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    I am looking for an expert in machine learning and image processing to develop a model that can detect organic powders in images. Key Requirements: - Proficient in designing and training ML models - Experience working with image data - Ability to deliver high accuracy in powder detection...to develop a model that can detect organic powders in images. Key Requirements: - Proficient in designing and training ML models - Experience working with image data - Ability to deliver high accuracy in powder detection Data Details: - Training data consists of images in PNG format - The model needs to specifically detect organic powders Ideal Skills: - Machine Learning - Image Processing - Python coding - Data Analysis Please provide examples of similar projects you have worked on in your...

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    ...Languages: Python | CSS | C | HTML | Java | SQL | C++ | JavaScript • Software and Tools: Google Analytics | MS Office | Microsoft Power BI | Jupyter Notebook |Alteryx | Tableau • Coursework: Programming and Data Structures | Transform Calculus | Data Structer and algorithms INTERNSHIPS Software Development Intern | Atoll Solutions Pvt Ltd [Jun '23- Jul '23] • Spearheaded Atoll Kinesis enhancement by achieving a 20% scalability boost with innovative features in Iot tool. • Applied agile principles, enhancing decision-making in IoT solutions, boosting satisfaction ,streamlining operations. • Fortified Atoll Kinesis with innovative security measures, ensuring data integrity,thwarting potential vulnerabilities Data scientist | AntWalk • ...

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    I'm seeking a professional with both logo design and HTML skills. The project involves creating a modern and sleek combination of a text-based and icon-based logo, followed by integrating this logo into HTML. Key Requirements: - Expertise in logo design with a modern and sleek aesthetic - Strong HTML skills for logo integration - Ability to create a combination of text and icon in the logo Ideal Candidate: - A creative professional with a keen eye for modern design - Proven experience in both logo design and HTML work - Capable of delivering a visually appealing and functional end product.

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    ...video. Vimeo Upload & Link Tracking Automatically upload generated videos to Vimeo. Save Vimeo video links back to the spreadsheet. Skills Required Web scraping (Google results, email extraction). Browser automation (tools like Puppeteer, Selenium, or Playwright). Video automation (FFmpeg, MoviePy, or similar tools for overlaying videos). API integration (Vimeo uploads). Basic scripting (Python/JavaScript preferred). Deliverables A script/tool that: Generates a spreadsheet with business names, URLs, and emails. Creates videos by combining automated browser activity + your pre-recorded talking-head video. Uploads videos to Vimeo and updates the spreadsheet with links. Simple documentation on how to run the tool....

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    I'm looking for a skilled professional who can help me acquire data from the Stake Crash betting game. The data of interest is specifically betting patterns. You may choose any of the following methods: Python coding, using a bot, or screen reading software. Key Requirements: - Collect betting patterns from the game - Implement data acquisition methods: Python coding, using a bot, or screen reading software - Set up mobile notifications for alerts based on specific requirements Ideal Skills and Experience: - Proficient in Python programming - Experience with developing and using bots - Familiarity with screen reading software - Previous experience with data acquisition from online betting games would be a plus - Skills in setting up mobile notifications

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    I'm on the lookout for a seasoned C++/Python developer to assist in creating high-frequency trading algorithms for the Indian share market. The project primarily involves: - Developing sophisticated trading algorithms tailored for high-frequency trading. - Ensuring seamless integration with multiple trading platforms, specifically NSE, BSE, and MCX. A deep understanding of high-frequency trading strategies is paramount, as well as proficiency in C++ and Python. Experience with the Indian stock market and its trading platforms will be a significant advantage. Your role will be crucial in navigating the complexities of these exchanges and optimizing our trading algorithms for maximum efficiency and profitability.

