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    2,000 python database api jobs found, pricing in USD

    I need a Python script to retrain a MobileBERT model for a Named Entity Recognition (NER) task in Tensorflow. The model should be able to detect specific entities in text queries relating to various types of media files. The ideal freelancer for this project would have a solid understanding of Python, machine learning, NLP, and experience with BERT models. Features of the Python Script: - Process text queries obtained from a CSV file (example CSV attached) - Detect entities such as: - Persons - Places - Events (e.g., weddings) - Dates - Number of individuals visible - Media type (Image, Video, Audio, Text) - Detailed type (Interview, Landscape, Close Up, Group, etc.) - Length - Content - Retraining should be based on a provided CSV file containing ...

    $163 (Avg Bid)
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    19 bids

    I'm looking for a proficient Python developer to create a script that can efficiently scrape active IPs from a text file I will provide. The following specifics are required in this project: - The Skill-set: Strong Python programming skills, experience in IP scraping and working with text files would be an advantage. - Task Details: You need to extract the 'Activity Data' from these IPs. Profound knowledge in network protocols is a must-have. - Output Handling: The activity data extracted should directly be written to a text file. A clear understanding of FileIO operations in Python would be crucial. A successful completion of this project might lead to more future collaborations. I'm looking forward to seeing your proposals.

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    ...proficient in both Xano and Adalo platforms. Here are the specific functionalities to be focused on: Xano: - Database setup: We aim to have a foolproof data structure. - API endpoint creation: For smooth communication and data transfer. - User authentication: To protect user privacy and retain trustworthiness. - UI/UX: Must be user-friendly and intuitive. Adalo: - User interface design: Needs to be visually appealing and easy-to-use. - App navigation setup: To ensure a smooth user journey. - Data integration: Must ensure seamless data sharing and retrieval. Ideal freelancers are those who have proficient experience both in Xano and Adalo with prominent skills in database setup, API endpoint creation, user authentication, UI/UX, app navigation, and data int...

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    I'm looking for an experienced developer to integrate WHMCS API with the AutoVM Product module. The main aim of the project is to enable our clients to manage their services efficiently. Key Requirements: - The ability for clients to create orders. - The ability for clients to view services. - The ability for clients to start/stop/reboot services. - Limited integration with the AutoVM Product module for specific functionalities. Ideal Skills: - Proficient in WHMCS API and AutoVM Product module. - Excellent understanding of creating order functionalities. - Strong experience in service management. - Proven track record of integrating systems. - Familiarity with resource monitoring and email notifications in a hosting environment would be a plus. Please only apply if...

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    I've a custom built application that primarily uses node.js for the backend. My payment gateway is Worldpay for wh...process. However, the issue lies in the processing of the callback response - the current processing is incorrect and needs to be fixed. Key Tasks & Skills: - Debugging: Diagnosing the incorrect processing of the callback response. - API Integration: Expertise in integrating Worldpay's settlement callback correctly. - Node.js: Proficiency in node.js is essential to understand and troubleshoot the existing code. The ideal candidate for this project should have a strong background in node.js, previous experience in Worldpay integration, and a solid understanding of API callbacks. You should be able to quickly identify and resolve the issue with th...

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    I am looking for a database website that serves as a customer form. This form will be used by customers to fill in various fields. Upon submitting the form, they will automatically receive a comprehensive response based on the information they provided. Key Requirements: - The customer form should include fields for Name, Contact information, Address, Location, Product or Service details, Width and Height, Dimensions, and Vertical or Horizontal preference. - The form should have an inbuilt auto-calculation feature that computes the Total cost, based on the area calculated, and any additional amount based on the customer's requirements. Delivery of Reverted Information: - The system should trigger an automated response to the customer. This can be in the form of an Email, a We...

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    ...and Lyft. 1. Mobile App Development: Proficiency in mobile app development platforms such as iOS (Swift) and Android (Java/Kotlin). Experience with cross-platform development frameworks like React Native or Flutter can be beneficial for building apps that work on both iOS and Android. 2. Backend Development: Strong understanding of backend development technologies and frameworks like Node.js, Python (Django/Flask), or Ruby on Rails. Knowledge of databases such as MySQL, PostgreSQL, or MongoDB for storing user data, ride information, and other relevant data. 3. Geolocation and Mapping: Familiarity with geolocation services and APIs for tracking user location and providing real-time navigation. Experience integrating mapping and routing APIs such as Google Maps or Mapbox for dis...

