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    I need a skilled developer to review the code of an existing PHP product. I'd like you to provide an in-depth analysis of how well the code is structured, and to what extent it supports security, performance, and scalability. Key focus areas for the review: - Security: Ensure the codebase is resilient to common vulnerabilities and threats. - Performance: Identify any bottlenecks or inefficiencies in the code that could be impacting performance. - Scalability: Assess how well the current codebase can accommodate future growth and expansion. I'm looking for the following in the ideal candidate: - Proficient in PHP with proven experience in code review and analysis. - Strong understanding of security best practices. - Experience in optimizing code...

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    I am looking for Python based Video Module for presenting Video Lecture to my audience. Thanks

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    ...modeling code for multithreading on a Windows platform. The model complexity is intermediate, requiring someone familiar with Windows-based systems and proficient in multithreading techniques, particularly parallel computing. You can use the auto parallelism function for ifort library. Thus the low budget. Key skills and experience required: - Proven expertise in Fortran development - Knowledge of scientific modelling - Familiarity with Windows platform - Proficiency in parallel computing for multithreading This project involves refining the code to ensure that multithreading functionality is both effective and efficient, contributing to the overall performance of the scientific model. You should be able to troubleshoot any potential issues and optimally integrate the c...

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    I'm in need of a skilled freelancer to create a Python Dash based user interface template. The focus will only be on the frontend. no need to create a backend. I already have started the project and have screenshot of how the frontend should look like, you have to complete it.

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    ...of the issue, whether it's a configuration problem or a missing setting. - Implement a fix: Modify the necessary settings, either on the API Gateway or in the VueJS code, to resolve the CORS error. - Testing: Ensure that the CORS issue is effectively resolved and that the API Gateway responds correctly to requests from the VueJS frontend. Ideal Skills and Experience: - Experience with AWS API Gateway and CORS issues. - Proficiency in VueJS development and handling CORS. - Strong understanding of frontend-backend interaction and CORS implications. - Ability to troubleshoot and debug issues efficiently. - Familiarity with Python (the backend language in this case) to cross-check the potential impact of the backend on the CORS issue. If you're confident in your C...

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    I am in need of an experienced Fortran developer who can compile my scientific computing code for multithreading use. Key Requirements: - The successful applicant must have experience in Fortran multithreading code compilation, particularly for scientific research applications. - The final compiled code must be Windows compatible. - Delivereables are the compiled code as well the source code. What To Include In Your Proposal: Please focus on your relevant experience, particularly any past work relating to the compilation of Fortran code for scientific modeling. Details of similar projects you've worked on will be highly beneficial in the selection process.

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    I'm looking for a skilled Python developer to build an interface for a device following the "JT/T808-2013" agreement issued by the Ministry of Transport of China. This project must be completed by a strict deadline; hence a highly organized and time-conscious freelancer would be ideal. Specifically, you'll be required to make revisions to the communication encryption section of the JT709A intelligent electronic lock protocol. Having a solid background and understanding of communication protocols are prerequisites for this task. Key tasks to undertaken: - Develop a Python interface for the JT/T808-2013 compatible device - Revise the specific communication encryption of JT709A intelligent protocol While this is a standalone project, having excellent commu...

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    ...to re-run and add new contracts at any point without having to re-run everything. I am looking for the end result to be a matrix of contracts down the left and key legal agreements along the top with the answers for each contract populated inside the table. Ideal Skills: - Proficiency in Python - Extensive experience with Natural Language Processing - Familiarity with text summarization techniques - Prior experience with Open AI's GPT chat models would be a bonus Project Requirements: - Build a Python application implementing ChatGPT for automatic summarization of Master Services Agreements and SOWs - Ensure the application provides high-level summaries. - Application should be flexible enough to summarize different legal contracts - Successful candidates should de...

