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    2,000 data visualization projects in python github jobs found, pricing in USD
    Python Data Analysis File Fix 6 days left
    VERIFIED

    I have a Python file that was running fine last night for data analysis purposes. However, after trying to upload the '' file to GitHub, I encountered an error due to the file size being too large for GitHub. I need to get the Python file running again, but with the '' file stored on an external service to work around the file size limitations of GitHub. Key requirements include: - Identifying and resolving the issue causing the Python file not to run - Storing the '' file on an external service and adjusting the Python code to access it from there Ideal Skills and Experience: - Proficiency in Python - Experience with data analysis and handling large datasets - Familiarity with vers...

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    Wordpress + python 6 days left
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    Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

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    Tableau Expert Neededqa 6 days left
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    I'm in urgent need of a Tableau expert who can assist me with my data visualization and dashboard/reporting needs. Your responsibilities will include: - Crafting effective and visually appealing data visualizations - Developing interactive and insightful dashboards and reports I will provide you with the specific data and objectives for these visualizations and dashboards. The ideal candidate for this position should be proficient in Tableau and have a strong background in data analysis and visualization. Experience in working with sales data would be a plus, although not mandatory. This is an urgent project, so I need someone who can start immediately and complete the work quickly.

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    Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

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    Python Script Developer for Photoshop Automation & WordPress/WooCommerce Integration We are seeking a freelance Python developer to create a script that automates Photoshop tasks and integrates with WordPress/WooCommerce for product customization. The script will: Develop a Python script to automate Photoshop operations. Integrate the script with WordPress/WooCommerce to retrieve order details. Automatically open Photoshop and modify PSD files based on customer orders. Update text layers with customer input and save customized templates as JPG/PDF.

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    As an investor seeking to streamline my algorithmic trading operations, I am in need of an able Python Developer who specializes in automation tasks. This role requires an individual with: - Mastery of Python and experience with automation tasks, most especially within the investment and stock market scenario. - Skilled and knowledgeable in stock market terminology with experience in use of Websockets for API integration Suitable candidates are expected to have good communication skills to effectively understand and implement required changes in a timely fashion. Help me maximize my trading potential with your Python expertise!

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    I need an experienced programmer who can create ...set strategy. Ideal Skills and Experience: - Proficient in Python: Since Python is my preferred programming language for this bot, you should have demonstrable experience in programming with Python. - Knowledge of Binary Trading: A good understanding of binary trading platforms and how they operate is a considerable plus. - Experience with Automated Trading: Prior experience in developing bots for automated trading is highly preferred. - Familiarity with : Given that the bot will be used on , experience or familiarity with the platform is valuable. The development of this bot must align with the current regulations and guidelines of Binary.com. Please provide any relevant examples of your pr...

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    Need assistance with domo tool

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    UDP/IP NETWORK PYTHON EXPERT 6 days left
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    .The scope of this project includes: 1. Data Transmission: You should be able to help in enhancing our network to ensure that it delivers data more optimally, focusing particularly on text-based data, as this is what our UDP/IP network primarily handles. 2. Error Detection and Correction: The hiree will also have to devise new methods for detecting and correction errors within our system. We've been facing some challenges in this area that need resolution. 3. Scalable Solutions: Our network system currently connects between 10 and 50 devices. While working on this project, it is important to keep scalability in mind to accommodate potential future growth.

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    I need assistance creating dashboards in Tableau. The data to be visualized comes from a large database and relates to health risks, specifically the risk of heart attacks. I'm interested in assessing three factors namely age, gender and an additional one. It doesnt matter what you pick out of the data, i simply need it for seminar in college The dashboards should feature: - Enrollment data - Student performance data - Financial data. An ideal candidate should be well-versed in data visualization with industry experience in Tableau, and have proficiency in handling large data sets. Experience in health data is desirable but not mandatory. The freelancer should be able to...

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    Python Project 9 days left

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

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    I'm in need of a full-time, mid-level software developer to join our e-commerce company. You should be proficient in Python, Java, and PHP. Your primary responsibilities will include: - Coding and programming: Developing robust, scalable software solutions for our e-commerce platform. - Database management: Ensuring the efficient operation of our databases and managing related processes. - Bug fixing and troubleshooting: Identifying and addressing software issues to maximize performance. Your experience should ideally span 2-5 years, giving you a good understanding of the nuances of software development. In addition to your technical prowess, you should be able to work efficiently within a team and communicate effectively. Your input will be crucial i...

