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    600 fastapi pypi jobs found, pricing in USD

    I have a YOLO v5 detection Python script, and I'm looking to turn it into an API-based web program with FastAPI. The API must support user inputs for 4 Twilio contact numbers and 4 RTSP addresses, and it should display the four video streams in a grid on a single page. Key requirements: - Convert the existing YOLO v5 detection Python script into a FastAPI-based web program. - Implement user input functionality for 4 Twilio contact numbers and 4 RTSP addresses. - Display the video streams in a grid layout on a single webpage. Ideal skills and experience: - Proficiency in Python and experience with YOLO v5 detection. - Strong knowledge of FastAPI for building web APIs. - Previous experience integrating Twilio for messaging. - Familiarity with displaying multiple v...

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    Python and Angular Developers Needed for Small-Scale Project Skills Required: - Proficiency in Python and Angular - Knowledge of Python frameworks such as FastAPI - Experience in front-end development using Angular - Strong understanding of HTML, CSS, and JavaScript Project Scope: - The project is a small-scale application development - It involves creating a web application using Python and Angular - The application will have basic functionality and features Timeline: - The project does not have a specific deadline - The developer can work at their own pace and availability Requirements: - Must have prior experience in Python and Angular development - Ability to work independently and deliver high-quality code - Good communication skills and ability to follow instructions Plea...

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    I'm in need of a professional to assist me in understanding/developing an API using FastAPI and Pydantic. The primary target users of the API will be web developers. Code is written by someone else, but require some help in understanding the workflow.

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    I need to hire an expert to develop a poc (proof of concept) for me with flet + python or flutter. A line graph, a bar graph and a canvas must be...develop a poc (proof of concept) for me with flet + python or flutter. A line graph, a bar graph and a canvas must be made with a background image with 5 variables located in different places on the image, showing new data every 10 seconds The deliverable is the sources installed in Visual Code, publishing and running on an Android cell phone and a website It must be developed with async and fastapi methods, depending on the results we can look at 100% development of the app, but a proof of concept needs to be done before starting the large project. thank you so much Demonstrated experience in dashboard development with flet or flutter...

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    Hello, I saw your profile and I am interested in requesting your support, I need a poc (proof of concept) with flet + python that makes a line graph, a bar graph and a donut graph on an android and on a website It is very important that from my computer I can install the project on an Android mobile that works with async and fastapi methodology, depending on the results we can look at 100% development of the app, but I do need to do a proof of concept before starting the big project. thank you so much

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    ...for a skilled DevOps professional who can help me design and implement a robust CI/CD pipeline for my FastAPI application. The host platform should be Amazon Web Services (AWS) and Microsoft Azure. Key responsibilities include: - Setting up a CI/CD pipeline that is focused on automating the testing and deployment processes. - Ensuring the pipeline is well integrated with Github Actions. - Deploy the FastAPI application on both AWS and Azure. Additional tasks: - Implementing detailed logging and performance metrics for the application. The ideal candidate will possess: - Proven experience in DevOps and CI/CD pipeline design. - Extensive knowledge of AWS and Azure. - Familiarity with FastAPI and proficiency in hosting it on cloud platforms. - Strong experience in i...

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    I faced some issues related to send email on gmail smtp. please check attached file. please ping me who has rich experience in sending email on fastapi using gmail smtp.

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    ...proficient Python developer with expertise in the FastAPI framework to create an API for a small scale project with few users and limited data. Here’s what’s needed: - Comprehensive Database integration: Ensure seamless integration with a non-relational database, specifically MongoDB. - Execute CRUD operations: The API should be capable of executing functions like Create, Read, Update, and Delete within the database. Ideal Skills and Experience: - Proven experience with Python and FastAPI framework. - Experience working with non-relational databases, particularly MongoDB. - Knowledge of CRUD operations and API development. This would be a fantastic fit for someone looking to utilise their skills to drive a small yet critical project. Your acumen in FastA...

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    ...if your backend starts receiving audio over the open websocket connection) then the output stream has to be stopped. For this you will need to design a queueing system or any system that can do this. You need to manage the sequencing, buffering etc to ensure that the system works irrespective of traffic congestion and other conditions. Skills and experience needed: - Proficiency in Python and FastAPI and websocket - min 3 years experience - Proficiency in speech to text and text to speech libraries - min 1 year experience - Experience with real-time audio processing - should have worked with real-time audio on 3 projects at least - Strong background in asynchronous programming and asyncio queues - highly experienced in this - Understanding of concurrency handling in web applicat...