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    I'm seeking a long-term partner who can help me finish a variety of custom-built websites. From e-commerce to corporate, you will be working on lots of different types of sites. Key Requirements: - Proficient in JavaScript, Python, and PHP - Experience with custom-built websites - Versatile, able to handle different types of sites - Available for long-term collaboration I need you to finish my sites and then deploy them. I want them up and running thats it. You might have to fix small functionalities but this is ok. Your role would involve final touches, troubleshooting, and ensuring the sites are ready for launch. This is an exciting opportunity for a skilled web developer to work on diverse projects.

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    Hi Hayden I will convert your Figma page into Pixel-Perfect HTML. Thank you so much

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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 working on an AI projec...- The project is focused on pancreas detection using MRI and CT scan images, and I have a dataset, research paper, and GitHub link for this project that I can share. - Replace the existing nnU-Net algorithm with a better one, such as SAMed (Segment Anything Model). - The project should be developed using Python. Ideal Skills and Experience: - Prior experience in developing GUI applications for image processing. - Proficient in Python and has a good understanding of GUI libraries in Python. - Familiar with AI and image segmentation algorithms. - Experience in working with medical imaging data is a plus. - Able to work at a final-year project level, without the need for highly advanced features. Please contact me if you're intere...

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    ...management (IPAM) and subnet allocation. Ability to communicate technical details clearly to non-technical customers. Nice to Have: Certications: Juniper (JNCIA/JNCIS), Arista (ACE), RHCE, CCNA, or Proxmox. Experience with Juniper Junos OS and Arista EOS (VLANs, LACP, IPMI). Experience with network monitoring tools (LibreNMS, Zabbix, Grafana, Cacti, Noction NFA). Scripting/automation skills (Bash, Python, Ansible) are a plus but not required. Skills & Requirements Systems/network administration, Proxmox/KVM virtualization expertise, DCIM tools, IPMI for bare metal management, Linux troubleshooting (systemd, kernel logs), Windows troubleshooting (Event Viewer, RDP), IP address management (IPAM), Cluster management, Storage management, Live migration. Contract length -...

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    I'm looking to develop a user-friendly sophisticated cryptocurrency trading bot that operates on Binance, Coinbase, and Kraken. The bot should incorporate arbitrage and scalping strategies...cryptocurrency trading bot that operates on Binance, Coinbase, and Kraken. The bot should incorporate arbitrage and scalping strategies and do automatic trading to maximize profits. Key Requirements: - Proficient in developing cryptocurrency trading bots - Extensive knowledge of arbitrage and scalping strategies - Experience with Binance, Coinbase, and Kraken APIs - Strong programming skills, preferably in Python or JavaScript - Ability to ensure the bot is efficient, fast, and capable of making split-second decisions Please include examples of similar projects you have completed in your ...

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    I'm looking for an HTML expert to help implement changes to our company's (Saatchi Art) welcome email trigger series. We've already put together a plan and just need your expertise to implement it. Key tasks will include: - Implementing pre-prepared content into HTML code. - Ensuring all emails are designed with responsive design principles for mobile devices. Ideal candidates will have: - Extensive experience with HTML and email design. - A keen eye for detail to ensure our content is accurately represented. - A solid understanding of responsive design principles. - Ability to produce personalization code. As seen in the attachment, this is what the series will look like throughout.

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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 instruc...

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    I need a proficient developer in Python to create a software solution with a high degree of automation and precision. Familiarity and hands-on experience with the Telegram API and financial trading bots are highly beneficial for this project. Key Software Functions: - Seamlessly copy signals from a specific Telegram channels - Operate around the clock, 24 hours a day, without manual intervention - Effectively copy signals for different time frames and currencies - Interact perfectly with Pocket Option broker Specific Requirements: - Skillful integration with Telegram API for smooth signal copying - Develop an algorithm to filter specific types of signals as required - Implement real-time signal updates ensuring the most accurate and timely data Proficiency with binary options ...