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    Urgent SPSS Expert Needed 6 days left
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    I'm urgently seeking an SPSS expert. While I didn't specify the project's objective, the task will likely involve data analysis, statistical modeling, or data visualization. Key Responsibilities: - Conduct data analysis - Perform statistical modeling - Create data visualizations Ideal Candidate: - Proven experience with SPSS - Strong statistical background - Ability to create clear visualizations Please provide your estimated completion time in your proposal.

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    ...a client, I'm in need of a gifted freelancer who will design an AI chatbot that works hand-in-hand with Google Assistant. This chatbot will be programmed to carry out multiple tasks: - Answer typical queries - Offer relevant advice - Schedule meetings - Perform any function that is currently possible for it to do verbally The AI chatbot should be compatible with Slack and eventually extend to all phone applications. The chatbot should integrate with a database. We could explore other data integration requirements during our discussions. Ideal applicants are those familiar with AI chatbot programming, Google Assistant integration, and broad-reaching app compatibility. Database integration knowledge is essential, with bonus points for those who can offer a v...

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    I am in need of a skilled Machine Learning Developer who can help me build a causal model. I have a specific dataset that I would like to use for building the model. This dataset is of moderate complexity, featuring multiple variables. The primary goal of the model will be to understand the relationships between these variables. Key Responsibilities: - Utilize the provided dataset to develop a causal model - Ensure that the model is capable of effectively illustrating relationships between variables - Optimize the model for performance Ideal Candidate: - Proficient in Machine Learning and Python - Experience with building causal models - must have worked on techniques like robust synthetic control, dowhy, econml, trigamite, DECI and other double ML/causal techniqu...

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    ...targeted towards an academic audience, to be completed within 7 days. - Ideal Candidate: - Proficient in Microsoft PowerPoint or similar software - Strong graphical and data visualization skills - Experience in academic presentations - Ability to interpret and present complex data clearly - Good communication skills to understand project requirements - Project Requirements: - Create a medium-complexity presentation - Design must be professional and suitable for an academic setting - Incorporate provided data research into the presentation - Ensure the final product is delivered within the specified timeframe I will provide further specifics upon engagement, including the data to be presented and any necessary guidelin...

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    Title: Automated Data Retrieval from Websites Using CRM and CID Numbers Description: We are looking for an experienced developer to automate the process of retrieving data from specific websites using CRM and CID numbers. The goal is to develop a script or tool that will: Look up Doctor's Specialization: Use CRM numbers to search on the website: CFM Doctors Search Extract doctor's information including their specialization. Look up Disease Descriptions: Use CID numbers to search on the website: MedicinaNet CID10 Search Extract the disease description. Deliverables: ( ) A script or tool that can take a list of CRM and CID numbers as input. Automate the search process on the specified websites. Extract

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    I'm looking for a skilled lighting designer to create a dynamic and energetic ligh...Venue thinpar 38. - The design should be created with the assumtion that haze will be used as atmospherics. - The design has to be implemented in Onyx 4.2 for PC. - Accetance for the design is to be demonstarted in a video using the Capture visulizer () Ideal Skills and Experience: - Proven experience in lighting design for live events or performances - Proficiency with Onyx 4.2 and Capture visulizer - Ability to create intimate and energetic atmospheres through lighting - Strong understanding of various lighting techniques and their effects on audience perception - Prior experience in designing lighting for small to medium-sized venues.

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    I'm looking for an expert in numerical analysis who can help me with a range of tasks. Here's what the job involves: - Solving Linear Equations - Interpolation - Integration While I haven't specified a programming language in the options, I'm currently working on this project by hand. If you're proficient in Python, MATLAB, or C++, your insight into these languages might be helpful. The project is urgent and needs to be completed ASAP. If you're skilled in numerical analysis and can deliver quality work under tight deadlines, I'd love to hear from you.

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    I'm looking for drafters experienced in both civil and telecommunications projects to join my team. You will need to be proficient in AutoCAD and Civil 3D, as these are the primary software we use. Key requirements include: - Proficiency in both Civil and Telecommunications drafting - Extensive experience using AutoCAD and Civil 3D This is an ongoing project with varying deadlines, so being able to manage your time efficiently is a must. Please highlight your experience in both fields and your software proficiency in your proposal.

