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    2,000 nlp programmer jobs found

    I need an experienced programmer to modify the existing code for my ATmega8 microcontroller. We are transitioning to a new Common Cathode 7-segment display, which necessitates changes in the code. The display is controlled directly via I/O pins, so the code adjustments must reflect this. Ideal Skills: - Proficiency in programming for ATmega8 microcontroller - Experience with Common Cathode 7-segment displays - Knowledge of I/O pin control and programming - Ability to modify display code and ensure functionality Please note that specific changes in display functionality have not been identified at this time. However, the selected freelancer may need to demonstrate flexibility and problem-solving skills to adapt to any unforeseen requirements.

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    ...reservation system (API/database). 3. Include **voice capabilities** (speech-to-text and text-to-speech). 4. Be deployed in a production environment. **Key Responsibilities**: - Set up and fine-tune a DeepSeek or similar NLP model for reservation-related tasks. - Integrate the AI model with the reservation system’s API or database. - Implement **speech-to-text** and **text-to-speech** functionalities for voice interactions. - Deploy the AI agent in a scalable and reliable production environment. **Requirements**: - Expertise in **AI/ML**, **NLP**, and frameworks like **Hugging Face Transformers**, **TensorFlow**, or **PyTorch**. - Experience with **voice integration** (e.g., Google Speech-to-Text, Amazon Polly, or similar). - Fami...

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    **Project Title:** AI-Powered Research Platform for Library **Description:** We are looking for a developer to build an AI-powered resear...advanced filtering. - Upload additional books for inclusion in research. - Edit AI-generated content and request **AI-generated images**. - Use a **customizable research request form** with dynamic fields. - Support **multilingual output**, even if source materials are in another language. - Ensure **high security, scalability, and cloud hosting**. **Requirements:** - Strong AI & NLP expertise - Experience in web-based research tools - Secure data handling & role-based access control - Scalable architecture for future expansion Please provide relevant experience, estimated timeline, and approa...

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    ...via Telegram bot, Discord webhook, or email when relevant new tokens are identified. 4. Expansion Options (Optional) NLP Analysis: Advanced sentiment detection (bullish/bearish trends). Bot Detection: Filtering out fake accounts in Twitter data. Machine Learning: Identifying suspicious pump-and-dump patterns. Holder Analysis: Investigating whether a few wallets control the majority of a token. Cloud Scaling: Utilizing AWS/GCP, Docker, and CI/CD for stable operation. What We Are Looking For: An experienced development team or a solo full-stack developer with expertise in Python, API integration, databases, and potentially frontend technologies. Knowledge of web scraping, NLP, machine learning, or blockchain analysis is a plus. Next Steps: If you're interested, let...

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    I am in need of a dependable Laravel programmer to assist with both ongoing and new projects. The ideal candidate should possess strong experience with Laravel and a commendable history of delivering quality work. Key Responsibilities: - Maintain existing applications - Develop new features Skills and Experience: - Solid experience with Laravel - Proven track record of delivering quality work - Detail-oriented - Passionate about coding - Experience with E-commerce functionalities, Custom APIs is a plus. Time tracking will be managed using HubStaff or a similar tool to ensure transparency. If you are a detail-oriented professional with a passion for coding, I would love to hear from you! Please share your top Laravel projects.

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    Hey :)! I’m looking for someone to help me with my gamification add-on, which I developed for the Anki learning program and is based on Pygame. The game is almost finished, but unfortunately, my programmer had to step away due to family reasons shortly before completion. The basic idea of the game is that studying Anki flashcards leads to success in the game. It currently consists of two parts: - A farming game inspired by Harvest Moon: You plant seeds, log in daily to water them, and eventually harvest food. This food is used to feed and level up your Ankimon (basically Pokémon for Anki) to prepare them for the second game. - A turn-based, chess-like game: You select three of your Ankimon and battle against another trainer. Studying flashcards generates moves in the ...