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    I'm seeking an experienced C# developer to port a python webapp app to a C# web app (most likely ASP .NET with RazorPages). There is no database, all the data comes from an existing API. Key Skills & Experience Required: - understanding the fastapi + jinja templates (python based) - Hands-on experience in developing RESTful APIs using C# - simple and clean code - data serialisation The entire app has 100 lines of code + ca 100 lines of HTML template There are 3 buttons and about 6 endpoints Task: GIVEN: A simple webapp in python (fastapi + jinja) RESULT: - A webapp with the same functionality based on C# - it should be easy to understand / clean code - data serialisation as in the python app / template - short documentation (dependencies/install/deploy) ...

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    I have a project that's built using React, FastAPI, ChatGPT, Eleven Labs, and Firebase and hosted on Digital Ocean. The app works well on the frontend, but experiences issues with the backend. The problem is that the backend stops working whenever the terminal shuts down. I'm not sure if I've configured my backend server on Digital Ocean to run as a service or in the background. Key points: - Need troubleshooting to determine and resolve why the backend stops working when the terminal is shut down. - Check if the backend server is set to run as a service or in the background on Digital Ocean. - Ensure the app is fully functional and accessible after deployment. Ideal Candidate: - Proficient in React and FastAPI. - Experienced with deploying applications on D...

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    In this project, I am seeking to find a seasoned Python developer with expertise in the FastAPI framework. Key duties will include: - Developing a web application that can perform CRUD operations. - Implementing a reliable user authentication system. - Integrating the application with external APIs, namely payment gateways like Stripe and Paypal. An ideal candidate has experience working with Python, FastAPI, and payment gateway APIs. They should also have an extensive background in CRUD operations and user authentication systems. If you meet this description, I encourage you to bid. Looking forward to hearing from you.

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    Aplicação feita em FastAPI Erro em questão: CloseCode.ABNORMAL_CLOSURE Estou com problemas na minha aplicação usando FastApi onde que depois de algum tempo de conexão entre o bot e a api e varius usuarios usando a mesma a conexão do bot e simplismente e fechada por motivo nenhum: Log: """ 2023-11-02 03:47:18,593 - [8baf721e-bc97-40ff-9b2e-4bc7e6327c2f]Bot -> An error occurred: CloseCode.ABNORMAL_CLOSURE Traceback (most recent call last): File "/root/api_tecnologiamilionaria/app/", line 171, in bot_endpoint data = await websocket.receive_json() File "/usr/local/lib/python3.10/dist-packages/starlette/", line 133, in receive_json self._raise_on_disconnect(message) File "/us...

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    I'm searching for an experienced React Native developer to assist me in building a mobile app that will operate on both iOS and Android platforms. The app's primary objective is to provide a social networking environment for users. Job Title: React Native Developer Location: Remote About the Role: Join our innovative team as a Frontend Developer Intern, wher...of JavaScript (including ES6+) and TypeScript. * ⁠Experience with React, Node.js and React Native frameworks. * ⁠Good understanding of Tailwind, and Redux. * ⁠Ability to write clean, well-documented code and follow coding standards. * ⁠Eagerness to learn new technologies and frameworks. * ⁠Excellent problem-solving skills and attention to detail. Preferred Qualifications: * Familiarity with FastAPI is an added ...

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    ...the LLM. Key Criteria for Success: Robust technical execution that meets core requirements Modular, extensible architecture for flexibility over time Quality, well-tested code delivered on time Clear, prompt communication throughout project Key Components: Text/file ingestion and vectorization Semantic similarity search in Milvus/SPTAG Local post-hoc model explanations Production-ready Flask/FastAPI UI Documentation and usage guides Document Ingestion (spaCy, Beautiful Soup, PyMuPDF): Scrape/ingest docs, extract text, handle formats Vectorization (Sentence/Doc2Vec): Convert text to distributed representations Vector Database (Milvus, SPTAG): Store/index vectors at scale for retrieval Semantic Search (FAISS): Leverage ANN for related content finding Knowledge Graph (spaCy, Netwo...