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    Chrome Extension modify -- 2 6 days left
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    ...instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to connect to the server and if we change the radio button and drop-down on the server it has to be clicked as order wise. If first loaded document Click on 1st value which I had entered in server If second loaded document click on second value Ideal skills and experiences include: - Proficiency in developing Chrome extensions - Thorough understanding of Python for server-side development - Experience with creating APIs for efficient communication between client and server - Strong proble...

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    Chrome Extension modify 6 days left
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    ...instances upto 16. So in every instance I use chrome Browser for my Business to customers daily. So I run a Extension in chrome for Auto click drop-down &radio button That extension developed by other freelancer So Every instance& chrome extension has to connect to the server and if we change the radio button and drop-down on the server it has to be clicked as order wise. If first loaded document Click on 1st value which I had entered in server If second loaded document click on second value Ideal skills and experiences include: - Proficiency in developing Chrome extensions - Thorough understanding of Python for server-side development - Experience with creating APIs for efficient communication between client and server - Strong proble...

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    I am in need of a Python developer with expertise in hardware oriented programming to add some additional functionality to an already written script of mine. The existing functions also need to be double-checked for correctness. Key requirements include: - Modify the existing Python script to incorporate the additional features required - Review the current script and ascertain that all existing functions are properly written and functioning as they should - Build a Debian OS image for COM (Computer-On-Module) installation that can be used to implement the updated python script seamlessly. Success in this role will require: - Proven experience with Python, specifically in writing and improving scripts with a focus towards integrat...

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    ...Remote Experience: 4 + Years as Business Analyst – VBA , Advance Excel 3+ years of experience is required in creating dashboards in Manufacturing, Banking, Retail Industry. Working Hour: 3 hour per day (per day) Salary: 150 – 300 INR Per Hour Job Responsibilities : • Understanding Company requirements. • Understanding, consolidating and analyzing data from spreadsheets. • Creating dashboards, reports and charts in Analytics tools. • Working on financial and other types of modeling projects. • Having knowledge Dashboard Creation, Mainframe automation through VBA. • Good Technical knowledge of VBAs, Macro, MS Office skills to drive automation opportunities. • Well-versed with dynamic loops, data extra...

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    I'm in need of a seasoned AI developer to assist with a project that involves a variety of AI tasks. The ideal candidate should be proficient in Python and Java, with a solid understanding and experience in the following areas: - Natural Language Processing - Machine Learning - Computer Vision The project will involve a mix of training machine learning models and using pre-trained models. The output of the project will be a functional AI system that integrates these three areas seamlessly. Ideal candidates will have a deep comprehension of AI-related algorithms, excellent problem-solving skills, and an ability to work both independently and as part of a team.

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    Overview: This application will enable Shopify store owners to collect and display customer reviews. However, only customers who have made a purchase will be able to leave a review. You can use the product reviews sample app from Shopify Github if you want, it is not a problem for me. Project Requirements: User Authentication: • Only customers who have made a purchase should be able to leave a review. • There should be no public option for writing a review on the store’s frontend. Review Collection: • After a purchase, customers should receive an invitation via email to write a review. Review Display: • Reviews submitted by customers should be displayed on the respective product page of the Shopify store. Webservice Integration:

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    I have a Python notebook containing well-structured code that effectively translates a sample of a large dataset from English to Arabic. However, the current code cannot handle the entire dataset due to its size. using : model_name = 'Helsinki-NLP/opus-mt-en-ar' Tasks: - Modify the existing Python code in the provided notebook to translate the entire dataset from English to Arabic. - Ensure the translated data is saved in two formats: Comma-Separated Values (CSV), and Apache Parquet (.parquet) - Provide the CSV and parquet files after saving (most run and give results)

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    Hello, We are seeking an experienced Python developer to help maintain and enhance our Telegram bot. Your responsibilities will include fixing bugs and adding new services as requested. The bot is already fully developed, so you will be notified of any new features we want to implement or bugs that need fixing. We are looking for someone with extensive experience in hosting environments, including virtual private servers, cPanels, domains, etc. Experience with Telegram bots and the Telegram API key is also required. If you believe you are a good fit for this role, please let us know. Our services are sold via cryptocurrency through the company "Cryptomus," using their API key. Additionally, experience with "SolusVM" is required, as you will need to work...