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    I need an expert to integrate the XPrinter with Code barcode labels on Windows using the Java programming language. Build new project from scratch and just make api run in local server windows, to receive data of product to be printed using xprinter device. You Need also to write code for connect to this printer. Key Requirements: - The integration must support Windows OS. - The barcode integrated . Ideal Skills: - Proficient in Java programming. - Experience in integrating hardware with software. - Knowledge of barcode systems. - Familiarity with XPrinter will be an added advantage. Please bid if you have the required skills and experience for this project. - device to working on windows:

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    Looking to hire an experienced Python developer specialized in Robot Framework for a web scraping project. The scope of the project includes extracting documents like PDF files, Word documents, and HTML data from two targeted websites. Here's a little more information about what you'll need to do: - Develop a cron job to automate the web scraping process - Utilize IP rotation proxy in order to prevent site blocking - Implement the extraction of specified metadata and documents - Store extracted metadata in a database - Download and organize extracted documents in a local folder - pick up incremental data from last run. Ideal Skills and Experience: - Proficiency in Python - Extensive experience with Robot Framework - Work experience in web scraping - Experience wi...

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    ...skills, location, availability, and ratings. Ensure mobile responsiveness, search engine optimization (SEO), and scalability of the platform. Integrate communication tools like chat or messaging systems for seamless interactions between users. Requirements: Proven experience in building online marketplaces, platforms, or similar projects. Proficiency in programming languages and frameworks such as Python, PHP, JavaScript, Django, Laravel, Node.js, etc. Experience with UI/UX design, database management, and API integrations. Strong understanding of security protocols, payment gateways, and data protection measures. Familiarity with legal and compliance requirements for online marketplaces is a plus. Timeline and Budget: We aim to launch the platform within a month. However, we ...

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    I'm seeking a skilled ML Engineer to create a Mobile application based on AI/ML technologies. The final product will be targeted towards the general public. Responsibilities: - Design and develop machine learning and deep learning systems - Run machine learnin...learning and deep learning systems - Run machine learning tests and experiments - Implement appropriate ML algorithms - Analyze and improve existing models Requirements: - Proven experience as an AI/ML Developer or similar role - Understanding of data structures, data modeling, and software architecture - Deep knowledge of math, probability, statistics, and algorithms - Ability to write robust code in Python, Java, or R - Excellent communication skills Compensation: Salary details will be discussed during t...

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    MRSP CONNECT Encerrado left

    I require an accomplished IT trainer proficient in implementing training in multiple areas - programming languages, networking, cybersecurity, Java full stack developer coursework, Python full stack developer coursework, Java Testing, Python testing, SAP, Devops, Power bi, Data science and Excel. The preferred programming languages for the training leverage are Java, Python, and SAP. I have a preference for trainers with recognized qualifications or certifications, demonstrating their competence in the field. Proven experience in delivering engaging and effective IT training is essential.

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    Hey "Layer 1, Layer 2 " you can see i have managed to test .py code and got the result i need but now, im looking for someone who can make a applications out of the idea I am embarking on an application development endeavor, specifically aiming toward creating a sophisticated panel positioning app that caters to both web and mobile platforms. The app will also serve as a house exterior cladding calculator for precise alignment. Here are the specifics: * **Cross-Platform Compatibility** - The app needs to be compatible with both web and mobile platforms to ensure its accessibility at any time, anywhere. * **Operating Systems** - It's important that our mobile app is able to run on both Android and iOS devices to cover a broader audience. * **Design Requirements** - ...

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    I am seeking an experienced Python developer who is also familiar with Mac operating systems. The objective is to create a Python script using the Zerodha Kite API to fetch live data for any given stock. This assignment also includes the implementation of real-time graphical display of the fetched live data. Responsibilities: - Write a Python script to fetch data using Zerodha Kite API. - Implement Buy and Sell Code of a Stock also Buy and Sell for an Option. - Implement this buy and sell with a basic strategy through which it can be confirmed that both buy and sell works properly. - Ensure the script functions reliably on MacOS. - Implement real-time graphical display of the live data. -Also have an option to display the data in in tabular form. - The Buying...

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    Attention **I need an expert person to work with me not ChtGPT users** I'm in need of a highly skilled Python programmer to build a model focused on detecting various types of malware, with a particular interest in "Side channel" detection. Skills and Experience: - Solid Python programming ability -Familiarity with collecting micro architectural traces - Familiarity with cybersecurity concepts - Experience in creating machine learning algorithms for detecting malware - Comprehensive knowledge in dealing with Side Channel attacks. Ideal candidates must have: - Proven experience in Python programming - Prior work in malware detection, particularly Side Channel attacks - A solid understanding of the different types of malware - The ability to work ef...