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    I'm seeking a seasoned data scientist with extensive experience in machine learning and financial data analysis. I need assistance primarily with the categorization of financial data using Python libraries. Key Responsibilities: - Utilize Python libraries for machine learning applications on financial data - Categorize financial data effectively and accurately Ideal Skills: - Proficient in Python and its data science libraries (e.g., pandas, numpy, scikit-learn, etc.) - Strong background in machine learning and financial data analysis - Excellent data categorization skills - Experience with predictive modeling, anomaly detection, and algorithm optimization is a plus.

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    ...earn a percentage of the trading fees generated by their referrals. Technical Specifications Frontend: Built with React.js or Vue.js to ensure fast, dynamic updates without page reloads. Integration with TradingView or custom charting solutions for interactive charts. Mobile-first responsive design with CSS Flexbox/Grid for layout management. Backend: Built with Node.js (Express) or Python (Django/Flask) to handle API requests, user authentication, and integration with Binance (or other CEXs) for liquidity, MoonPay, and blockchain networks. PostgreSQL/MySQL database for storing user data, transactions, and account details. Redis for session management and caching real-time market data. Security: TLS encryption for all sensitive communication. Database encryptio...

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    I'm looking for a professional web developer to create a comprehensive gambling site that features both casino games and sports betting. Key Features: - Us...create a comprehensive gambling site that features both casino games and sports betting. Key Features: - User Account Management: The site must support user account management, including account creation and login. - Payment Integration: The payment methods should be flexible and secure, with the ability to scan accounts for transactions. Ideal Skills: - Proficient in web development languages (HTML, CSS, JavaScript, etc.) - Experience in creating gambling sites or similar platforms - Knowledge of secure payment integration - Understanding of user account management systems - Familiarity with casino games and sports bet...

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    I have created a voting system using HTML and JavaScript. I can save votes in local memory, but I need assistance to ensure votes are saved to a file correctly. Key Requirements: - Expertise in JavaScript and HTML - Experience with file handling in JavaScript - Problem-solving skills to identify and rectify mistakes in my code Your task would be to help me correct my current implementation so that votes are saved to a file whenever the form is saved, instead of being lost after the session ends. The current system saves votes in local memory, but I need your expertise to help me save them in a file instead.

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    I am looking for a talented Python developer to create an application that will run on a Raspberry Pi. This application will process the RTSP stream from an IP camera to find and read a digital weight display. Key Features: - The weight display is fixed in position, so the application will not need to track moving elements on the screen. - The application should perform Optical Character Recognition (OCR) on the display and store the results in a text file. - The whole system needs to function without any internet access. Web Interface: - A web page hosted on the Raspberry Pi will be used for testing and adjusting parameters. This includes tweaking OCR settings and viewing logs. - The application should also allow me to start and stop the video stream from the web interface. Ide...

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    The task is to fix the code of the e-mail signature which was designed properly but because of wrong code doesn't display properly in the outlook as well as iMail.

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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 working on an automatically movable stage. This project requires a proficient Python coder with experience in robotics and automated control systems. Key Responsibilities: - Develop a Python code that will control the movement of the stage across three axes - Ensure the coding facilitates smooth and precise movements Required Skills: - Expertise in Python coding - Previous experience working with automated control systems - Familiarity with robotics and physical product coding I was wondering if you could code for me so that a stage holding a petri dish with two x axes , one y axis, and one z axis that have stepper motors in them can move automatically to keep a fish inside the petri dish in the focus of a Ti2 inverted microscope's camera. I attached...

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    I AM ONLY INTERESTED IN A CONTRACT WITH SOMEONE WILLING TO TAKE RESPONSIBILITY TO DELIVER THE FINAL RESULT. I WILL EXPECT YOU TO ACCEPT THE OFFER QUICKLY AFTER IT IS MADE. My app built on and Python is 90% complete and requires a skilled developer to address some final issues. The app includes the features common to many social media apps: profile, feed, followers, settings, content uploads, messaging. I am only interested in someone who is wiling to take responsibility to deliver a functional application, rather than piecemeal milestones. Several developers have worked on the application so far, so it is largely complete, but I need someone to take responsibility to finish it. I will allow you to view the repo to understand the scope of the project and then you may decide whet...