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    I need an expert in Ionos Cloud platform to help me deploy a project which mainly requires web server setup. For the deployment, the project would require specific server configurations or software installations on Ionos, including React, FastAPI: - Expertise in Ionos cloud platform - Setup of web server - Software installations for FastAPI and React Ideal freelancers should have extensive experience in cloud deployments, specifically with Ionos, and should be well-versed with web server setup and software installations for FastAPI and React.

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    I am a php developer building api project on python , I need someone to assist me on project

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    ...a startup in stealth mode located in the Bay Area. Our mission is to revolutionize Event management through innovative solutions and cutting-edge technology. **Role Overview**: We are seeking an experienced Backend Developer with strong expertise in FastAPI to join our dynamic team. This individual will be responsible for building and maintaining the server-side logic, ensuring high performance and responsiveness to requests from the frontend. **Key Responsibilities**: 1. Design, build, and maintain efficient, reusable, and reliable FastAPI code. 2. Implementation of security and data protection solutions. 3. Integration with frontend components and third-party services. 4. Define and maintain the database models and schemas using MongoEngine with MongoDB. 5. Optimize ap...

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    I need a Terraform configuration to provision my EC2 resources on AWS. This configuration should allow me to deploy the EC2 instances and also bring-down when needed. Key Requirements: An EC2 instance with Securit...allowed to the instance. A Bastion/jump server for SSH to EC2. EC2 connects to the internet using NAT-gateway. WAF to be integrated with ALB, and ALB only listens on HTTPS. Security groups are restricted with limited access. Allocate and associate an elastic IP to the instance. The EC2 instance will run Ubuntu and serve as application server. I can provide AMI image of the web-app. It is a Python FastAPI/Nginx app. No other service is needed like RDS or S3 etc. Docker or Kubernetes are not needed, and the app is not using any Databases. It is a Single Region Deployment...

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    ...models (LLM) to interact with customers, applying marketing techniques to maximize re-engagement and scheduling. API and Backend: Implementation using FastAPI and SQLAlchemy to ensure rapid and scalable development, with support for containerization via Docker. User Management: A user administration system with hierarchical roles, allowing the master user to manage permissions and access. UI Portal: The portal should show all conversations, rate of interest of individuals. Should have the hability to handle multiple campaings, have a calendar itself. Technologies to be Used: (We can discuss) Frontend and Backend: FastAPI, SQLAlchemy Containerization: Docker AI and Language Models: Development of a LLM model adapted to marketing needs and customer ...

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    I am seeking a full stack developer with FastAPI expertise to create a strategic business management web tool tailored towards small businesses. THIS TOOL IS FOR A PRESENTATION BY ME, THE DEADLINE IS UNTIL SUNDAY (04/08/2024), WE DO NOT NEED VERY COMPLEX LOGICS OR USER AUTHENTICATIONS. Key Functionalities to Develop Vision Submission System: Interface for users to submit detailed descriptions of their business visions. Go-To-Market Plan Analysis: Logic and infrastructure to analyze submitted visions and generate tailored strategic plans. Utilization of Full Stack FastAPI Template () Leverage the existing user authentication (login and registration) provided by the template. Use the template's built-in database and schema designs

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    I'm seeking an experienced Python engineer with strong knowledge in Django and Fastapi to help set up a CI/CD pipeline using AWS for an E-commerce platform. This project involves working with microservice architectures for simplicity and scalability. Due to the nature of this project, strong prior experience in AWS and microservice architecture is highly desirable. Ideal Skills and Experience: *Proficiency in Python, Django and Fastapi * Experience in setting up and maintaining AWS CI/CD pipelines * Extensive knowledge of E-commerce platforms and microservice architectures Please note that the specific functionalities and features for the E-commerce platform are still under consideration, and may be discussed and finalized upon project commencement.

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    I'm in urgent need of a proficient Python developer versed in FastAPI for API development. The main task involves building APIs with a possible consideration for future functionalities which may include data manipulation, integration with external services and user authentication and authorization. Ideal Skills and Experience: - Extensive Python coding experience - Proficient in FastAPI - Experience in building robust APIs - React.js development. Timing: Part time - Long term project.