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    I'm looking for an experienced blockchain developer, specifically with a skilled background in Chainlink Oracle Smart Contract development. - The task involves creating a custom Chainlink Oracle Smart Contract tailored to manage financial data feed. - You'll be working with APIs to retrieve financial data on an hourly basis. -...creating a custom Chainlink Oracle Smart Contract tailored to manage financial data feed. - You'll be working with APIs to retrieve financial data on an hourly basis. - Unlike most projects, no calculations are required on the incoming data before returning it. Ideal skills: - Prior experience with Blockchain development - Deep understanding of Chainlink Oracle Smart Contracts - Proficiency in API data management - Knowledge and experi...

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    NEED URGENT AND WILL HIRE NOW I need a seasoned Laravel developer to introduce custom features in my law firm management system. Tasks will range from backend development and API integrations to efficient database management. I am particularly focusing on enriching the user interface design, and advancing client and case management aspects of the system. The improvements I'm envisioning include but are not limited to innovative UI design adaptations and seamless client management solutions. Although the specifics for the required client management functionalities weren't designated, your expert opinion on the undeniable essentials based on your experience with similar projects would be highly valued. Ideal candidates granularly understand Laravel and its best practi...

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    I'm seeking a highly skilled GenAI developer proficient in Python for a content generation project. The primary focus will be on creating image content with the AI. Key Responsibilities: - Utilize Python to generate image content: Given the nature of the project, a deep understanding of Python's capabilities is crucial. You'll be responsible for building algorithms that can create various types of image content. Experience Needed: - Proficiency in Python: Extensive experience with Python is a must. You should be able to demonstrate your ability to create AI algorithms in Python. - GenAI Development: Prior experience in working on AI projects, especially content generation, will be highly valued. Please be ready to present any relevant pro...

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    Hello, I am currently facing a challenge in accessing a specific website, , from my domain or through a proxy. I prefer not to expose my IPs directly to this we...proxy details via private message. The primary objective is to access the site without direct exposure of our IPs. Additionally, the website has a CORS (Cross-Origin Resource Sharing) policy that prevents third-party domains or IPs from accessing it. However, when I configure the proxy settings directly in the browser, it works perfectly. The requirement is to write a script either in Node.js or Python, which should run on port 3000. This setup will allow us to access the site from our own server. If you are capable of implementing this solution, please consider placing a bid for this project. Thank you.

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    ...ideally skilled in React and Laravel, to quickly develop a project titled "React Laravel 401". It's essential that developers understand and can implement the following functionalities: - User Authentication: The project requires a robust user authentication mechanism. - Role-based Access Control: Varying access levels for different roles is a critical component of this project. - API Integration: Proficiency in API integration is imperative to ensure seamless data exchange with other applications. - Interceptor: Though it's not specified what role the interceptor will play in this project, having a prior knowledge of interceptors (Logging, Caching, Error handling) would be advantageous. Quality of work is important, yet a sense of urgency is equal...

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    I have a list of 80 directories that require data extraction. I'm looking for an experienced web scraper who can handle this task using Python, Selenium, Php, Puppeteer (JavaScript) and Node.js.

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    ...Use Figma for project collaboration. - A solid background in E-commerce website development - Experience with Print On Demand integration - Experience with Stripe integration - A quick turnaround time without compromising quality ** REMARKS** Before you apply for the job, could you advise if everything required can be achieved with my basic Shopify subscription plan, including any necessary API integrations? Or it is better to built with other platform Woo-Cormerce, so… I would love to hear from your experience. This is the perfect project for someone who understands the dynamics of a successful E-commerce website and the need for secure, reliable payment systems. If you are passionate about transforming business ideas into a profitable online store, I would love to ...

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    Windows AHK to MacOS scriptà 6 days left
    VERIFIED

    I have a script written in AHK for Windows. I would like this script to be rewritten for MacOS using Python. In order to ensure that the MacOS script is as close as possible to the original Windows script, the sound functionalities need to be replicated exactly. doesnt have to be python if u know something easier and simpler to maintain i dont care Key Skills Needed: - Proficiency in Python - Experience with MacOS scripting - Understanding of AHK (previous experience with this language would be beneficial) - Proficient in sound control within scripting The ideal candidate for this role would be someone who has a good understanding of AHK and Python, and is able to adapt the sound functionality of the AHK script to MacOS, while keeping the original features a...

