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    2,000 sqlalchemy python web งานที่พบ, การเสนอราคา USD
    Sudoku Solver หมดเขตแล้ว left

    เขียนโปรเเกรม Sudoku ที่สามารถเเก้โจทย์ Sudoku ที่ user inputโดยไม่ใช้ library ที่เกี่ยวกับ constraint(CLD(FD) library) เขียนโดย backtracking เเละเชื่อมกับ UI โดยใช้ python

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    Modelling, Simulation and Optimisation -- 2 หมดเขตแล้ว left

    สวัสดีค่ะ ไม่ทราบว่ารับทำโปรเจคทางด้าน Modelling, Simulation and Optimisation ใช้ python code ค่ะ

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    Modelling, Simulation and Optimisation หมดเขตแล้ว left

    สวัสดีค่ะ ไม่ทราบว่ารับทำโปรเจคทางด้าน Modelling, Simulation and Optimisation ใช้ python code ค่ะ

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    Data Mining หมดเขตแล้ว left

    สวัสดีค่ะ รบกวนสอบถามหน่อยนะคะ พอดีจะให้ช่วยวิเคราะห์งานเพิ่มเติมหน่อยนะคะ แต่ทำในส่วน code python ไปบ้างแล้วนะคะ

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    I'm new to running projects from GitHub and need assistance. It’s a software application written in Python that I'm wrestling with. - Expert Required: The freelancer must proficiently understand Python and have extensive experience with pulling and running projects from GitHub. - Specific Tasks: Help me understand the process of running GitHub projects. The ideal freelancer will guide me through setup, installation, and execution. - Desired Experience: Experience in software development, programming in Python, and utilising GitHub effectively is key for this task. Your input will be greatly valued. Your ability to explain complex technical terms in layman's language is crucial for this job.

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    Chatbot Development with Mistral, RAGs, DPO 6 วัน left
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    I am looking for a developer to create a chatb...conversationally engaging bots. - Familiarity with conversational AI: Understanding of how conversational AI can be leveraged for improving user engagement is essential. - Ability to deploy within a script: I plan to deploy the chatbot within the same script, so the developer should be able to work within this constraint. Ideal Skills: - Strong knowledge of Python: Since the chatbot will be deployed within a script, a strong grasp of Python is crucial. - Excellent communication skills: The goal of the chatbot is to engage users in conversation, so the developer should be able to create engaging and natural dialogue. If you have experience with the specified technologies and a strong portfolio of chatbot development, I'd ...

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    ...preferences. The dashboard will feature an AI-driven recommendation system that not only presents news articles but also provides analytical insights into trending topics and sentiment analysis of news content. Objectives: Main Goal: Develop a web application that personalizes news content for users based on their reading habits and preferences. Secondary Goals: Implement data visualization features to display trends and sentiment analysis of news articles. Minimum Requirements: Content Aggregator: Develop a system that pulls news data from various APIs or web scraping. User Profile Management: Create functionality for users to register, login, and specify their interests and preferences. Recommendation Engine: Implement a machine learning model to analyze user behavior ...

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    Multi-Social Media Video Uploader 6 วัน left
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    I'm looking for a Python app that can simplify the process of video uploading across several social media platforms. The app should seamlessly upload videos to Facebook, Instagram, Twitter, TikTok, YouTube, and LinkedIn in one go. The app should be able to use API Keys of these platforms for a particular user, and upload each content to social media platforms using a single video file. Key requirements include: - Ability to upload videos to multiple social media platforms simultaneously - No UI is required, only python code is required. - Error handling and reporting for successful uploads and potential issues Ideal skills for this project include: - Proficiency in Python programming, especially in developing applications that interact with APIs - Prior experi...

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    Python Script for Converting VCE to PDF 6 วัน left
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    I'm looking for a skilled Python developer who can create a tool that can convert VCE (Visual CertExam) files to PDF. The script needs to be compatible with Windows, and ideally, it should: - Provide output in a format that is both viewable and editable - Operate solely via a command line interface Ideal applicants will have experience in Python programming, data manipulation, and an understanding of file conversion processes. A background in creating command line tools is a plus. Your experience in delivering clean, efficient code is highly valued. Please provide examples of previous work when applying. I'm on a tight budget ($10 - $15)

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    Stock Market Harmonic ABCD Analysis 6 วัน left
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    ...Exchange) through harmonic pattern analysis, specifically focusing on ABCD patterns. Key Points: - Your primary task would be to develop an interface wherein I can get to see the charts with the above pattern in the stocks included in nse or bse 500. I am looking at daily timeframe and thus EOD data will suffice. - The project is focused on the stock market, hence, knowledge of coding (I guess Python will be ideal) and understands or willing to know what is this pattern that I am looking for. I would be collaborating with the freelancer for further additions and pattern identifications for my research based on the output given and its usefulness and effectiveness. Expectations: - The analysis process should be semi-automated with alerts being generated in real time. This means ...