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    As a client, I'm searching for an experienced developer who can create me an automate...participants. Recordings: - Recording all participants individually and the entire meeting, this includes both visual and audio content. Deployment & Coding: - The bot should be developed using Python and FastAPI. - It should be deployed as a microservice in a docker, with exposed APIs. - The bot should live store the meeting's files in real-time to Azure blob storage. Security Measures: - At least a basic level of security is required for the unique email generation and bot's ability to join meetings. The ideal candidate for this project should have solid experience in Python, FastAPI, Azure, and MS Teams API. Practical experience in bot developing, specifically fo...

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    I need a skilled developer to start a Chrome extension project. Th...fast testing and deployment in the future. This project includes several components: 1. **Backend**: Create a basic python backend using FastAPI. The backend should support encrypted communication. 2. **Chrome Extension**: User can send textual page content to the server to be logged in a database. In the database, text is indexed by user-id and url. 3. **User Authentication**: The extension will use Google sign-in for user authentication. 4. **Deployment**: You will choose a deployment setup which is easy to manage. I don't care about scale. 5. **CI/CD** Ideal candidates should have proven experience with Chrome extension development, Python, FastAPI, various databases, Google sign-in authentica...

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    I'm seeking a seasoned developer to create a Postgres database and FastAPI project. The postgres database will have pgvector embeddings And fastapi will havw standard get post functuins to retrieve data and embeddings and store data in tables. Will share tabe structures And api endpoints to have

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    ...a startup in stealth mode located in the Bay Area. Our mission is to revolutionize Event management through innovative solutions and cutting-edge technology. **Role Overview**: We are seeking an experienced Backend Developer with strong expertise in FastAPI to join our dynamic team. This individual will be responsible for building and maintaining the server-side logic, ensuring high performance and responsiveness to requests from the frontend. **Key Responsibilities**: 1. Design, build, and maintain efficient, reusable, and reliable FastAPI code. 2. Implementation of security and data protection solutions. 3. Integration with frontend components and third-party services. 4. Define and maintain the database models and schemas using MongoEngine with MongoDB. 5. Optimize ap...

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    I am seeking an experienced developer for the creation of a FastAPI backend. This will connect with the WhatsApp API, including a seamless login and logout functionality. Essential elements also include: - Enabling auto-answers - Facilitating group messaging - Managing private messaging - Permitting the sending of files - And, maintaining instances for an indefinite period. Your expertise should ideally be in backend development with prior exposure to FastAPI and the WhatsApp API. You should understand the mechanisms of chat applications and be savvy with file transfer protocols. Experience with maintaining instance states is a must. If you can bring these skills to my project, I'd love to hear from you.

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    Need to develop the Fast API as per the requirement.

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    I am looking for a skilled Backend Developer to work on the development of various modules for my exciting social app. As a Backend Developer, you will primarily focus on designing, implementing, and maintai...Group's, Chat, Notification, Comments, Likes, QR Code, Order/tickets, Payment, Calendar, Promotions, Proposals, Offers, Friend, and Gig's Modules. -Ensure the reliability, security, and performance of backend services. -Develop APIs to support frontend features and integrations. Some Requirements: -Solid experience in backend development with the technologies like , Node.js, MongoDB, FastAPI, PHP, Python, and Django. -Understanding of API development and integration. -Databases. -Social between users -Excellent problem-solving skills and attention to detail for a ...

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    ...our admin panel. The backend will be developed using FastAPI, a high-performance web framework for building APIs with Python, and MongoDB for data storage. Requirements: Expertise in FastAPI and MongoDB is essential. In-depth understanding of RESTful APIs, CRUD operations, and web security best practices. Ability to implement robust security measures to protect against common vulnerabilities such as SQL injection, cross-site scripting (XSS), and cross-site request forgery (CSRF). Experience with user authentication and authorization mechanisms, including token-based authentication and role-based access control (RBAC). Strong communication skills and the ability to collaborate effectively with our team. Deliverables: Develop a FastAPI backend with CRUD endpoints f...

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    I'm looking for a Python pro to create an insightful, in-depth, and highly engaging video tutorial. This should focus exclusively on the Python-based Flet and FastApi libraries with Postgresql. A simple noteapp with the right folder structure... Key Requirements: I would like to understand how to use both technologies with a simple Note Api (restful api) where you can create a note, edit it and erase it and create also a simple registration and login.. My goal is : 1. to learn how to set up the right project structure for big applications that can scale up..(MVC pattern) 2. how to properly create endpoints and connect backend with frontend FRONTEND: note_api_project/ │ ├── api/ │ ├── │ ├── # API routes for handling notes │ └── # Views

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    I have a React Typescript application, and FastAPI backend. I have existing flood dns simulation code. I need a developer that can add the simulation code to my existing application. means I will be able to create new simulation and see progress of existing simulations in my React application.

