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    2,000 python simple web browser jobs found, pricing in CAD
    Browser Extension Developer 2 days left
    VERIFIED

    This price is only to post this project. Price will be discussed after providing full requirements. I need a browser extension developer for Chrome and Firefox for long term. I have so many projects in my mind to start. So, I am looking for developer for long term. Key Requirements: - Development of a Browser extension for Chrome and Firefox - Primary function should be automation, scraping etc.. - More details will be provided to the selected Freelancer. New freelancer who have expertise in this skills can also apply and they will get the opportunity to work in a long term project and they will get good reviews to boost their profiles. Thanks.

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    hi There, We are looking for a developer with substantial expertise in Text-to-Speech (TTS) technology, and AI. Our project involves creating a Text-to-Speech and Translate and replace Audio Line solution for the Kurdish language. *****About Our Tool***** We Build a Tool that have as Frontend WPF and as Backend Python and Django and as DB is MongoDB The Tool is ready to use and u will get access when we Start ****How we will Work*** We have Server that have enough resources that will help u to work on the Tool We will create a RDS Access for u where u can access to the System and Start ur work using our Server "VMWARE" ****What is your Work***** Coz u dont speak our kurdish Language we must train the tool by our self, thats mean u have to do Adjustments in the Tool ...

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    Basically we are dealers in computers and cctv cameras I am looking for a website, only one messaging bar center of website once client sent message from that message, the same I have to receive on my whatsapp message and then we can continue chat in whatsapp only, basiclly I want my clients to forward to whatsapp chat and a nice bakcground image of all computers parts and cctv parts image One logo of my company name with images of computers brand

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    I'm in need of a skilled and experienced games programmer to help me create a mobile game with a strategy genre. The ideal candidate for this project should have the following qualifications: - Proficiency in C++, Java, and Python, as these are the languages I'm familiar with and would like to use for this project - A proven track record in developing mobile games, with a preference for strategy games - Strong understanding of game design principles and mechanics - Ability to work collaboratively, take direction, and provide valuable insight and feedback - Excellent problem-solving skills and a keen eye for detail If you have the necessary skills and are passionate about creating engaging, high-quality mobile games, I'd love to hear from you. Please provide examples...

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    Looking for a Python & Active Directory Expert to create a script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, group policy etc. and export to a MS Excel File. More information attached.

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    I'm seeking a Junior AI Oracle Developer to assist with market trend analysis in the cryptocurrency space. The primary focus for this project is Python. Key Responsibilities: - Utilize Python to create AI-driven models for market trend analysis in the cryptocurrency sector. - Conduct in-depth research and data analysis to inform these models. - Regularly report on market trends based on AI insights. Ideal Candidate: - 1-2 years of experience in AI and Python. - Strong understanding of market analysis and trends, particularly within the cryptocurrency sector. - Prior work with Solidity, TensorFlow, PyTorch, or Keras would be beneficial but not essential. - Ability to adapt and learn quickly in a fast-paced environment. Please be prepared to share examples of yo...

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    I need a desktop application that can be run on Windows machines over a local area network (LAN). The primary function of the application will be to gather specific details about the computers on the network. Key Features: - The application should collect and store information such as MAC add...network. Key Features: - The application should collect and store information such as MAC address, IP address, and disk serial number. - The user should be able to enter a computer name to retrieve and store the relevant details in a dedicated file named ''. Ideal Candidate: - Proficient in Python - Experience in developing desktop applications for Windows - Knowledge of networking concepts and system information retrieval - Familiarity with data storage and file handling in P...

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    I'm in search of a mid-level Python developer with prior experience in building WhatsApp Flow APIs, specifically focusing on data processing and exchange features. Key Responsibilities: - Building a WhatsApp Flow API: The primary task will be to develop a WhatsApp Flow API from the ground up. The API should be capable of processing and exchanging data effectively. - Implementing Data Processing and Exchange Features: A key requirement of this project is the ability to process and exchange data efficiently. Ideal candidates will have a track record of integrating such features into APIs. - Deploying on an On-Premises Server: The final product needs to be deployed on an on-premises server. This means the developer should have experience with, or be willing to learn, on-premises ...