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    I am in need of an experienced AWS Lambda expert who is well-versed in Python. I require the following libraries to be added to my current AWS Lambda Zip Files: Pandas, Numpy, and Matplotlib. Ideal Skills & Experience: - Strong experience working with AWS Lambda functions - Proficiency in Python - Expertise in managing and updating libraries within AWS Lambda - Familiarity with the Pandas, Numpy, and Matplotlib libraries - Ability to ensure the latest versions of the libraries are integrated effectively Your primary task will be to include the latest versions of the Pandas, Numpy, and Matplotlib libraries to my AWS Lambda Python functions. This task requires a meticulous approach to ensure that the new libraries are correctly integrated and do not disrupt the fu...

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    Scientific Data Analysis App 6 วัน left
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    I'm looking for a Python developer to create a custom app for data analysis. This app will mainly focus on handling and analyzing scientific data. Key Requirements: - Data Analysis: The primary function of the app will be to handle a large volume of scientific data. The app should be able to perform complex calculations and statistical analysis. - Visualization: The app should include features to visualize the analyzed data. The primary visualization should be through charts and graphs, allowing for clear representation of the results for easier interpretation. Ideal Skills and Experience: - Proficiency in Python: Extensive experience with Python programming is a must, as the entire application will be built in Python. - Data Analysis: A strong backgroun...

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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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    "A game design from scratch is required only for Android." 6 วัน left
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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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    MS Active Directory Meta Data Capture 6 วัน left
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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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    Python Developer for WhatsApp Flow API 6 วัน left
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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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    Contruccion de pruba de concepto FLET 6 วัน left
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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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    About the Role: We are currently seeking a highly skilled Senior Python Developer & Data Engineer to join our dynamic team on a full-time or part-time basis. This role offers remote flexibility, allowing you to leverage your talent, skills, and extensive experience to drive our growth and surpass current limitations. The ideal candidate will thrive in a collaborative environment, inspire innovation, and demonstrate a self-motivated attitude toward excellence. Why Join Us: Joining our team presents an exciting opportunity to advance your career in the IT industry amid the remarkable growth of the US job market. As part of our prominent company, you'll contribute to cutting-edge projects that shape the future, positioning yourself at the forefront of innovation. With compreh...

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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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    Project for Daniyal M. 9 วัน left

    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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    Trading Workflow Automation with Python 6 วัน left
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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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    I'm looking for a Python expert to help me with a Knapsack Problem (KP) assignment. Key Requirements: - The purpose of this assignment is to optimize the Knapsack Problem (KP) using a Greedy algorithm. - Your code should be in Python. Ideal Skills: - Strong proficiency in Python. - Solid understanding of the Knapsack Problem. - Experience with optimizing algorithms using Greedy approach.

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    Interactive Brokers Automation Setup in Python 6 วัน left
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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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    Android developer with kotlin -- 2 6 วัน left
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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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    โปรดลงทะเบียน หรือเข้าสู่ระบบ เพื่อดูรายละเอียด

    เร่งด่วน NDA

    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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    Python Web Scraping Expert Needed -- 2 6 วัน left
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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 Web Scraping Expert Needed 6 วัน left
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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 6 วัน left
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    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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    Home Assistant & TickTick API Integration -- 2 6 วัน left
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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 6 วัน 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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    Python Web App Development with FastAPI 6 วัน left
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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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    Viết chương trình test một website bán hàng bằng wedrive selenium với python test một vài chức năng như đăng nhập, thêm vào giỏ hàng, xóa sửa sản phẩm . Mỗi chức năng có 3-4 test case có thể export kết quả pass- fail mỗi test case ra excel.

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    Apache Kafka Developer Needed 6 วัน 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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    ...and adjusting your skills to meet the unique requirements of each project. Key Requirements: - Proficiency in JavaScript/TypeScript and the ability to work on both frontend and backend. - Previous experience in software development, ideally fullstack. - Excellent problem-solving and debugging skills. - Knowledge of common JavaScript/UI frameworks and libraries. - Familiarity with Node.js and/or Python for the backend. - Strong understanding of software architecture and design patterns. - Ability to deliver high-quality, clean, and efficient code. - Ability to communicate fluentely in English Preferred Skills: - Experience working on projects in the consultancy or agency environment - Knowledge of DevOps practices and CI/CD pipelines - Familiarity with cloud platforms such as A...

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    Python Software for Email Generation -- 3 6 วัน left
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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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    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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    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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    Python PDF to JSON Conversion 6 วัน left
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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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    PDF Data Extraction Tool/API Development: Convert PDFs to JSON 6 วัน left
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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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    Python Developer for Algo Trade -- 2 6 วัน left
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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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