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    I am looking for a competent developer to integrate into an existing chat application that uses React for the frontend and FastAPI and Python for the backend. This project is compiled inside a Docker container. What I need is real-time messaging functionality, to ensure seamless async messaging. Key Responsibilities: - Incorporate into an already created chat application - Implement real-time messaging, enabling async communication to the frontend Ideal Skills and Experience: - Extensive experience with Python, FastAPI, and - Familiarity with Docker containers - Proficiency in JavaScript, specifically knowledge in React.js would be highly advantageous Note that I am aiming to have this project completed within the next few days, so your prompt response and

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    Python scripts to handle automation within Smartsheet. Scripts will be hosted on server running FastAPI managed by uvicorn. Smartsheet API helper script should handle all API uses, including the creation and management of web hooks. There will eventually be multiple webhooks. For the purpose of this exercise, I just need one example of a web hook created on user saving worksheet, to trigger a script that: 1. Gathers all of the values from a column in a separate sheet 2. Sorts values ascending 3. Updates a dropdown list on the primary sheet. The two sample sheet API keys will be provided. Python Requirements Write Python 3 script that is PEP8 compliant code. When doing web requests, ensure asynchronous functionality as well as bundling jobs. All imports should be at the top of t...

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    I am currently seeking a professional with a strong background in Python and Machine Learning to help debug an issue with our API response time. The specific issue is related to REST API response which is currently running in the 2-digit millisecond range. I am running FastAPI + Uvicorn server setup on EC2 instance. I am using 4 Uvicorn workers and 4 celery workers on 8vCPU Ec2 instance. I am performing very simple task. I get data on post API, schedule background task using celery and return response immediately. For this simple task if I send 40 concurrent request at sec, I get p99 as 600 ms which is very high. It should be within two digit. Can you help me debug this issue ? Key Project Details & Requirements: - Debugging: You'll need experience in debugging machine ...

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    ...landlords with real-time data analytics via a CRM so they can have the full and immediate access to information necessary to optimize rental pricing. We are seeking full-stack development for our MVP. The individual/team be responsible for developing, implementing, and deploying frontend and backend software for an apartment leasing platform. Our contemplated tech stack is + MongoDB + Python/FastAPI. We are using AWS for cloud/web hosting. Key responsibilities include: * Working with UI/UX and product management teams, as well as third-party developers for application integrations, to implement software solutions * Designing client- and server-side architecture * Incorporating dynamic functionality into frontend applications such as user landing pages, a CRM dashboard, prop...

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    I am urgently seeking a skilled developer proficient with FastAPI to refactor certain functions of an LLM web application. The scope of this project hasn't been finalized yet, resulting in ambiguity in which functions require refactoring. However, this will be clarified as we engage further. Key Skills and Experience: - Extensive experience with FastAPI - Strong background in refactoring and improving code efficiency - Familiarity with LLM web applications - Proactive communicator essential due to project ambiguity regarding specific functions to refactor - Available to start immediately and work within a swift time frame.

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    python SageMaker training and deployment for simple given ML model : main challenge is autoscaling you have 7 days to do 1. I do not provide you my AWS account . you develop all on your AWS account 2. Teach me ML project end to end development on SageMaker AWS with autoscaling in production 3. Any python package installed by pip can be used...n-sagemaker-37211d8412f4 FYI fast inference

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    I require a FastAPI solution that identifies the route destination before any actual calls to it occur in order to read the incoming request data. The job requires specific skills in Python and FastAPI. Key responsibilities: - Design and implement a method to identify the route destination before an actual call is made. - Read incoming request data and implement rules based on the route inforation Ideal freelancers would hold: - Strong knowledge and experience in Python and FastAPI. - Experience in request data modification and route-based data handling. - Ability to make informed decisions regarding the identification of irrelevant data.