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    I'm aiming at developing a robot that employs basic movement controls, thereby necessitating a detailed circuit diagram backed by Arduino code. Essential aspects to consider encompass: - The robot's main purpose: Robotics - Level of complexity: Basic movement controls - Sensors involved: Pir sensor, Tilt sensor Ideally, I am searching for a freelancer who possesses have an extensive background in robotics, especially with movement controls, and a strong understanding of Arduino. Proficiency in working with Pir and Tilt sensors would be a crucial addition as well. Knowing your way around servo, stepper, and DC motor styles would be helpful, even though this particular project might not necessarily utilize them.

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    ...2. **Requirements:** - Real-time monitoring and control of the screens of multiple Android devices - Collection of device information such as IP address, brand and model, Android version - Assignment of a unique identifier to each device and sending these identifiers to the web panel 3. **Technologies:** - Android application development: Kotlin - Web panel development: Django (Python) and React.js - Data communication: Using RESTful API 4. **Key Features:** - Real-time screen control - Collection and storage of device information - Management and control of Android devices through the web panel - Security: Assignment of a unique identifier to each device and authentication mechanism 5. **Expected Outputs:** - Android application: Collects devi...

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    I am looking for a skilled ML engineer to assist in training the Llama3 model on a specific book data. - The primary goal of this project is to finetune the Llama3 8b model on a given book. - I want to be able to interact with the model after training, engaging in a conversation about the book. The final deliverable will be the python code, the trained model and detailed steps followed to achieve the results. Ideal Skills: - Experience with Llama or similar models. - Proficiency in Training and Machine Learning. Please note that the specific book to be used for training will be provided at a later stage.

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    ...could use a number of updates across different areas, including React components, Python code, SQL queries, and the API. Visit : Key Tasks: - Fix bugs across React components: Ensure the website is free of any functional errors and that user experience is smooth. - Optimize the performance of SQL queries: Enhance the speed and efficiency of data retrieval. - Refine Python code: Ensure the backend of the website is running efficiently and effectively. - Document API: I would like to have a comprehensive platform documentation explaining how the API works and its various endpoints, as well as how external users can interact with it. I'm looking for professionals with expertise in React, Python, SQL, and API development. Your role will be crucial...

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    I'm looking for a freelancer who's great at web scraping to ...give you the specific data fields to extract. It'd be great if you: Are really good at web scraping and or Python. Know your way around MS SQL Server databases, not essential but definately an advantage. Understand how to extract data effectively. Understand the need for security and captcha integration if needed. Can work quickly since this project is a priority and needs to be done ASAP. Ultimately, I want to be able to manage the code with your ongoing help, so this could lead to a long-term partnership. I'll share the full details when needed. You will provide source code, documentation and deployment information and be on hand to help with deployment. You will also walk me through ...

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    I'm in need of an experienced Technical Coder proficient in Python, Java and C++. While I'm uncertain of the project involving web development, your experience in this area might be a plus. Key Requirements: - Knowledge of Python, Java, and C++ - Machine learning expertise - Database management capabilities - Network security knowledge - Proven experience with customizable algorithm creation, and automated function of algorithm The ideal candidate will be technically sound across multiple coding languages and techniques. I am looking for someone who can roll with the punches, is a problem solver and knows how to navigate through complex issues. Your ability to take a strategic approach will certainly be valued.

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    I'm seeking a skilled developer who can enhance my online fantasy RPG. Key Requirements: - Proficiency in Python, C++, SQL - Experience with MMORPGs is highly preferred - Ability to improve game mechanics, user interface, and backend systems Your role is crucial in enhancing the overall gameplay experience. I'm also open to creative ideas and suggestions to enrich the game's features. This is a great opportunity for those passionate about RPGs and looking for a flexible pay job. If you are excited about this project, apply now!

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    Course 1: Statistics, Probability and SQL Course 2: Machine Learning and Predictive models with Python Course 3: Apache Spark: ML on Big Data Course 4: Deep Learning and Neural Networks Course 5: Gen AI : GPT, ChatGPT, Transformers, and SAN Network Course 6: Developing with GPT using chatGPT with OpenAI API Course 7: LLM Intuition and Implementation Course 8: Artificial Neural Networks and CNN Course 9: Model Deployment : AWS, S3, and SageMaker Capstone Projects: Class time = 6 am IST from tuesday to saturday

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    As part of my mlOps project, I'm in need of a Python-savvy individual to assist in the documentation and implementation of a Natural Language Processing (NLP) model specifically for Question and Answering (QnA) tasks. Key Tasks: - Documentation: Translate the NLP model's implementation into comprehensive, easy-to-understand documentation. - Code Implementation: Lend a hand in the practical implementation of the QnA model within the existing mlOps framework. Your role would be to assist me in understanding and applying the NLP model for QnA tasks. While I have a solid foundation in Python, I'm looking for someone with more experience in mlOps, especially in NLP, to help with the project. Ideal Skillset: - Proficiency in Python. - Previous exper...