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    ...Probabilistic Diffusion Models for seismic inversion work. Implementation phase is the key focus. Key Requirements and Deliverables: - Proficiency in Python is a must. You'll be responsible for implementing the model using this language. - Expertise in Score-Based and Probabilistic Diffusion Models, particularly in the context of seismic inversion. Ideal Skills: - Strong programming skills, particularly with Python. - Ability to work through implementation challenges independently. - Prior experience with seismic inversion / inverse problem projects is a plus but not required. If you're an expert in these models and have the necessary Python skills, I'm looking forward to hearing from you. This is the code we want to implement: take a look at i...

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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 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 is valued

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    ...subsequently provide a sound alert to notify me. Key Details: - The program needs to be fast to cater for frequent changes in millisecond time-frames. - I don't have a preference for a programming language. Python, Java, and C++ are all acceptable. - At this stage, I'm unsure which order flow software I'll be using. Therefore, the program needs to be built with adaptability in mind to synchronize smoothly with any potential order flow software. - A sound alert should be triggered whenever a three-digit number pops up. Ideal Skills and Experience: - Proficient in programming languages (especially Python, Java, C++) - Experience in developing real-time monitoring software - Understanding of trading platforms and order flow software - Excellent problem-solv...

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    I am looking for a talented Photoshop / Illustrator designer who can create a very simple design for me. The purpose, specific elements or components, and preferred color scheme are determined. This project is perfect for a designer who can take a basic idea and turn it into a visually appealing design. SKILLS: - Proficiency in Photoshop and Illustrator - Creative and good eye for design - Ability to work and complete this in the next hour

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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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    I need a Python programmer to create automation scripts that streamline our workflow. The primary goal of these scripts will be to automate our processes for both our database and cloud storage systems. Key responsibilities include: - Understanding our current workflow processes - Developing Python scripts to automate these processes, primarily focusing on streamlining database and cloud storage tasks - Implementing the scripts and ensuring they work seamlessly to automate our workflow Ideal skills and experience for this job include: - Proficiency in Python programming - Experience with automation scripts development - Knowledge of database management - Familiarity with cloud storage systems - Strong analytical skills Your successful completion of this project co...

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    ...urgent need of an experienced web developer to create a simple interactive website. The site should be designed in a modern and simple style, with a consistent colour scheme (i will tell you what colours). The main features of the website should include a login, sign-up, and user profile functionality and a unique feature which is the map using Google API. The website is about exploring castles in Edinburgh, England with the core feature being an interactive map, where users can click on castle names/icon and a pop up of a castle image will show up on the map. They can also save castles to favourites. Key Expectations: - Create a modern, interactive website - Use HTML, CSS, and JavaScript with any UI framework or JS library of your choice - Implement a simpl...

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    I have a developed automated strategy in Python that I would like to setup in Interactive Brokers' TWS platform. I'm looking for an expert programmer who can help with the following: - Setting up the automated strategy in Interactive Brokers' TWS platform - Troubleshooting, testing, and ensuring the strategy works efficiently and error-free - Providing guidance on managing and monitoring the automated strategy in TWS Ideal skills and experience for this job include: - Expertise in Interactive Brokers TWS platform - Proficiency in Python programming - Strong understanding of automated trading strategies and how they can be implemented in a live trading environment

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    Looking for an android developer Java,Kotlin,JSP, Servlets, MQ series, Hibernate, Python, Microservices, Swings, WebSphere-Portals, HTML5, Bootstrap, JavaScript, Bigdata, Linux Frameworks Android Mobile App Development, Spring boot, Struts, Hadoop This will be ongoing

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    ...and functionality of my automobile website. Your responsibilities will include creating and executing test cases, and documenting any issues encountered during the testing process. Key Responsibilities: - Creating comprehensive test cases to cover all necessary aspects of the website - Executing these test cases efficiently - Thoroughly documenting any issues found during the testing process Browser & Device Compatibility: You will be required to test the automobile website on the Chrome and Safari browsers. Please ensure that the website is fully functional and visually appealing on these platforms. Ideal Skills and Experience: - Prior experience in manual testing, especially in the domain of e-commerce or automobile websites - Proficiency in creating and executing test c...