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    Need small flutterflow app for ios and android made from some templates from the FlutterFlow Marketplace, customize, add some API and Firebase. Need developer with a proven history of working with Flutterflow and and flutter. Help with upload. Send final source. Payment will be made in milestones. Budget is up to $200. Key Requirements: - Develop app for iOS, Android, and Web. - Use of Flutterflow for app creation. - Must have knowledge and experience in multi-platform app development. Desired Skills: - Proficiency in Flutterflow and flutter - Experience in multi-platform app development - Knowledge of user authentication, api's, firebase Please note, flexibility and adaptability will be required as the project progresses, thank you.

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    I need a Python expert who can help me with my assignment. - The assignment is focused on game development, specifically 2D platformers. - Your main task will be creating the game with Python. Ideal candidate should have: - Strong background in Python programming - Prior experience in game development, especially in 2D platformers. - Ability to understand and implement game mechanics. If you have a portfolio or examples of your work, please share them.

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    I'm currently looking for an expert who can design a data scraping script for me. However, I haven't decided on which particular website and kind of data (text content, images, links etc) should be scraped yet. Furthermore, the frequency for data collection hasn't been specified. Ideal Skills and Experience: - Commercial experience with Python or JavaScript - Proficiency in web scraping using tools such as BeautifulSoup, Scrapy, or Selenium - Ability to add flexibility for target URLs, data type, and collection frequency Please note: the project details will be finalized upon discussion. Your recommendations are welcome and appreciated. Only apply if you're comfortable proceeding considering these conditions.

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    The primary function of this project is the integration of Admob, Ionic, and Capacitor. - Bottom Center banner. If the banner is showing main content height 100% - 60px - has a split menu with a header component (toolbar) - the header should comply with the iPhone safe area Angular ~17 Ideal skills for the job: - Deep k...Capacitor. - Bottom Center banner. If the banner is showing main content height 100% - 60px - has a split menu with a header component (toolbar) - the header should comply with the iPhone safe area Angular ~17 Ideal skills for the job: - Deep knowledge of the Angular framework - Expertise in integrating Admob, Ionic, and Capacitor It should work on Android API > 22 It should work on iOS > 13

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    Python Web Scraping Fix 6 days left
    VERIFIED

    My aim is to effectively scrape forum posts from community.st.com. Currently, I have a Python-based web scraping code that requires debugging and optimization as the current JSON output presents inconsistencies. I am in need of a developer with: - Strong Python experience - Proven web scraping skills to optimize and debug data scraping code - Proficiency in handling and troubleshooting JSON data - Familiarity with structure will be a plus As a result, the corrected script should deliver complete and well-structured JSON data of forum posts within community.st.com.

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    I am looking for a Python developer who can help me automate the task of report generation, and upgrade the GUI application. Key Points: - Task Automation: The primary goal is to automate the report generation process. This involves writing Python scripts that will simplify the current manual effort. - GUI Enhancement: The GUI application is currently built in Python and predominantly focuses on user management. I'm looking for someone to enhance the usability and features of this GUI application. Ideal Skills: - Proficient in Python: A deep understanding of Python is essential, as the project involves both automation and GUI enhancement in this language. - Automation Experience: Experience in automating report generation or similar manual tasks i...

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    Looking for a skilled developer proficient in Python, Node.js, Postgresql, and Next.js. The project involves integrating an existing Python bot into a website to automate product data input. Key requirements: -Bot Integration: Seamlessly integrate the Python bot with the website's Node.js backend and frontend. -Automated Data Input: Ensure the bot reliably inputs product-related data, leveraging expertise in Postgresql for database management. -Error Handling: Implement automatic bug reporting in case of data input errors. If you have relevant experience in bot integration and database management, please submit your bid.

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    I'm looking for a proficient Postman develo...an OSLC connection over HTTPS. Postman isn't delivering the expected GET/POST data and, instead, is producing an HTML response. Here are the key responsibilities: - Download j_username and j_password - Send J_security in URL to retrieve data The freelancer should have experience in: - Postman - REST API for data retrieval, manipulation, and authentication & authorization - Red Hat technology stack In your proposal, please include your past work related to Red Hat and REST API along with your detailed project proposal. This project involves manipulating data and managing authentication and authorization, substantial experience in these aspects will be highly appreciated. Your expertise will be instrumental ...