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    Hello, We are presently seeking a script capable of accepting multiple pre-existing .psd files (Batch ordering is not required.) and storing them efficiently. Additionally, the script should allow for the transmission of PNG images to the backend via an API. Ultimately, we anticipate using smart objects as replacements and then receiving the output as JPEG images. For a clearer grasp of our requirements, I recommend referring to the functionalities showcased on

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    I...items to project papers. This ensures that items can be easily linked to the relevant projects, facilitating smooth issue tracking and project management. - **QR Code Scanning**: Additionally, the system should have a feature that allows me to scan QR codes. This will help me to easily link items in the physical inventory to their respective digital representation or project papers. I'm looking to have this project completed within a month. The ideal freelancer for this project should have experience in web application development, as well as a strong understanding of inventory management systems, image recognition, and QR code integration. Please only apply if you are confident in your ability to deliver a high-quality, efficient and user-friendly system within th...

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    I urgently need a Python developer who is an expert at web scraping. Your primary task will involve the collection of targeted data from various sites across the internet. Though timeliness is crucial, equally important is the accuracy and integrity of the data collected. Key responsibilities include: - Developing and implementing efficient web scraping algorithms - Verifying data quality and removing non-relevant results - Schedules and performance tuning for maximum efficiency The ideal freelancer for this project should possess: - Proven experience in Python programming and web scraping - Familiarity with both static and dynamic scraping - Top-notch problem-solving skills - Attention to detail and commitment to data integrity Please only bid if you can meet the project...

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    I need assistance with a Python ConnectionRefusedError error that's happened during script execution, specifically in the data processing part of my code. Your primary task is to identify and correct the cause of this syntax error to ensure smooth and error-free execution of my script. Adequate experience in data processing with Python could be beneficial for quickly finding a solution. The error I'm getting is Error: ConnectionRefusedError: Failed to establish a new connection: [Errno 61] Connection refused I can send you the code to try fix this issue.

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    I'm in need of a simple Python developer, with a flair for user interface and mobile responsiveness enhancement. A previous experience in similar role is a plus. You will be enhancing the mobile responsiveness of my existing Python project. Although no particular feature has been marked for improvement, a professional appraisal to identify and correct any feature that may hamper smooth mobile responsiveness is required. You are also free to suggest value additions. Relevant skills: - Proficiency in Python development - Proficiency in mobile responsive design - Solid background in UI/UX design - Ability to independently identify problems and fix them - Ability to suggest value additions.

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    We're looking to partner with an experienced and highly skilled Python and React developer for a project with undefined particulars. Since there are no specifics available at this moment, your readiness to adapt, ability to brainstorm and develop innovative ideas will be highly valuable. Please note: - Our timelines are flexible, allowing for thorough planning and exceptional execution. - The nature of the web application to be developed is not yet clear but requires your ingenuity. - While there are no strict branding or design preferences, your creative input and ability to develop aesthetically pleasing and functional user interfaces would be advantageous. Ideal Skill & Experience - Proven experience in Python development - Proficiency in React - Exceptional p...

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    I have an existing project written in C++, it's a simple plane simulator. What I am looking for is a complete rewrite for the project to change the game type. Currently, the code is based on a simple plane simulator, but I want it to be transformed into a different game. Ideal skills and experience: - Proficiency in C++ - Experience in code refactoring - Prior game development experience - Sound understanding of game mechanics and development - Ability to modify existing code to accommodate new game type

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    ...updates. Key Responsibilities: * Developing a practical and efficient PyQt GUI, focused on Raspberry Pi. * Implementing specialized features for real-time updates. Although it's not mandatory, it would be ideal if you can come with previous experience developing GUIs with Python and Raspberry Pi. While my requirements don't necessarily specify the data presentation format, I am relying on you to leverage your expertise and propose the best way to present the streaming data real-time. Essential Skills: * Proficiency in Python and Raspberry Pi. * Proficiency with PyQt for GUI development. * Experienced in rendering real-time data. Deadlines are vital for this project, and hence I require the completion of the project ASAP. So, experts ready to take on a quick ...