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    I'm in search of a professional Python developer with deep understanding in machine learning to assist with a project. Here's what you should know: - Unfortunately, I did not specify which machine learning tasks I needed support with, but your extensive knowledge in the field should enable you to adapt and adjust as necessary. - I'll require a machine learning source code that can be readily integrated into a project. The final outcome would be a robust, versatile source code that is free of bugs and scalability issues. - The entire source code base should be scripted in Python. If you are proficient in Python and have comprehensive experience in coding machine learning algorithms, you could be a perfect fit for this project. Please only send bids if ...

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    I need an expert in Python web scraping to help me extract specific data from a website. - The website I need data from will be disclosed once the project is awarded. - I have a specific list of data points I need extracted. - The frequency of updates for this data is not set yet. Ideal skills: - Proficiency in web scraping with Python - Experience in extracting data from dynamic websites - Ability to follow instructions and deliver precise data outputs - Good communication skills for potential project extensions and updates

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    I need an expert in Python web scraping to help me extract specific data from a website. - The website I need data from will be disclosed once the project is awarded. - I have a specific list of data points I need extracted. - The frequency of updates for this data is not set yet. Ideal skills: - Proficiency in web scraping with Python - Experience in extracting data from dynamic websites - Ability to follow instructions and deliver precise data outputs - Good communication skills for potential project extensions and updates

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    Python & ML Developer Needed 2 days left
    VERIFIED

    I'm looking for a talented Python & ML developer to collaborate on an exciting project. There are 2 Tasks 1 issues need to fix - which i will share with selected candidates

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    I am in need of a seasoned Python AI/ML developer who specializes in Natural Language Processing, specifically focusing on Text Classification. The task is complex and requires a high level of skill and understanding of AI/ML algorithms. Ideal Skills: - Proficient in Python - Strong experience with AI/ML - Expertise in Natural Language Processing - Track record of successful text classification projects - High attention to detail The successful candidate will deliver a robust and accurate Python AI/ML code that can effectively classify text materials. The developed software should accurately sort and classify written content according to specified categories. This could lead to further similar work for the right candidate. Your previous work experience in similar pr...

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    I need assistance in setting up my Home Assistant system and integrating special features from the TickTick API. This project main task: - TickTick API Integration: The key functionality I require from TickTick involves task creation and completion, as well as task and list management. This should be done with the python library for tick tick and be installable via the hacs store and setup with the authentication Workflow oder the UI of home assistant Ideal skills for this project include proficiency in API integration, practical experience with Home Assistant, and an understand of to do lists like TickTick. Having these skills, you can rightfully tailor the solution to match my specific needs.

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    Python Web scraping 2 days left
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    I'm in immediate need of a Python expert to help me scrape data from website. This is a time-sensitive project, so I'm looking for someone who can start on it right away and deliver quick results. Key Requirements: - Proficient in Python programming - Experienced in web scraping, particularly extracting text content - Able to work quickly and efficiently without compromising data accuracy - Good communication skills to keep me updated on progress - Capable of starting immediately Please share your relevant experience and how you plan to approach this task. The sooner you can deliver, the better.

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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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    Apache Kafka Developer Needed 2 days left
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    ...script that acts as the central controller for the messaging system. Implement functionality to bulk-review messages in the queues every 10 minutes. Design and implement filtering logic to identify and remove unnecessary messages based on predefined criteria. Coordinate the distribution of messages to worker scripts for further processing. Worker Script Development: Develop worker scripts in Python to process messages received from the master script. Implement the necessary logic to handle and process messages efficiently. Ensure proper error handling and logging mechanisms are in place. Optimize the worker scripts for performance and scalability. Integration and Testing: Integrate the master script, worker scripts, and Apache Kafka setup to create a cohesive distributed mess...

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    I'm in need of a seasoned professio...page load speed: Ensure the site runs faster with optimized codes that guarantee speed and superior performance. - Mobile Optimization: With a considerable amount of traffic coming from mobile users, the site should be seamlessly responsive on all device types. Ideal Skills: - Proven experience in Wordpress development and design upgrade - A strong understanding of UI, cross-browser compatibility, and general web functions. - Proven application of speed optimizing tactics. - Proficiency in responsive design for different devices. - Knowledge of the B2C market segment is a strong plus. The ideal candidate should possess a combination of these skills and should be ready to kick off as soon as possible. Your job is to make my Wordp...