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

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    I have a database that I need to be cleaned up. The main task is to remove duplicate entries. Key Points: - Main Task: The primary goal of the data cleaning project is to remove duplicate entries in the database. - Handling Duplicates: The duplicates should be automatically deleted, not merged or manually reviewed. Ideal Skills & Experience: - Database Management: A strong background in database management is crucial for this task to ensure the data is processed correctly without compromising the database integrity. - Data Cleaning: Experience with data cleaning processes, especially in handling duplicate records, is important. - Automation: The ability to automate the deletion of the duplicates efficiently and accurately is essential. Please bid...

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    I need help installing the Exact Wright Fisher (EWF) software from GitHub on...discrepancy between CMake build operation using MinGW compiler and pip install defaulting to Ninja compiler. Key Requirements: - Troubleshoot and resolve the discrepancy issue between CMake and pip install - Install the EWF software from GitHub onto a Windows 11 device Experience and Skills: - Proficient with Windows 11 - Experience with CMake, MinGW, and pip install - Strong understanding of Python, particularly version 3.9 or newer - Familiarity with installing software from GitHub Ideally, I'd like someone who can quickly identify and resolve the issue, allowing for a smooth installation and configuration of the EWF software on my Windows 11 device. Link: ERROR LOG attached.

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    I'm seeking a skilled developer with expertise in .NET and Angular to take part in my ongoing web development projects. The main goal of the project is to enhance an existing application. Requirements: - Proficiency in .NET for backend development - Strong experience with Angular for frontend development - Excellent understanding of SQL Server and MongoDB databases - Previous work with DevExpress is essential Your responsibilities will include: - Developing APIs using .NET for enhancing the application - Integrating Angular for improving the frontend - Ensuring seamless operation with SQL Server and potentially MongoDB Ideal candidates should have a strong understanding of web development and be able to contribute effectively to enhancing the current state of the application. Th...

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    I urgently require a thorough cleanup of my contact database. The main tasks include: - Verification of the correctness of email addresses - Authenticity check of RUTs - Verification of phone numbers The right candidate for this project should possess excellent attention to detail and experience in database management, particularly in contact cleaning. Familiarity with RUT verification will be highly valued. Please apply only if you can start immediately.

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    I want to integrate my online shop shipping with api from

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    I'm seeking a professional who can create a Windows-compatible software for bulk video messaging on WhatsApp. This tool should enable me to manually add c...designed for seamless operation on this platform. - Contact Management: Users should be able to manually enter contacts into the system, ensuring full control over the recipient list. - Bulk Video Messaging: The software should facilitate instant sending of video messages to multiple contacts on WhatsApp. Ideal Skills: - Proficiency in Windows software development - Extensive experience with WhatsApp API - Strong understanding of video processing and streaming - UI/UX design skills for a user-friendly interface - Ability to implement manual contact entry system - Prior experience in creating similar messaging tools will b...

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    I'm looking for a skilled developer who can enhance the WhatsApp Cloud API to enable the sending of disappearing media (One-time view) with customizable expiration times and auto-deletion after viewing. This project is on an urgent timeline and will involve integration into both iOS and Android platforms. Key requirements: - Modification of WhatsApp Cloud API functionalities to allow for sending one-time view media. - Implementing a feature that allows the sender to set a customizable expiration time for media sent. - Ensuring that the sent media gets automatically deleted after it has been viewed. Your role will be to: - Understand the current functionality and limitations of WhatsApp Cloud API. - Develop custom solutions to enable one-time view media. - Imple...

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    small tasks: I need a professional to integrate Matecat API with my existing Chrome extension so as to calculate word count. The ideal freelancer for this project must have: - Previous experience with API integration - Understanding of JavaScript and Chrome extension development - Knowledge or experience with Matecat would be a major advantage The features I require are: 1. Trigger for Word Count: The word count operation should begin by using the Matecat API. 2. Word Count Results: The results of the word count computation should be displayed as a pop-up on the screen. If you have extensive experience with API integration and feel confident in tackling this project, I invite you to bid.