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    I'm looking for a programmer with expertise in 2D animation to reprogram a simple existing explainer video without the white letters and arrows. Result should be same as attached animation but without the white letters and arrows. Total length of final animation is 01:24 Final animation 1920x1080 25 FPS The animation would need to incorporate elements of growing mold, so experience with organic motion and transformation would be advantageous. Key Requirements: - Proficiency in 3D graphic programming and animation - Ability to create infographic style animations - Experience incorporating organic elements into animations - Detail-oriented to accurately represent growing mold - Creative mindset to make the animation engaging Please make offer

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    i am looking for a .net programmer with soap/api knowledge.. The issue is my endpoint is giving me an error so i need to find the source code (i have it somewhere, and to figure out whats wrong) ,, the debugging/finding the source must happend via anydesk

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    ...agent performance. - The ability to adjust scoring criteria as needed. **Deliverables:** - Fully functional AI-based call grading system. - Integration with **Dialpad & Zapier** for automation. - Scorecard template or dashboard for agent evaluations. - Documentation on how the system works and how to adjust grading criteria. **Who Should Apply:** - Developers experienced in **AI/NLP (Natural Language Processing)** and speech analysis. - Experts in API integrations (especially **Dialpad API** and **Zapier**). - Those with experience in building call analytics or coaching tools. Please include examples of similar AI automation or call analysis projects you have completed. Let me know if you have any suggestions or improvements for this automation. L...

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    I'm seeking a talented programmer proficient with DeepSeek to automate several tasks on our existing platform to integrate with our Bizzsmarts system. Your primary role will involve automating report generation and tracking our source suppliers of goods and services. Ideal candidates should be skilled in: - DeepSeek programming - System automation - Data processing Experience with Bizzsmarts system will be a plus. Your role will significantly enhance our operational efficiency, so a keen understanding of process automation is essential.

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    Perl to Python Code Migration
    6 days left
    Verified

    I'm looking for a skilled programmer who can help me convert my Perl code into Python. Key Requirements: - Expertise in both Perl and Python programming languages - Strong understanding of data processing, specifically with text data - Ability to translate algorithms and logic from Perl to Python - Experience in ensuring that the Python code replicates the functionality of the Perl code accurately. The current Perl code is used for processing text data. The source of the data is varied and can come from multiple formats. Your job will be to ensure that the new Python code can handle this with the same efficiency and accuracy as the existing Perl code. A keen attention to detail and a methodical approach to coding will be key to the success of this project.

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    ...reports via WhatsApp, integrated with platforms such as Google Ads, Meta Ads and Google Analytics. Main Functionalities Interaction via WhatsApp: Receive questions in natural language (e.g.: "What is the ROAS of Campaign X?"). Respond with text, graphics (e.g.: PNG/PDF) or links to dashboards. Allow commands via buttons or quick menus (e.g.: "Generate CPA report"). Natural Language Processing (NLP): Recognize intentions such as: Analysis of KPIs (ROAS, CPA, CTR). Optimization suggestions (bid adjustment, budget reallocation). Generation of reports. Handle contextual questions (e.g.: "Why did the CPC go up yesterday?"). Integrations with External APIs: Google Ads API: Fetch campaign data, adjust bids. Meta Business Suite: Collect engagement metrics. ...

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    I am looking for a skilled C# programmer / reverse engineer / game developer / network packet analyzer to help get my bot program working again. I have the source code of the bot and need to get it to function properly with another bot program and the game. The game is a mainstream RPG game that you will need to download in order to complete the project. I believe there is an issue with bot sending/receiving packets to game server. It was cause by a recent update of the game that made the bot no longer function. This is assumed to be the issue but there may be more to it. So to be successful you will need to analyze game packets compare them to bot packet structure and modify where needed. The ideal candidate will have strong expertise in network packet analysis, C#, experience...

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    ...AI-driven workflows seamlessly. 2. Key Features & Functionalities A. Workflow Creation & Management Drag-and-drop or code-based workflow creation Pre-built workflow templates Support for multiple data sources (SQL, NoSQL, APIs, CSV, JSON, etc.) Event-driven triggers for automation Conditional logic and branching B. AI Agent Deployment AI-powered decision-making capabilities Natural Language Processing (NLP) integration Machine Learning (ML) model integration Custom agent scripting Real-time monitoring and logging C. Database & API Connectivity Secure connection to SQL & NoSQL databases RESTful and GraphQL API integration Webhooks for event-driven data processing Cloud storage & file system support (AWS, Azure, Google Cloud) D. Testing & Debugging Real-tim...

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    My email form, built on Custom HTML/PHP, is experiencing several problems. - Issues: The form is not submitting properly and there are also validation errors. - Error Message: There is no specific error message when the form fails to submit. It simply doesn't submit. I'm looking for a qualified programmer who can troubleshoot and fix these issues. Please ensure your proposal includes relevant experience with HTML/PHP and form validation.