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    I'm seeking an experienced Python developer knowledgeable in Javascript for the development of a ve...experienced Python developer knowledgeable in Javascript for the development of a versatile chatbot via the Chatgpt API. Features: - Real-time chat, and optimise our scripts for NLP and NLTK analysis ( utilising github repos) - Customizable responses ( for backend scripts to create perfect SEO optimised articles) The design and implementation should be processed via the Flask, Django and FastAPI frameworks. It is vital that the freelancer have prior experience in these areas and can demonstrate a high level of understanding for each framework. The final product must be efficient, stable, and easily maintainable. It's a plus if you have experience developing chatb...

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    I am looking for a developer who is comfortable working with both the front and back end systems, using React and FastAPI respectively. You must have experience deploying projects on IONOS, as my project is ready for deployment there. A database is already set up, so no tasks related to database configuration will be needed. Key skills and experiences include: - Demonstrable experience deploying React and FastAPI projects - In-depth knowledge of IONOS hosting environment - Proficient in both front and back end development - Work with existing databases I look forward to knowledgeable individuals who can make my project live on IONOS with minimal setup difficulties.

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    I need a skilled FastAPI developer who can help integrating my project with MongoDB. Core requirements include: - Significant knowledge and experience in MongoDB integration. - The ability to migrate data from an existing MongoDB database. Having skills in user authentication and creating data input forms would prove advantageous for this task. The chosen freelancer should be meticulous, reliable, and highly competent in MongoDB migration and integration. Experience in working with Pakistan based clients would be a plus. Anticipating a seamless and effective collaboration!

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    I am in immediate need of a skilled ReactJS developer proficient with some knowledge of FastAPI and MongoDB to implement a module in my ongoing project. This module is a crucial addition, encompassing approximately 10-14 pages, including forms that interact directly with our already set up MongoDB database. **Key Requirements:** - **ReactJS Expertise:** You should have extensive experience with ReactJS, capable of translating wireframes into fully-functional, highly-responsive pages. - **FastAPI Knowledge:** A decent understanding of FastAPI is needed, as the backend of our project relies on it. While deep expertise in FastAPI is not a strict requirement, familiarity with its basics for minor tweaks or debugging is essential. - **MongoDB Experience:** Given th...

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    I need a proficient developer to create a FastAPI-based API that will automate my data processing. This system will handle various kinds of school data, offering an efficient, time-saving solution to manual data handling. Key Tasks: - Automating data processing tasks using FastAPI - Handling and managing school-related data Ideal Skills: - Proficient in FastAPI web framework - Experience in data processing automation - Familiarity with handling school-related data.

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    I am on the hunt for a skilled backend developer who is highly experienced in FastAPI. Key Responsibilities: - Proficiency in Python is a must, as we'll be developing using the FastAPI python-based framework. - Coming equipped with knowledge of interfacing MongoDB is also a requirement for the role. - You should have a good understanding and prior experience developing interactive and user-friendly web applications. Ideal Skills and Experience: - Strong expertise in Python programming. - In-depth knowledge of MongoDB as a database choice. - Extensive experience in developing web applications using FastAPI. Strong consideration will be given to candidates who exhibit substantial experience and working knowledge with these specific tools. Looking forward to ...

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    Currently, I’m in need of an experienced AI developer to create an innovative try-on feature for model within Midjourney. - Proficiency in AI development, with a rich portfolio in AI integration projects - Experience with Midjourney, Python, FastAPI, React, , and TailwindCSS - Strong understanding of both web app development and AI feature integration - Proven track record in enhancing user experiences and increasing conversion rates through technological innovation - Excellent problem-solving abilities and detail-oriented focus After fulfilling this initial requirement, there may be additional job opportunities to expand this project further.

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    As a team, we need support on the deployment of an API build on FASTAPI in an app service of azure. It is important to consider that the API needs to be deployed in two different ways: 1) Deployment in azure web app as code 2) Deployment as docker container Important considerations The deploy needs to be connected to Github. Our API is connected to a ML model build in Pytorch, and we have the requirement that the deployment consider that library (and all the other requeried; gunicorn, sqlalchemy, psycopg2-binary, scikit-learn, etc) on the env and the images.

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    I’m on the lookout for an intermediate Full Stack Developer - someone who is proficient in using React and FastAPI. Skills & Experience: - Must have a firm understanding of Python and JavaScript programming. - Experience in crafting creative UI/UX design. - I encourage developers from Pakistan to step forward; having local insight is an added advantage. Besides the technical chops, I appreciate a developer who has the magic touch when it comes to design. Let's create something unique, interactive, and engaging for my audience.

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