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    I'm looking for a Kotlin developer with experience in migrating applications from local Realm to MongoDB Realm. The current status of the app is fully developed, and I'm only interested in converting the local Realm database to the MongoDB Realm database, without any additional feature or minor changes. The ideal candidate should: - Be proficient in Kotlin - Have experience with Realm - Have experience with MongoDB Realm - Understand database migration processes and best practices

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    My aim is to effectively scrape forum posts from community.st.com. Currently, I have a Python-based web scraping code that requires debugging and optimization as the current JSON output presents inconsistencies. I am in need of a developer with: - Strong Python experience - Proven web scraping skills to optimize and debug data scraping code - Proficiency in handling and troubleshooting JSON data - Familiarity with structure will be a plus As a result, the corrected script should deliver complete and well-structured JSON data of forum posts within community.st.com.

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    I'm in need of an expert to optimize my WordPress database speed. The current issues I'm facing involve slow loading times and prolonged database queries. The following tasks are essential for fixing the site's speed: - Updating and optimizing plugins: The site is currently slowed down by outdated plugins. An experienced professional should be able to update and optimize these plugins to enhance the site's performance. - Database performance improvement: As my priority lies in improving database performance, the freelancer should focus on database queries and other related optimizations to ensure the site runs smoothly and efficiently. - Site speed score: The ultimate goal is to achieve a site speed score above 95. The hired individua...

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    I'm currently in pursuit of a Python programmer familiar with game development. The project's key focus is on developing an adventure type game with a comprehensive structure of multiple levels. Key Features Required: - You will need to design diverse environments for each level. Skills & Experience: - Strong command of Python - Prior experience in game development, preferably adventure games. - Creativity in game design. - A keen understanding of level design and progression. Your innovative insight would be highly beneficial to the creation of a captivating and challenging game. Plus, you should be able to meet deadlines faithfully and have a knack for detail. I look forward to working collaboratively with you, sharing ideas, and pushing the boundaries o...

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    I'm seeking a talented Python developer to create an action game for a first-year project. Key requirements: - Experience in game development, particularly action games - Proficient in Python coding - Ability to create multilevel gaming structure Your task would involve coding the game platform along with integrating various levels throughout the gameplay. Knowledge and experience in developing action games will be considered a huge plus. Only apply if you feel confident about tackling this challenge within the time frame and can ensure quality code.

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    ...field in Odoo for the initial login check and subsequently deleted for security reasons. We aim to grant portal access to Magento customers without requiring them to receive invitation emails to create a user account. The ideal candidate for this project should possess: Expertise in Magento 1.9 and Odoo 16 CE, with a strong understanding of their respective architectures and APIs. Proficiency in Python programming language, as the solution will involve coding within Odoo's framework. Experience in developing custom modules for Odoo and integrating external systems. Familiarity with password hashing algorithms and encryption methods, particularly those used by Magento. Strong problem-solving skills and the ability to devise efficient and secure solutions. If you have the ne...

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    We are looking for a skilled developer to integrate a Python program with our WordPress site. The program requires user login and forms to feed data, which will then trigger API calls to display output on the site. The main task is to ensure smooth integration between WordPress and the Python program. The project requires the following skills: - WordPress development - Python programming - API integration - User login implementation - Form development and data feeding If you have experience in these areas and can deliver high-quality work within the given timeframe, we would love to hear from you.

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    I have a script written in AHK for Windows. I would like this script to be rewritten for MacOS using Python. In order to ensure that the MacOS script is as close as possible to the original Windows script, the sound functionalities need to be replicated exactly. Key Skills Needed: - Proficiency in Python - Experience with MacOS scripting - Understanding of AHK (previous experience with this language would be beneficial) - Proficient in sound control within scripting The ideal candidate for this role would be someone who has a good understanding of AHK and Python, and is able to adapt the sound functionality of the AHK script to MacOS, while keeping the original features and functions of the script intact. $Numpad2:: If (toggle1) { Send {v up} toggle1:=!toggle1 ; ...

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    ...development, or another related field; a master’s degree is recommended Solid understanding of common programming languages used in AI, such as Python, Java, C++, and R Advanced knowledge of statistical and algorithmic models as well as of fundamental mathematical concepts, such as linear algebra and probability Experience working with large data sets and writing efficient code capable of processing large data streams at speed Familiarity with deep learning and machine learning algorithms and the use of popular AI/ML frameworks Excellent communication skills The ideal candidate will have substantial experience with Python, Java, R programming and API handling. Your main task will be to leverage these languages to develop an AI system centered on image recogni...