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    Develop an AI-driven agent that can automatically convert project descriptions into structured wireframes for both web and mobile platforms. This solution ...area). Placement of key UI elements (e.g., buttons, images, forms). Navigation flow and interactions. User should be able to modify this 5. High Fidelity wireframes Once low-fidelity wireframes are generated, pick the most apt images from a specified folder and add it to the wireframe . Skills & Expertise: Strong background in AI, machine learning, and natural language processing (NLP). Experience with wireframe design for both web and mobile applications. Ability to effectively interpret and translate project descriptions into structured UI components. Familiarity with LangGraph and its applications in AI-dri...

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    Check the pdf files for the project description The test_dataset files will be used to compute precision@5 The original dataset contains 3 files... we will not use the job summary file file contains a code... you should do the work in this file (build on top of this code) NOTE: the code file reduces the dataset size to 5000... NO, change that, work with the full dataset to achive high accuracy (precision@5) What matters to me is the high accuracy... try to achieve the highest accuracy possible

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    I'm in need of a SharePoint programmer who can help develop a contract management system using MS Syntex and Copilot. Key Requirements: - Custom Development: The system needs to be tailored specifically to our contract management needs. - Automated Workflows: I want to streamline our processes through automated workflows within the system. Specifics of the Automated Workflows: - Approval Process: The system should include an automated approval process for contract-related documents. - Notification Alerts: I need the system to send out notification alerts for important contract deadlines or approvals. - Document Generation: The system should be capable of generating standard contract documents automatically. - Searching and Reporting Capability: The system needs to have robus...

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    I'm looking for an experienced PCB designer and programmer to help with a project in industrial machinery. The PCB will primarily process data from sensors, so experience with data processing is crucial. Additionally, the PCB will need to be compatible with the Field-Oriented Control (FOC) motor method. Ideal skills and experience for the job: - PCB design experience - Programming expertise - Familiarity with industrial machinery - Understanding of sensor data processing - Knowledge of Field-Oriented Control The expected timeline for the project is 1-2 months. The project requires detailed documentation for both the PCB design and programming. The PCB should use the RS485 communication protocol for interaction with the sensors.

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    Hello, I'm Zahra, a skilled Python programmer eager to embark on new freelance projects in the programming and tech field. Ideal Skills and Experience: - Proficiency in Python is a must - Experience in other programming languages (JavaScript, Java) is a plus - Strong problem-solving skills - Ability to work independently and meet deadlines I am ready to take on challenging tasks and contribute to exciting projects. Looking forward to connecting with potential clients.

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    ...Интерфейс: Веб-платформа с удобной админ-панелью (React, Vue.js или Angular). • СУБД: PostgreSQL или MySQL. • Интеграции: Ozon API для управления карточками. • Хостинг: Облачное решение (AWS, Google Cloud, Azure). 2. Модули системы: 1. Модуль сбора данных: o Получение информации о карточках товаров с помощью Ozon API. o Сохранение данных в локальной базе. 2. Модуль анализа: o Обработка текста: библиотека NLP (например, SpaCy, Transformers). o SEO-анализ: анализ ключевых слов, текстовых характеристик. o Анализ изображений: OpenCV или аналог для проверки качества. 3. Модуль рекомендаций: o Алгоритм генерации оптимальных заголовков, описаний, тегов. o Система подсказок по улучшению фотографий. 4. Интерфейс пользователя: o Панель управления карточками. o Отчеты и подск...

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    I need an experienced programmer who is proficient in both Java and C++ to add a new utility levy3 field in my C++ code. A utility levy2 field is already present, so you'll be building off of that. Key Tasks: - Add a utility levy3 field to the existing C++ code. - Investigate and fix the bug with utility levy2 that's causing a system crash. - Diagnose and resolve the issue with utility levy3, which is currently not displaying. Skills and Experience: - Proficient in C++ and Java. - Experience with debugging and system stability improvements. - Familiarity with field integration in programming. The main goal is to enhance the code for better data manipulation and to prevent system crashes. I look forward to your bids.