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    I need a python software that can find emails from LinkedIn Sales Navigator URLs. The emails need to be in Excel format. What I Need in Excel: - Name of the person - Email - Location - Designation Procedure: - I shall enter sales navigator ulr where multiple leads in pagination format displayes. - Software will pick each person url and find out his email (personal/professional) - Add that record along with above fields in excel sheet. Make sure software must not stuck, and i shall clear the payment after testing couple of days. Ideal Skills: - Proficiency in Python. - Experience in web scraping, particularly with LinkedIn URLs. - Familiarity with data manipulation in Excel files. This project is ideal for someone with a strong background in Python and we...

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    I'm seeking a professional to assist with integrating my python scraping script output to my personal WordPress site in real-time. Key Requirements: - The integration should be real-time and without the need for page refresh - The current output of the python script is a CSV file, but can be Json or another Ideal Freelancer: - Proficient in Python and WordPress - Experience with real-time data integration - Familiarity with data formats (CSV, JSON, etc.) - Excellent communication skills to deliver a seamless solution Looking forward to working together.

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    ...app or separate apps for iOS and Android. Your insights and expertise in this regard will be greatly appreciated. - The primary function of the app is to load a specific website URL. In addition to this, the app should have a menu at the bottom of the screen with 5 specific links that will be provided. - The website URL should be loaded within the webapp itself, rather than opening in a separate browser. - The app should be user-friendly, responsive, and optimized for both iOS and Android platforms. Ideal Skills and Experience: - Proficiency in app development for both iOS and Android - Previous experience with webapp development - Understanding of hybrid app development - Knowledge of user-friendly design and user experience - Ability to optimize apps for iOS and Android platfo...

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    I am looking for an experienced C++/Python developer to integrate the Interactive Brokers Web API into the Hummingbot () ecosystem. Key tasks include: - Installing and operating the Hummingbot ecosystem. - Implementing real-time market data and brokerage services features from the Interactive Brokers Web API. - Ensuring compatibility with an existing Interactive Brokers account. This project requires strong knowledge in C++ and Python, a proven understanding of APIs and solid experience working with fintech platforms. A successful freelancer in this role will have experience with both Interactive Brokers and the Hummingbot ecosystem. With this groundwork in place, integration should be a seamless process.

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    You need to solve a series of simple logical tests. For instance, do you know the difference between AND, OR, NOT Boolean logic? We will have a video interview to test your logical thinking ability. When you bid, write your answer to the following basic logic question. If your bid does not include the simple answer, your bid will not be considered What is the difference between NOT(year==2023 AND quarter==1) and NOT(year==2023) AND NOT(quarter==1) ?

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    I'm in search of a skilled Python programmer to create a Python script that's focused on data manipulation, automation, and user interaction. Key Requirements: - The script should primarily function outside of a website, as a standalone application. - It should be capable of manipulating data, performing automated tasks, and engaging with users in a user-friendly way. Ideal Skills and Experience: - Strong proficiency in Python is a must. - Previous experience in creating standalone applications that involve data manipulation, automation, and user interaction.

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    I'm in need of a skilled programmer to develop a script that can serve as both a Man-in-the-Middle (MITM) and a Reverse Proxy tool. The primary goal of this sc...certain network restrictions. Key Project Requirements: - The script should be compatible with Windows, MacOS, and Linux. - It should effectively intercept network traffic and support the following network protocols: HTTP, HTTPS, and TCP. - The script should also have the capability to act as a Reverse Proxy tool when needed. Ideal Skills and Experience: - Proficiency in programming languages like Python, C++, or Java. - Experience in developing network security tools or reverse proxy systems. - Knowledge of network protocols and their interactions. Please, only bid on this project if you have the necessary skills ...