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    I'm looking to have a Python API built to generate a multiple-choice question bank for schoolchildren in various subjects (such as Mathematics and English) using AI APIs like ChatGPT. The API should allow for different difficulty levels for the questions. Key Requirements: Development in Python. The API should possess the following functionalities: Input Parameters: a. Users will specify the number of questions needed in one set. b. Users will indicate the topic of the questions. For example, if they want a question bank on Mathematics focusing on BODMAS, they will provide keywords like "BODMAS." Users can provide multiple keywords such as "BODMAS," "Ratio," "Percentage," etc. Similarly, for English, keyword...

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    I'm in need of a Python developer to build a real-time stock trading application. The application should specifically focus on: - Real-time data streaming: The application should be able to fetch and process stock market data in real-time. - Trading algorithm implementation: I'll need you to implement trading algorithms within the application to automate trading decisions. The platform's API integration required for this application is Zerodha's API. Ideal skills for this project include proficiency in Python, experience with real-time data streaming, and a strong understanding of stock trading and algorithms. Prior experience with Zerodha's API is a plus.

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    My company is undertaking a project to sell mobile phones to FoodPanda merchants via a 24-month subscription plan. I am using Zoho CRM Contacts module to capture all merchant information, including payments and delivery details. For most of the integrations with other common apps I am using Zoho Flow. As part of the payments, I am using Curlec by Razorpay (Curlec) to collect once off payment (for full upfront for hardware) as well as recurring payments (monthly data connectivity) via direct debit. Curlec obviously is not in the list of supported apps in Zoho Flow but they do have APIs. I want to be able to: 1) Push information to Curlec's direct debit authorization form (so the merchants don't have to key in the details again) such as merchant name, bank name, bank number, etc. ...

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    I'm having issues with my Helios 2 program, which is written in Python. The primary problem is that it's producing incorrect output. Key Project Details: - Program Type: The codebase is for Helios 2. - Language: The program is coded in Python. - Issue: The primary concern is with the output being incorrect. I need a professional who is adept at debugging in Python to identify the root cause of the problem and subsequently correct it. The ideal freelancer for this job must have: - Extensive experience in Python programming - Strong background in software debugging - Previous experience with large codebases - An understanding of the Helios 2 program or the ability to quickly learn and understand it.

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    I'm looking for an experienced DevOps engineer who can handle the tasks of continuous integration and deployment for my Python-based project. Key Responsibilities: - Implementing and maintaining the CI/CD pipelines - Ensuring the smooth and efficient flow of code from development to production - Addressing any issues that may arise in the deployment process - Suggesting and implementing best practices for CI/CD in Python projects The ideal candidate should have: - Proven experience in implementing CI/CD pipelines for Python projects - Strong understanding of infrastructure as code and automation - Proficiency in tools like Jenkins, GitLab CI, or similar - Good knowledge of containerization technologies like Docker - Familiarity with cloud platforms like AWS or ...

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    I'm looking for someone who is familiar with Infomir Stalker Portal, specifically Ministra. I need an API in PHP that can retrieve user status, change status after receiving payment, and update expiration dates. Please only reach out if you're proficient in PHP, IPTV, and Stalker Portal.

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    I'm currently encountering connectivity issues with my existing Azure Virtual Networks specifically with connecting to the MySQL database. I have a main Vnet with my mysql database in there. I have a virtual machine in there too which can connect to the database I have a second vnet which is peered to the main vnet. I have a virtual machine in this vnet too. It can talk to the virtual machine in the main vnet, but cannot connect to the database. I need it to be able to, and I cannot figure out why. You can tell me how to do it and I can test, this doesn’t need to be a long project!

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    There are basic functions created, if you contact me I will explain what is missing My project involves interacting with an API (specifically Yahoo Finance) to collect information about stocks or mutual funds. I use the venv environment along with Python to accomplish this task. Subsequently, the goal is to display this data on the screen using React. The application will have a search function that will allow users to access a large amount of information. Additionally, there will be a section where users can enter multiple stocks for comparison purposes. The program will analyze these inputs to determine the best investment option. Additionally, the app includes several display options, such as graphs, to display these comparisons effectively. Additionally, I intend to inc...

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