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    ...links. Option to limit the number of downloads per link. 6. Language Support: Multi-language support with an easy way to add new translations. 7. User-Friendly Interface: Clear navigation and instructions for both admin and users. 8. Security: Secure link generation to prevent unauthorized access. Optional: Add password protection for specific files. Technical Requirements: Use Python (preferred) with Telegram Bot API or a suitable framework like Pyrogram or Telethon. Database for storing file data, links, and user information (e.g., PostgreSQL, MySQL, or MongoDB). Hosting recommendation (e.g., VPS, Heroku, or AWS) to ensure scalability and reliability. Deliverables: 1. Fully functional bot with all features implemented. 2. Clear documentation for settin...

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    I need a proficient Python developer to create a Windows-based automation tool for IRCTC user registration and mobile/email verification. The tool should utilize provided mobile number and email APIs, with a primary focus on efficient mobile verification. Ideal Skills: - Proficient in Python - Extensive experience with Windows-based tools - Prior work with automation tools, particularly for user registration and verification processes - Capable of integrating with APIs Key Deliverables: - A fully functional Windows-based automation tool for IRCTC - Seamless integration with provided mobile and email APIs - Focused and efficient mobile verification functionality

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    ...MongoDB) to store and manage coin data, blacklists, and analysis results. Configuration File: Store filters, blacklist rules, trading thresholds, and API credentials in a user-editable configuration file (e.g., JSON or YAML format). Trading Algorithms: Design algorithms that incorporate data-driven insights and dynamically adjust trading strategies based on evolving patterns. Programming Language: Python (recommended) for its rich ecosystem of libraries for trading automation, data scraping, and API integrations. Libraries/Tools: Scraping: BeautifulSoup, Selenium (if scraping is necessary). APIs: Requests or HTTPX for API communication. Trading: CCXT (if required) or a Telegram bot framework for BonkBot integration. Machine Learning (optional): scikit-learn, TensorFlow, or Py...

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    I'm seeking an experienced developer to enhance my Wiktionary parser. The main focus is on implementing parsing for german language. Ideal Skills: - Proficiency in parse5, react.js and HTML parsing - Experience with developing or improving similar parsers Please bid if you have the relevant experience and skills.

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    I'm working on a web-based e-commerce application, and I need a skilled coder proficient in Java, and ideally Python, to assist with the project. The scope of work could involve: - Developing key components of the application using Java and Python - Troubleshooting and debugging issues to ensure smooth functionality - Collaborating with the team to implement coding best practices Experience in e-commerce site development and understanding of typical e-commerce features would be advantageous. Skills in coding, problem-solving, and teamwork are crucial for the success of this project.

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    I'm looking for an expert in convolutional neural networks (CNN) to help me develop a model. The aim is to predict values from medical images. Key Responsibilities: - Create and train a CNN using image data. - Implement different optimizers including Adam and SGD, plus one more. - Help in the understanding and interpretation of the model's predictions. Ideal Skills: - Proficient in Python and deep learning libraries (TensorFlow, Keras, PyTorch). - Experience working with medical images is highly desirable. - Understanding of different optimizers and their applications in training neural networks. Please note that the specific type of medical imaging will be discussed upon hiring.

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    Project Overview: We are seeking a talented freelance developer or development team to des... Implement secure authentication and role-based access for employees and administrators. User Interface: Simple & Intuitive UI: Create a user-friendly interface for employees to clock in/out, check attendance, and view pay details. Admin Panel: Develop an admin dashboard for HR to manage payroll, attendance, and generate reports. Technical Stack: Frontend: HTML, CSS, JavaScript (React or Angular preferred) Backend: Python (Django, Flask), Node.js, Java (Spring Boot), or Ruby on Rails Database: MySQL, PostgreSQL, or similar Integration: Payment gateways, tax APIs, and email/SMS notifications (as needed) Previous work experience in HRMS tool is highly preferred , must be abl...