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    We are seeking a skilled Full Stack Developer to simply setup and deploy a SaaS starter kit on a Digital Ocean droplet. The successful candidate will integrate a Python-based backend script, currently running on Streamlit, with a robust frontend developed using , and React from the starter kit components. We need to convert the current streamlit scirpt () to a or similar starter kit. It does not need payments or anything fancy. Key Responsibilities: Connect the existing Python script backend to a dynamic frontend. Develop and maintain features using , , and React. Integrate backend services using Supabase for functionalities including authentication and data management. Customize and style the application using Tailwind CSS to create

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    I require a Python developer proficient in modifying existing code. My specific needs are: - Inserting POST request handling - Understanding CSV data with headers - Understanding CSV data without headers The data type is not specified but the expected format is JSON. Strong python skills, web parsing experience, and understanding of csv data types are mandatory to parameterize POST requests in the application.

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    I'm seeking a freelancer to assist me with script development and API integration of an Amazon Flex Grabber using Python. Requirements: - Experience in Python programming. - Understanding of how to pull and manipulate data from Amazon's API using this programming language. - Practical proficiency with Amazon Flex services. - Scrip development and integration experience; specifically with APIs. I anticipate the selected candidate to have at least an intermediate understanding of Amazon Flex services as well as extensive experience in API integration. Your strong background in Python will significantly contribute to our project's success.

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    I'm looking for a skilled Python developer to help me build an AI application focusing on predictive analytics. The goal of this project is to create a tool that can analyze data and predict future trends based on it. Key Responsibilities: - Developing the application using Python - Implementing the predictive analytics algorithm - Designing a user-friendly interface Your Experience: - Strong grasp of Python programming - Previous experience in predictive analytics - Knowledge of AI algorithms and models - Ability to create intuitive user interfaces This project requires someone who can not only write efficient code but can also understand the intricacies of predictive analytics. If you have a solid background in data analysis and AI development, I'...

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    ...Excel file. Ideal skills for this job include proficiency in data extraction, PDF to Excel automation, and a keen eye for detail when it comes to organizing data. A background in finance or accounting would be a plus, as it will help in ensuring the accuracy of the extracted data. Automate / Semi-Automate / Manual I am looking for some one who can automate / Semi automate this task by using python or any other language. however if automation cannot done, I would prefer manual entry. Budget The budget is for manual entry. if you can automate, the budget can be increased for the correct person. Continuous. The job is continuous, once you understand the concept it will be very easy, you will get a regular job over a period of time and payment can be done on monthly basis ...

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    I am looking to reinstate 6 Python Github projects on my Windows PC. Codes are already all written and ready on the scripts they placed on Github. Remaining task for developer: Find and install the dependencies and pip packages required to run these scripts without throwing errors. Requirements: Python developer only Budget : $10 per Github project reinstated. Total for 6 projects, so $60 Note: No upfront release of milestones. We can upload $10 per project before it is done, and as each Github project is reinstated onto the Windows machine, the corresponding $10 is released to the developer. So 6 to be reinstated in total, making $60 Any python scripts to be converted into ipython, ie .ipynb and run on Jupyter notebook a cell-by-cell manner. Well that's becaus...

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    ...including email, client websites, WhatsApp, Facebook Messenger, and social media sites like Facebook, Instagram, and LinkedIn. - Develop custom scripts and APIs, primarily using Python and Flask, and deploy these solutions on Heroku and/or AWS. - Work with various AI models, particularly ChatGPT via API, to enhance automation functionalities. Experience with additional AI models is considered a bonus. **Requirements:** - Proven experience in automation with , including its advanced features and integration capabilities. - Skilled in Zapier and its applications for integration. - Strong programming skills in Python, with substantial experience in Flask app development. - Experience in creating and deploying AI chatbots across different communication channels. - Familiarit...

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    I need assistance with a Python syntax error that's happened during script execution, specifically in the data processing part of my code. Your primary task is to identify and correct the cause of this syntax error to ensure smooth and error-free execution of my script. Adequate experience in data processing with Python could be beneficial for quickly finding a solution. The error I'm getting is Error: ConnectionRefusedError: Failed to establish a new connection: [Errno 61] Connection refused I can send you the code to try fix this issue.

