data visualization using R. - Proficiency in managing small datasets (less than 1,000 rows). - Ability to deliver the results in a written report format. Ideal Skills: - Strong background in statistics and data analysis. - Previous experience with R programming. - Excellent communication skills. It's crucial for me to have someone who can not only handle the technical aspects of this project but also communicate the results effectively in a written report.

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    ...up and design my website, , as a platform for freelancers. Freelancer Platform Setup and Design similar to Adsy Key Features: - User Registration & Profiles: Users should be able to easily create accounts and set up profiles to showcase their services. Design Style: The vision for the user interface design style is modern and minimalist. It should be sleek, user-friendly, and intuitive for both freelancers and customers. Ideal Skills: - Web Development: Proficiency in web development languages and platforms, specifically for setting up user registration and profile systems. - UI/UX Design: An eye for clean, modern design that enhances user experience. - Platform Development: Experience in creating and customizing platforms for freelancers i...

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    ...extracted layer data into valid JSON format. - Each layer should be represented as a JSON object containing relevant information. - Output Delivery: - The JSON-formatted data should be made available for download or displayed to the user directly within the interface. - Error Handling: - The software should handle errors gracefully, providing meaningful error messages to the user in case of file upload failure or data extraction issues. 4. *Non-functional Requirements:* - Performance: - The software should process DWG files efficiently, minimizing processing time and resource consumption. - Scalability: - The system should be scalable to handle a large number of concurrent file uploads and processing requests. - Compatibility: - ...

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    I am in need of a freelancer who can calculate the geographic distances between two company headquarters, a total of 1518 dyads. The headquarter location data I possessed were sourced from Crunchbase. Most companies are located in the US but not all. For most companies I have postal code data but for some I only have data on street address or even region / country. This project will mainly require the use of the headquarters' postal codes to compute the geographic distances. Accuracy is of utmost importance. I am looking for someone with excellent attention to detail, as well as experience in computing geographic distances. Specifics of what I need: - Use postal codes of each pair of companies' headquarters to compute the distance - Distance should ...

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    ...business. You don't have to talk about prices or updates that they may need in their website or details. After they understand the value of a website you give them our email and you take theirs. Also you are required to make an excel list with businesses you called and if they accepted or not Tip: If you don't know a way to find businesses you can go to Google maps and search for small businesses around you. Sometimes if you click on them they have their website link. If they don't, it means they don't own a website so you can cold call them and introduce our service. We sell each website 850-1250$ and we can make every kind of website. If you need a dialer, you have to make 1 sale so we can trust you and invest in you Benefits: You get paid with c...

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    ... I offers IT services such as app development, game development, web development and graphics design. I hired many freelancer in US and other side I have many clients in US too. Kind of middle man type work. Now I have many clients in US and many freelancer who work for me in US on IT project such as app/ game/ web development and graphics design. Your work. Client share some money to your account. You have to pay this money to my freelancer. You must capable to handle the transaction. Only comfortable in bank transfer. Your share is 5% on every payment that you get in your account. For example first payment you received 1000$ than you have to send $950 to freelancer 50$ I'd you profit. Monthly transacti...

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    I'm leading the development of a cutting-edge video streaming app using Flutter. Our aim is to provide u...optimized for performance and reliability. 6. Implement security measures to protect user data. Requirements: To excel in this role, you should: 1. Have proven backend development experience. 2. Be proficient in backend programming languages like Python, Node.js, or Java. 3. Have familiarity with web frameworks such as Django, Flask, or Spring Boot. 4. Understand RESTful API design principles. 5. Have experience with database management systems like PostgreSQL or MySQL. 6. Be comfortable working with cloud platforms like AWS or Google Cloud. 7. Be familiar with DevOps practices like CI/CD and containerization. 8. Possess strong collaborat...

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    ...names for two certain entities: Pedro Sánchez and Oesia Group. The objective of the task is developing an algorithm in Go which is able to detect which names are related to the same entities. This algorithm must have to flavours, one in “transactional” time, that can use only the names of the entities and a second one, “batch” that can use also information about the relationship that exist between those and other entities. In example files you can see the flag of wich entities must match at the end of de algorithm. So, for a given name, the algorithm must find all the other names that match and return them and their ids. Some ideas for algorithm includes: 1. Words included in other names as part of those. For example, Oesia / ...

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    scrom programmer 4 days left
    VERIFIED

    I am in need of a SCORM 1.2 programmer to create a SCORM package from scratch. I only require the creation of one SCORM package for this project. Skills and experience required: - Proficiency in SCORM 1.2 programming - Strong understanding of SCORM standards and protocols - Ability to create SCORM packages from scratch - Experience in e-learning development and courseware creation Please note that I am specifically looking for a programmer who is experienced in SCORM 1.2 and has the ability to create SCORM packages from scratch. is optional. Thank you.

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    I'm seeki...existing Integrated POS system for my business. The main features required are: - EFTPOS integration: This is a critical feature, requiring expert capability in systems integration. Your role would involve enabling customers to make payments and place orders directly through the Integrated POS system. - Online Menu Management: Although this wasn't explicitly chosen, good design necessitates this feature. You'd ensure it is straightforward to upload, update, or change menu items. - Customer Registration and Login features. Ideal Skills: - .net maui programming knowledge. - Experience in EFTPOS and POS systems integration, - Past work in developing customer-facing digital product interfaces. - Strong understanding of the restau...

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