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    ...agent's decision-making capabilities. - Establish a feedback loop for continuous improvement based on user and performance feedback. 7. Compliance and Ethical Considerations: - Ensure adherence to all relevant investment regulations and compliance requirements. - Implement mechanisms to minimize biases in decision-making. Technical Requirements - Utilization of natural language processing (NLP) for understanding and generating human-like text. - Integration with financial data uploaded in excel - Scalability to accommodate additional features or a growing dataset. - Please provide an estimated timeline for project completion, including key milestones. - Include budget for the project, breaking down costs related to development, testing, and any additional resources...

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    Enhanced System: AI Cameras, Learning Management System (LMS), and Social Media Feedback Integration ________________________________________ Overview: The system will now integrate AI cameras, a Learning Management System (LMS), and social media feedback to create a comprehensive platform...level. ________________________________________ Technologies Used: • AI Cameras: High-definition cameras with edge AI capabilities. • LMS Platform: Built on scalable technologies like Python (Django) or Node.js for backend, React for frontend. • AI Models: o Behavior analysis (TensorFlow, PyTorch). o Sentiment analysis (NLP tools like SpaCy or Hugging Face). • Social Media Integration: o APIs for platforms (Facebook Graph API, Twitter API). o Sentiment tracking tools like Goo...

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    We are a Canada-based company looking for a skilled developer to design and implement a cu...proprietary solutions like OpenAI or Gemini to allow future customization. Design an optimized pipeline for inference and deployment, ensuring efficiency and scalability. Ensure the solution is adaptable for future modifications as per evolving requirements. Preferred Skills & Experience: Experience with OCR (Tesseract, EasyOCR, or similar open-source solutions). Strong background in computer vision and NLP. Proficiency in Python, TensorFlow, PyTorch, or similar frameworks. Experience in designing and deploying AI/ML models efficiently for mobile or cloud-based environments. If you have experience in building end-to-end AI solutions and optimizing inference pipelines, we’d love...

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    I'm seeking an expert programmer with extensive experience in automation and control systems. The project involves integrating the MTU Blue Vision System with the Siemens S7-1500 primarily for automated control processes, specifically engine start/stop sequences. - Some partial documentation on these sequences is available, but not comprehensive. - The ideal candidate will not only be adept at programming but also capable of interpreting and completing the existing documentation. - Experience with error detection and troubleshooting is a plus, as it will be useful during the integration process. Skills and Experience Required: - Proficiency in programming the Siemens S7-1500 - Extensive knowledge of the MTU Blue Vision System - Experience in automation and control systems...

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    I'm looking for a Python programmer who can help me with creating a web scraping script. The primary goal of this project is to scrape data from various websites, particularly e-commerce sites, news sites, and social media platforms such as Twitter, Facebook, and Instagram. Key Requirements: - Proficiency in Python programming - Experience in web scraping - Ability to create a script based on an initial idea Please include examples of your previous web scraping projects in your bid.

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    I'm looking for a professional to apply on my behalf to various job platforms like Indeed, LinkedIn and Glassdoor. Apply For The following 1. software developer 2. desktop support analyst 3. programmer analyst Ideal skills for the job: - The roles should be mid level or senior-level with a salary of 70K or more - I'm only interested in jobs located in Orange County or LA County in California. - You will need to send my resume to each application. - I expect a comprehensive excel list of all applications made. Please note that the applications should be tailored to each platform and role, showcasing my relevant skills and experiences.

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    I want a ai chatbot, I don’t want to connect with any api… programming language must be python. Chat bot must have self learning power, Sone features that i need: 1.1 Natural Language Processing (NLP) • Understands user queries in natural language. • Supports multi-turn conversations. • Can recognize user intent and extract entities (e.g., names, dates, locations). 1.2 Multi-Platform Integration • Works on web, mobile, WhatsApp, Facebook Messenger, Telegram, Slack, etc. • API support for integrating with third-party apps (CRM, e-commerce platforms). 1.3 Context Awareness & Memory • Remembers previous interactions within a session. • Can retrieve past data (e.g., user preferences, order history). 1.4 Predefined & AI-Ge...

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    I'm seeking a proficient C# programmer with robust audio programming experience to develop a beat player (see image) as part of an app (Windows and Mac) for songwriters. The beat player will play back sampled drum sounds in a loop, with the rhythm chosen by the user. It will have 12 different beats. Key Requirements: - A deep understanding of C# with a focus on audio programming. - Experience in cross-platform application development specifically for Windows and Mac. - Prior experience in audio application development is a significant plus. The application will not include user accounts, real-time notifications, or data synchronization features. However, the ideal candidate will be able to deliver a seamless, efficient and user-friendly audio sample application. Please includ...