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    I need a professional to transform my PDF order form into an interactive web-based form using Custom HTML/CSS/JS. The new form should be integrated with payment options of Credit/Debit Card and PayPal. Key Features: - Field validation: The form must validate all required fields before submission. - Auto-save Progress: This will allow users to save their progress and return later. - Email Notifications: The form should send out email notifications upon submission. Ideal Skills: - Proficient in HTML/CSS/JS or Any already existing tool such adobe pro - Experience with creating interactive forms - Knowledge of integrating payment methods - Familiarity with validation, auto-save and email notification features

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    I'm looking for a skilled web developer who can create a modern-styled login page for Glassphorsim using HTML and CSS. Key Requirements: - Design a minimalist, modern-style login page - Implement hover effects on the page I'm open to suggestions for other elements that could enhance the user experience, but please note that specific elements like username and password fields, a 'Remember me' checkbox, or a 'Forgot password' link haven't been decided on yet. Ideal Skills: - Proficient in HTML and CSS - Experience in modern web design - Ability to incorporate user-friendly animations

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    ...from the response or subsequent pages. Provide a reliable method (HTML/JSON parsing) to consistently extract the payment link. Telegram Notifications Integrate with Telegram Bot API. Once the payment link is obtained, immediately send it as a message to a specified Telegram chat or group. Scheduling/Automation Optionally implement a cron job (or similar) to run the reservation process periodically, checking for new available slots or cancellations. User-Friendly Web Interface The user should be able to log in to our custom web interface, store multiple passports, and trigger the booking process easily. Provide clear status messages (e.g., success, error, appointment confirmed, etc.). Preferred Tech Stack: Backend: Python (Requests, Selenium, or equivalent) or Node.js (...

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    I'm searching for a reinforcement learning e...learning expert who can help with classifying objects in satellite images. The main focus will be on identifying vehicles and buildings within these images. Ideal Skills and Experience: - Expertise in reinforcement learning techniques - Experience with image processing and object detection - Familiarity with handling and analyzing satellite images - Proficient in programming languages such as Python, R, or similar - Previous work on related projects will be highly regarded The objective of this project is to create a system that can effectively and accurately classify objects in satellite images. The primary objects of interest are vehicles and buildings. A successful application of reinforcement learning techniques will be key t...

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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

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    Job Title: Required Python/Django Developer to Implement Phase Two of E-Invoicing (ZATCA) Requirements and Integrate the System with External Services Introduction to Phase Two (Phase 2) at ZATCA The Zakat, Tax and Customs Authority (ZATCA) in the Kingdom of Saudi Arabia mandates the following for Phase Two of E-Invoicing: 1. Integration with ZATCA servers to send invoices electronically and verify them. 2. Advanced digital stamping (Cryptographic Stamp) on invoices. 3. More detailed technical specifications (XML/UBL structure, meeting Schematron rules, checking JSON APIs). 4. Processing Authority responses (approval, rejection, error codes) and storing/updating information. We currently have a system (Django/Python) that implements Phase One: generating simplified or ...

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    ...monitoring platform activity and performance. 14. Scalability and Performance: - Ensure the platform is scalable to accommodate growth in user base and service offerings. - Optimize performance for fast loading times and smooth interactions. 15. Technical Specifications: - Preferred technologies include modern web frameworks (React, Angular, or Vue.js) for front-end development and Node.js, Python, or PHP for back-end development. - The platform should be hosted on a cloud service for reliability and scalability. Budget and Timeline: - Please provide your estimated budget and timeline for project completion in your proposal. Provided budget and the timeline will be considered final. Interested developers or teams are invited to submit their proposals, including prev...

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    Hi Minakshi, can you create a html css website for me given this image. I uploaded the file faves.pdf. Please make the hover effects too. Thank you!