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    ...complex project that combines a Python Flask backend and React in Electron. The project runs perfectly when I execute it within Visual Studio, but once I package it with Electron Builder, the resulting exe file fails to work. I have already checked the dependencies and configurations, so the issue is likely related to pathing problems or misconfigurations within the Electron Builder process. I'm seeking a skilled freelancer who can assist me in identifying and resolving the cause of this problem. Key Points: - The project is based on Python Flask back-end and React front-end - Electron Builder is used for packaging the Electron app - The problem likely lies within the packaging process and not the code itself Ideal Freelancer Skills: - Proficiency in Python...

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    I'm looking for someone proficient in Python to convert a PDF file into a JSON format. 4 PDF and 2 excel. Ideal skills and expertise to complete this project include: - Proficiency in Python programming - Experience with PDF parsing - Knowledge of JSON formatting and structuring The project involves extracting and transforming data from a PDF file into a structured JSON format. If you're confident in your Python abilities and have experience working with PDFs and JSON, I'd love to hear from you.

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    We are seeking a skilled developer to create an automated process for extracting data f... Requirements: - Develop a tool or API endpoint for extracting data from PDF files located at given extracted PDF table data into JSON format. - Handle various PDF formats with different column structures. - Preferred tech stack: PHP (Laravel), Node.js, or Python. - Ensure robust error handling and logging. Deliverables: - Source code for the tool/API. - Documentation on how to use the tool/API. - Examples of extracted JSON data from different PDF formats. Please provide your previous experience with similar projects and your proposed approach for this task.

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    I'm looking for a skilled developer to create a bot for automated trading on the Coinbase platform. Key Requirements: - Fluency in Python and JavaScript: These are the essential languages for this project. - Experience with trading platforms is a plus, but not a must. - Understanding of automated trading: The bot should be able to perform automated trading on Coinbase. - Knowledge of Portfolio Management: The bot will also need to effectively manage a portfolio. - Familiarity with the candle shadow method: This is a specific trading strategy and your proficiency in it will be highly valued. Feel free to include any relevant previous work in your bid, and let me know how you plan to approach this project.

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    ...design to serve as a primary source of information for my business. Key Requirements: - The site's primary goal is to inform and engage business professionals. It should have a clean, modern feel that appeals to this audience. - The design should be visually appealing and easy to navigate, prioritizing user experience. - The design should follow our brand book. - Mobile Responsiveness and Cross-Browser Compatibility. - Great performance and accessibility. - SEO setup including On-site SEO optimization for better search engine visibility. SEO-friendly URL structure, meta tags and description, and content optimization. Integration with SEO plugins like Yoast SEO for ongoing optimization. - Social Media Integration. - Analytics Integration. - Blog Setup. -Contact Form and Lead...

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    I am in need of a Python developer with a focus on automation scripting. The primary task involves the creation of an algorithmic trading script with a specific functionality, particularly: - Automated Trading Execution: The script should be capable of executing trades automatically, given the parameters I set. Ideal candidates possess extensive experience in Python development, preferably in the field of financial algorithmic trading. Informative knowledge of trading principles and hands-on experience in script development are highly desirable. I'm looking forward to hearing from passionate individuals who are eager to take on this exciting challenge.

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    ??? ?????: ????? ?????? ????????? (????-????, ??????) Salary: up to 4000$ USD/month The ideal candidate will have a passion for algorithmic trading ...must) Familiarity with the full development life cycle (preferably using the agile process), including automated testing and building • Experience with version control and continuous integration tools such as GitHub/GitLab • Knowledge of third-party libraries and APIs • Proficiency in building enterprise web solutions using the MERN stack • Strong proficiency in HTML, CSS, JavaScript, and JavaScript frameworks like Dart, React, and Node • Experience with server-side languages such as Python, PHP, and C# • Knowledge of databases such as MySQL, NoSQL, and GraphQL Ability to accurately forecast and co...

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    I'm looking for a skilled web developer to help me create a straightforward website with just two pages. This website will mainly focus on a rent payment functionality. Key Features: - Only 2 pages: Homepage and Rent Payment Page. - The homepage will be minimal, showcasing only a brief introduction and a clear call-to-action leading to the rent payment page. - Rent Payment Page: This is the core of the website, where tenants can easily submit their rent payments. The rent payment should be simple and user-friendly. Functionality: - The payment process should be direct and hassle-free. - I want the payments to go directly to my personal account. Ideal Skills: - Proficient in web development with experience in building simple, yet functional websites. ...