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    I'm in need of a skilled interior designer to create a modern-classic fusion design for my living room, The successful candidate will be responsible for arranging furniture and lighting. They should also provide a rendered visualization of the proposed spaces. Key Responsibilities: - Design a fusion of modern and classic for the living room. - Arrange furniture and lighting effectively in each space. - Provide a rendered visualization of the proposed designs. The ideal candidate should have: - Proven experience in interior design. - A strong portfolio that demonstrates a fusion of modern and classic styles. - Proficiency in designing living spaces with light color schemes. - Excellent communication skills to understand and incorporate my pre...

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    I'm seeking an expert in Autodesk Fusion 360 to create a 3D architectural visualization of a residential building. Key expectations include: - Developing the basic geometry and layout. - Accurately capturing architectural specifics. Ideal candidates should have: - Proficient skills in 3D modeling with Fusion 360. - Prior experience in architectural visualizations, particularly residential. - Ability to interpret and implement basic architectural layout. - Attention to detail and accuracy in the modeling process. Please note, no furniture, fixtures, textures or material details are required for this project.

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    I am in search of a proficient individual in crafting an impressive resume for a Senior-level AI Lead position I aim to apply for. Key requirements: - Knowledge and understanding of the AI industry, especially machine learning - An understanding of the programming languages utilized in AI, specifically Python Ideal skills and experience: - Previous experience developing resumes for Senior-level roles in tech industries. - Proficiency in Python, ideally within the context of AI and machine learning - An understanding of the relevance and applicability of various programming languages and machine learning in the AI field could be a great advantage in writing this resume. Overall, I require a resume that candidly but effect...

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    I'm seeking an experienced Python freelancer to implement RLlib's PPO for a custom multi-agent environment, where agents act independently. Your tasks will be: - Solving the issue with the learning process. Despite configuring the simplest setting with just one agent, the model fails to find the optimal action. Additionally, the model seems unable to distinguish between the optimal actions for agents with the same action space but different endowments. Ideal skills include proficiency in Python, familiarity with RLlib's PPO algorithm, and previous work dealing with agent-based environments. Experience in crafting efficient reward functions is a plus.

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    I'm seeking a skilled freelancer to implement Continuous Integration and Continuous Deployment (CI/CD) using GitHub Actions, set up logging for each service, and configure an HTTPS domain for our web application hosted on Google Cloud Platform (GCP). The ideal candidate should have extensive experience with GCP, CI/CD pipelines, and HTTPS configuration. Scope of Work: 1. CI/CD Implementation: - Set up a CI/CD pipeline using GitHub Actions for automated testing, building, and deployment of both frontend and backend applications. - Integrate the pipeline with our GCP infrastructure, including Compute Engine, Cloud SQL, and Cloud Storage. 2. Logging Setup: - Configure logging for all services: -- Frontend (Nginx, ): Log HTTP requests, errors, and application logs. -- Ba...

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    ...custom aimbot script made for a game that was released in 2004. This game has no anti-cheat, making the development process seemingly straight-forward for someone with experience in coding Gunbound scripts. The aim of this project is to create a basic aimbot script. I'm open to programming language suggestions, as long as it's optimal for the task at hand. I'm not interested in additional features at this stage, just a simple script to enhance aiming in the game. Ideal Skills: - Proficiency in coding custom aimbot scripts - Experience in Gunbound or similar game - Proficient in C++, Python, or AutoHotkey (preferred, but not mandatory) - Strong understanding of game mechanics Please provide details of your simila...

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    ...have collected data using Google Forms in Arabic, and I am looking for a freelancer to perform a statistical analysis using SPSS. Key Deliverables: - Statistical Analysis: The main goal of this project is to conduct a statistical analysis on the data. The analysis should focus primarily on descriptive statistics, so the candidate should be proficient in this area. - Detailed Report: I need a report that delves into the analysis of the data in depth. This report should include detailed tables and charts. Ideal Skills and Experience: - Proficiency in SPSS: The chosen freelancer must be well-versed in using SPSS for statistical analysis. Previous experience working with Arabic data would be a plus. - Data Analysi...