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    ...responses in a database (Firestore) with an efficient schema. • Response Parsing: Extract and structure data from ChatGPT responses for further use. • API Endpoint Development: Build or 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: •...

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    ...various skin diseases, specifically utilizing the HAM10000 dataset. The project will culminate in a standalone prediction model, with the primary focus being on maximizing its accuracy. Key Responsibilities: - Develop a CNN model for skin disease detection. - Use the HAM10000 dataset for training and testing. - Deliver a standalone prediction model. Ideal Skills and Experience: - Proficiency in Python and deep learning frameworks such as TensorFlow or PyTorch. - Previous experience in CNN model development. - Familiarity with skin disease datasets. - Strong understanding of model evaluation metrics. - Ability to deliver a high-accuracy prediction model. Please note, while accuracy is the sole performance metric of concern for this project, the model should be capable of bein...

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    Simple and minimalistic e-mail signature with clickable links ( phone, website, tiktok, facebook, instagram) I will provide guidline ( brand book, logo, colours etc. )

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    I'm in need of an experienced Python developer to upgrade an existing Python-based solution that uses Gradio. The solution allows users to perform file uploads, select different AI models, and generate a summary of the uploaded document using a prompt. The summarized response is then saved to a file which is downloadable by the user. Key Responsibilities: - Upgrade the existing codebase to integrate additional AI models, particularly GPT4o and Anthropic, to the system using their respective APIs. note that while I've used PyPDF to extract the text for the Ollama model, I'd like to use OpenAI or Anthropic API with uploading the PDF directly to their services rather than doing the extraction/OCR locally. - Ensure seamless interaction and functionality across al...

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    ...video. Vimeo Upload & Link Tracking Automatically upload generated videos to Vimeo. Save Vimeo video links back to the spreadsheet. Skills Required Web scraping (Google results, email extraction). Browser automation (tools like Puppeteer, Selenium, or Playwright). Video automation (FFmpeg, MoviePy, or similar tools for overlaying videos). API integration (Vimeo uploads). Basic scripting (Python/JavaScript preferred). Deliverables A script/tool that: Generates a spreadsheet with business names, URLs, and emails. Creates videos by combining automated browser activity + your pre-recorded talking-head video. Uploads videos to Vimeo and updates the spreadsheet with links. Simple documentation on how to run the tool....

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    Python project -- 2
    6 days left
    Verified

    We will start with the 2 bugs as we discuddes

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    ...interface is clean, responsive, and intuitive. Output Display: Format and display outputs such as definitions, examples, synonyms, grammar tips, and more. Add interactive features like rerun queries or expand/collapse sections. Integration: Use ChatGPT and deepseek API Connect the UI with the existing backend system to fetch and display data. Requirements: Experience in frontend development (HTML, CSS, PHP, JavaScript, React/Angular/Vue.js, ChatGPT DeepSeek API). Familiarity with responsive design and AI API integrations. Ability to work with minimal guidance and meet deadlines. Deliverables: Customized, functional web interface. Documentation for the updated UI. Timeline: 2-3 weeks for completion. Budget: $XXX, negotiable based on experience. Job complete in parts...

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    I'm seeking a seasoned web developer with extensive front-end experience and a mastery of HTML, CSS, and JavaScript. Your primary task will be to deliver a captivating and responsive homepage that effectively showcases our products and services. Key Responsibilities: - Craft a homepage that showcases our products and services - Implement an image slider for dynamic product display - Design a feature highlights section to emphasize key product attributes Ideal Skills and Experience: - Proficient in HTML, CSS, and JavaScript - Extensive experience in front-end web development - Strong focus on responsive design and user experience - Previous work on product showcase websites would be a plus Your work will be pivotal in helping visitors understand what we offer, and hope...

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    88 bids
    Python project
    9 days left

    We will start with the 2 bugs as we discuddes

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