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    As a passionate sports enthusiast and a data-driven individual, I am seeking an expert in Python with experience in Autogluon. The primary goal of this project is to predict specific MLB and NBA statistics in order to optimize lineups for Daily Fantasy Sports on DraftKings and FanDuel. Key Aspects to Consider: - The project revolves around predicting performance metrics for MLB and NBA players. An ideal candidate will have an understanding of the relevant statistical data in these sports. - Experience with Autogluon is crucial as it will aid in streamlining the process of creating accurate predictions based on the provided data. - The end goal is to utilize these predictions to optimize lineups for Daily Fantasy Sports. This requires a strong grasp of the rules and structures of bo...

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    I'm looking to develop a public blog website, primarily aimed at sharing information and ideas. I would like the site to have a professional and corporate feel, with user interaction that involves commenting on posts, sharing posts on social media, and subscribing to a newsletter. The ideal candidate should have experience in: - Developing clean and professional blog websites using Python web framework and JavaScript (library D3.js, Seaborn) - Integrating seamless user interaction features - Implementing newsletter subscription functionality - Designing for a professional and corporate aesthetic - Social Media Integration: Social media sharing and integration tools are essential for this project. - SEO Friendly: The website should be optimized for search engines to inc...

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    I require a skilled Python programmer to craft a script that would allow me to login into my account on and download all the videos stored there. The details are as follows: - The operating system this script will be running on is Windows - The script should also classify the downloaded videos into different folders on my PC, labeled according to the team name each video corresponds with. - The hired freelancer may have to study Veo's UI for this purpose. - I'd need this task completed ASAP. Ideal skills and experience: - Previous experience with Web Scraping and handling Video files - Extensive knowledge of Python with specific experience writing scripts - Understanding of Video download and organization, preferably with the Veo platform - Quick execution...

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    ...working as expected. This issue is hindering the functionality of my application, so I need it to be fixed as soon as possible. The issue might be due to an error in the route's implementation, or possibly in how it's interacting with the database. I need a skilled Python and Flask developer with experience in troubleshooting and fixing such issues to identify the problem and implement the necessary changes to get the route working as intended. The ideal freelancer for this project should have: - Strong proficiency in Python and Flask and html - Experience in debugging and troubleshooting Flask applications This project has no specific deadline, but the sooner the issue is resolved, the better. Please provide an estimate of how long you think it will take to ...

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    I'm lo...challenges, in various categories. I need someone who can tackle challenges in Web Exploitation, Binary Exploitation, Cryptography, as well as other categories like web, forensics, osint, and more. Key Responsibilities: - Solve advanced level CTF challenges in multiple categories Ideal Skills and Experience: - Extensive experience with CTF challenges - Proficiency in solving challenges in Web Exploitation, Binary Exploitation, Cryptography, web, forensics, osint, etc. - Proven track record of solving advanced level CTF challenges - An understanding of security concepts Please note that the specific programming languages or platforms to be used in solving the challenges are not specified, but your background in Python, Java, C++, Ruby, ...

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    I'm seeking the expertise of a seasoned developer to create a customized chat functionality for a project I'm...will be a significant advantage. - Media Sharing: The chat interface should be modern and dynamic, capable of handling in-message media sharing. This means users should be able to share images, videos, and other rich media content within the chat conversation seamlessly. If you've designed such interfaces before, you're the person I'm looking for! Skills such as Java, Python, or PHP are desirable. Exceptional knowledge of web sockets is a must for real-time chat functionalities. An understanding of user experience is also essential, as the platform must be user-friendly. I'm open to suggestions on how to make this project a success, ...

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    Simple 3D Model of a Dog 1 day left
    VERIFIED

    I'm in need of a 3D model of a grey pitbull dog. It's going to be a simple, low detail model for 3D printing purposes. Ideal skills and experience for the job: - Proficiency in 3D modeling, particularly in creating basic shapes and features. - Experience with creating models for 3D printing is a plus. - Understanding of dog anatomy or willingness to research to ensure the model's accuracy.

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