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    I'm looking for a skilled Python programmer to implement a human-like mouse movement synthesizer based on a detailed academic paper. This project involves translating the step-by-step descriptions and mathematical equations from the paper into functional code. Key Aspects: - The primary purpose of this synthesizer is for software testing. Therefore, the movement patterns should be realistic enough to mimic a human user interacting with software. - You have the freedom to choose any libraries or frameworks you deem necessary for this project, as I do not have a specific preference. Required Skills: - Proficient in Python with a strong understanding of its syntax and libraries. - Ability to understand and implement complex mathematical equations and step-by-step instructions f...

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    I need a Python programmer to write a function for me that will call a RESTful API. Key Requirements: - The function should be able to retrieve data from the API. - It should be capable of sending and receiving JSON data. Ideal Skills: - Proficiency in Python programming. - Experience with RESTful APIs. - Familiarity with handling JSON data. Please reach out if you can assist with this project.

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    I'm seeking an experienced programmer for a project focused on developing a trading bot. The bot is intended to automate tasks via an API. Therefore, expertise in: - Software development - Web development - Creating and working with APIs is crucial. The ideal candidate should have a solid background in programming with a keen understanding of trading systems. Previous experiences in creating trading bots will be highly regarded. Please include examples of your work in your bid.

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    Job Description: AI-Driven Question Answering System for Atharvaveda Dataset We are looking for a skilled AI/ML developer with expertise in Natural Language Processing (NLP) to build a Question Answering System based on the Atharvaveda dataset. The system should be capable of understanding complex queries, retrieving relevant sections from the text, and providing context-aware, accurate answers. Project Requirements: Dataset Handling: Work with the Atharvaveda dataset (provided in english pdf format) Preprocess and clean the data for NLP purposes. Question Answering System: Implement an NLP-driven system capable of semantic search and context-aware responses. Enable users to ask questions in natural language (e.g., English ), and retrieve precise answers from the d...

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    I'm in need of a skilled C programmer with extensive experience in firmware development for STM32 and LPC1768 microcontrollers. The primary focus of this project is creating efficient and effective firmware to enhance the performance and capabilities of these systems. Ideal Skills: - Proficient in C programming language - Extensive experience in firmware development - Deep understanding of STM32 and LPC1768 microcontrollers - Ability to write clean, efficient, and well-documented code Experience: - Proven track record of similar projects - Demonstrated ability to meet deadlines and work within budget constraints - Excellent problem-solving skills - Strong communication skills for regular project updates

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    I am looking for an experienced programmer who can help me in writing a report on my Python code. The task involves creating pseudo-code to explain the functionality of the code. Key Details: - The main purpose of the code is for simple fromat report writing. - The primary objective of the report is to explain the code functionality. - The code does contain some comments, but the freelancer may need to add more for clarity. Ideal Skills: - Proficient in Python - Experience in technical writing - Able to create pseudo-code - Good understanding of code functionality Budget: 30 Aud

    £14 Average bid
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    I'm looking for a skilled programmer to help me implement a mean reversion strategy on NinjaTrader 8. I have several ideas but lack the programming expertise to realize them. Key Requirements: - Experience with NinjaTrader 8 and automated strategies - Fluent Spanish speaker for clear communication - Willingness to provide ongoing support and adjustments as needed The ideal candidate will not only help me develop my initial ideas but also assist me in refining the strategy over time using various indicators and patterns. I'm open to a small monthly retainer for continued assistance.

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    ...enhance a REST API to manage user inputs and retrieve stored/parsed data. • Documentation: Provide detailed documentation on API usage, database schema, and parsing logic. Skills Required: 1. Backend Development: Python (Flask/FastAPI/Django) or Node.js. 2. Database Expertise: Firebase Firestore,. 3. API Integration: Hands-on experience with OpenAI APIs. 4. Parsing/Data Processing: JSON parsing and NLP tools. 5. DevOps: Deployment experience (Google Cloud, or Firebase). 6. Testing and Security: API testing (Postman/Swagger) and handling secure API keys. Deliverables: • Fully integrated ChatGPT system. • Database with structured inputs and responses. • Parsed outputs in a structured format. • API endpoints for input submission and response retrieval. &bu...