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    El plan de desarrollo de software se centra en el diseño UX/UI en Figma, el desarrollo de una página web de presentación principal del sistema, y la creación de un sistema SaaS para la gestión de llamadas y mensajes telefónicos atendidos por una IA, incluyendo todas sus funcionalidades. La plataforma y web principal se desarrollará utilizando React para el frontend, Django para el backend y Python para el desarrollo de la IA. Además, se utilizarán las APIs de Twilio y Five9. Los puntos clave incluyen: Idioma: La web y plataforma será principalmente en inglés, con opción de cambiar a español. Funcionalidades: La aplicación web será modular, incluyendo atención y gesti&oa...

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    I'm in need of a web-based AI that generates job interview questions and answers tailored to job seekers. The ideal candidate for this job would have experience in: - AI development - Web development The AI generator should be able to: - Support Python, Java, and JavaScript - Be compatible with web platforms - Be extremely user-friendly to appeal to job seekers The AI's main function will be to generate job interview questions and answers to help job seekers prepare for job interviews.

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    We need a dynamic and innovative API integration specialist specialized in no-code mobile application platforms! In this exciting position, you will work closely with our team to build integrations with third-party APIs, significantly expanding the functionality and data access of our mobile apps. A successful candidate is expected to have the following qualifications: Experience with no-code mobile app platforms (Adalo, AppSheet, Bubble, Thunkable, Glide, etc.) Extensive experience with REST APIs, live APIs, SDK APIs, cloud APIs and other API types Strong technical skills in API integration and data processing Problem solving and analytical thinking skills Written communication and oral communication skills Ability to work in a team and flexibility

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    I'm in need of an experienced Arduino programmer to make simple amendments to existing functions in my code. This project involves code which interacts with external devices - understanding of these interactions will be crucial. Requirements for this task: - Expertise in Arduino programming and language - Experience with code that interfaces with external devices - Strong attention to detail as subtle changes are required - Ability to ensure system functionality post modification I look forward to your comprehensive responses. Ability to deliver promptly and accurately will be considered for ongoing work.

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    I'm in need of a CV writer with a background in data science and a good grip on Python programming, Machine learning and Statistical analysis, primarily in the Healthcare sector. Key Requirements: - Proficient in Python programming, Machine learning and Statistical analysis - Less than 1 year of experience in data science - Prior experience in Healthcare data science domain Your task will be to craft a compelling CV showcasing my skills in data science, while underlining my specific experience in healthcare. Tailoring the content towards relevant industry-specific keywords and achievements will be crucial to ensure the CV is effective in an application process.

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    I am in need of a tech-savvy freelancer to convert my existing Foxpro 2.6 compiled program to Visual Foxpro 9 or a similar 64bit Windows OS compatible program. Key Functionalities to Retain: - User interface design that sports a classic and traditional look - Data storage capabilities crucial for - Customer Information - Transaction Records - Inventory Data - Efficacious reporting and printing function Ideal Skills: - Proficiency in Foxpro 2.6 and Visual Foxpro 9 - Acumen in UI designing with a knack for traditional aesthetics - Strong understanding of data storage norms for customer data, transaction records, and inventory data - Expertise in reporting and printing functionalities This is a prime opportunity for a professional who loves challenges and has experience in mi...

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    Hello, I need a developer with a lot of experience in Java, Python and Socketweb - with the ability to create and solve problems with easy understanding of codes The rest of the details will be given to the correct developer

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    Small update to the android app. Change the payment gateway "cryptomus" to stripe. After that. Compile the code to obtain the apk version and an .aab version that will be used in the Google Play Store. In turn, upload the updated code to the app server. Send me the updated source code as well. **************************************** The app is made on react Native, and the backend is Python. All the API's are made on Python.

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    I am in need of a Python developer with a strong background in image recognition. The main aim of this project is to identify symmetric shapes in natural scene images. Key Requirements: - The system should be capable of identifying multiple symmetric shapes in a single image. - The identification should not be limited to a particular type or size of the shape, aiming to recognize all such shapes within the image. Ideal Skills: - Proficiency in Python and experience in image recognition development. - Strong understanding of symmetric shape identification in images. - Previous experience in handling natural scenes for image processing would be highly beneficial.

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