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    I'm seeking a skilled programmer to configure an iPad to control 15 electric solenoids and actuators. The system should automatically perform tasks based on pre-set schedules. Key Requirements: - Programming an iPad to control 15 electric solenoids and actuators - Automation of tasks based on time settings - System for sending text and emails at predetermined intervals or in response to certain actions Ideal Skills and Experience: - Proficient in iPad programming - Prior experience with solenoids and actuators - Knowledge of automation and scheduling systems - Expertise in setting up communication systems (text and email) on an iPad

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    I'm in need of a skilled programmer for a music concert. The responsibilities include coordinating audio and visual elements, as well as managing stage automation. Key tasks: - Synchronizing pre-recorded tracks, live instruments, and video projections - Handling stage automation tasks Ideal candidates should have extensive experience in programming for live performances, with a strong background in audio-visual synchronization and stage management.

    £18 / hr Average bid
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    I'm seeking an experienced AI programmer to help develop a Machine Learning model for a recommendation system specifically geared towards ski wax. The ideal candidate should have a strong background in: - Machine Learning model development - Creating recommendation systems - Working with user behavior data The main goal of the project is to build a system that can recommend the most suitable ski wax based on a variety of factors. Prior experience in the sports equipment industry or with similar projects would be a significant advantage. Please include examples of relevant past projects in your proposal.

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    I need a programmer to help me create a straightforward yet effective website aimed at promoting my service-based business. Key Responsibilities: - Design a professional, user-friendly website geared towards business promotion. Ideal Skills: - Proficiency in web development and programming. - Experience in creating service-based business websites. - Knowledge of user-friendly design principles.

    £183 Average bid
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    I'm in need of a skilled programmer to help configure my DALI lamp to KNX system. Key requirements: - Extensive experience with KNX systems, particularly in programming for indoor lighting. - Ability to implement and fine-tune dimming capabilities. - Understanding of smart home technology and its applications in lighting control. Please provide examples of previous similar projects in your proposal.

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    I am looking for someone with experience in programming NFC tags for various applications. Please only bid if you have prior experience in this field. Once you place your bid, kindly provide me with a list of NFC programming projects you have worked on, along with a brief description of your role and the technologies used. Start by typing nfc

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    I'm in need of a professional Python programmer to create an algorithm for trading multiple cryptocurrencies on Binance. The algorithm will leverage the ADX (Average Directional Index) technical indicator, executing trades at every crossover. Key Requirements: - Proficient in Python with experience in developing trading algorithms. - Understands the use of the ADX technical indicator. - Able to program the algorithm to trade on multiple cryptocurrencies. Risk Management: - The algorithm will inherently manage risk based on ADX crossovers. - Experience in incorporating risk management strategies into trading algorithms is a plus. Frequency: - The algorithm should check for ADX crossovers every minute. - Previous experience in creating high-frequency trading algorithms will be...

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    I'm looking for an experienced programmer who can help me implement a WhatsApp chatbot using the Whatsapp Api Cloud

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    I need a skilled Excel VBA programmer to assist in automating tasks in my Excel workbook. The primary task involves sending data from a user form to the relevant worksheet. Key Requirements: - Proficient in Excel VBA - Experience in Excel workbook automation - Ability to organize data by category in the relevant worksheet. The ideal freelancer for this project should have a strong background in automating tasks using Excel VBA and can efficiently categorize data in Excel worksheets.

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    Programmer For Laundry
    4 days left
    Verified

    Need assistance reprograming a machine with an Ecolab chemical dispenser. Just need assistance with setting the formulas for the laundry equipment using the EL6 Win configurator for bandtech sp65

    £13 Average bid
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    I need a seasoned AI developer with a strong background in Natural Language Processing (NLP) to help me with a sentiment analysis project. Key Responsibilities: - Develop an NLP model capable of sentiment analysis for our website. - Ensure the model is accurate and efficient. Ideal Skills: - Extensive experience in NLP, particularly in sentiment analysis. - Proven track record of developing AI models for website deployment. - Strong programming skills, preferably in Python and JavaScript. Your expertise will be crucial in interpreting user sentiment and helping us enhance our website's interactivity and user experience. Please provide examples of your previous work in this field.

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