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    I'm looking for a Python developer who can help me debug my code. The project involves: - Debugging logic errors: The Python code has some underlying logic errors that are causing the program to behave unexpectedly. I need someone who can identify the root cause of these issues and provide solutions. The ideal candidate should have: - Proficiency in Python: You should be well-versed in Python programming, with a strong understanding of Python syntax. - Experience with debugging: Previous experience in debugging Python code, particularly with logic errors, would be advantageous. - Problem-solving skills: You should be able to think critically and logically to identify the issues in the code and propose effective s...

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    ...ebooks/scripts about artificial intelligence. Below are the project details: Content Scope: The series should consist of 15 scripts, covering topics from Beginner to Medium levels. We make no books for AI-experts. Pages: 15-25 per script You can use ChatGPT for this Writing Guidelines: You can utilize ChatGPT or similar AI tools to assist in writing the content. Ensure all content is original and not copied from other books to comply with copyright laws. Write in a conversational style, as the scripts will be converted into audiobooks. Free visual graphics are welcome but not mandatory. If you use images, ensure they are properly licensed and provide the license information below the image and again collectively at the end of the script. AI Expertise: While using AI tools ...

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    use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acceptance: I can run your code on my computer ; all code work on my computer when I run it by myself You have 2 days you provide code to simulate input data (both code versions: python and sql)-> transactions data *****you provide SQL code to calculate per day summary for each day for each product for each store for 3 years SIMULATION data for 3 years 100 products 20 stores 5 USA states random dates and prices promotion for 30 promotions per year , each promotion happen for 7 to 15 products, for example promotion at may 10, 2023 happen for product ids: 34, 65, 12, 78, 5, 23, 41. When 34 for 20%; 65 for 30%; 12 for 40%; 78 for 10%; 5 for 15%; 23 for 70%; 41 for 30% ...

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    AD Meta data capture 6 days left
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    Active Directory Expert to create a Python script and test data to capture all meta data linked to and which describes the confined parameters of an AD account, AD RMS (Rights management Services) group policy GPO etc. and export to a MS Excel File. More information attached.

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    ...reliably analyze the sentiment of a given customer review. Key requirements include: - Data Source: The data to be analyzed will be sourced exclusively from customer reviews. - Sentiment Detail: The model should identify and categorize the sentiment of reviews into Positive, Negative, or Neutral. Ideally, you should have: - Proven experience in machine learning, particularly in sentiment analysis - A strong understanding of natural language processing and text analytics - Previous experience working with customer review data - A track record of building accurate and efficient classification models - Familiarity with platforms like Python, R, and relevant ML libraries If you have experience in similar projects, please share your ...

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    ...Proficient in Windows application development. - Knowledge in gaming input emulation. - Strong understanding of keyboard input simulation. - Experienced in backend applications. This is a unique project that requires a developer with a good understanding of both Windows systems and gaming input. A passion for gaming would be an advantage in understanding the user requirements. "Note: There is a firewall in the game, and I DO NOT want the person taking the job to break the firewall. For example, using an Arduino Leonardo or an ESP32 to simulate a key press does not require breaking the game's firewall. I don't want to install WDK on my computer, nor do I want to install an INF file that lacks a digital signatur. What I am asking from y...

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    As a dynamic and data-driven individual, I am seeking a freelancer capable of creating a PowerPoint plan on a page that is interactively linked with a provided Excel spreadsheet. Key features should include: * A timeline showcase of milestones directly linking said timeline with the respective Excel data. * Key deliverables and their progress status, again directly pulled from Excel. * Risks and dependencies associated with each milestone or deliverable. * Utilization of data visualization elements like pie charts, bar graphs, and line graphs to represent the status and progress of each aspect dynamically. Preferably, updating Excel should automatically update the PowerPoint plan, allowing for a real-time, accurate portrayal of project progression. Required...

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    I'm in need of an all-round developer who has strong experience in both Python and PHP, specifically for the creation of an e-commerce website. The desired professional should be well-versed in crafting custom web solutions as well as knowledgeable in leveraging the WordPress CMS beneficially. Skills and Experience Required: - Demonstrated expertise in Python and PHP web development. - Proven experience in developing successful e-commerce websites. - Proficiency with WordPress CMS. - Understanding of e-commerce website security essentials. - Articulate in communicating project progress and potential hurdles. Freelancers who can showcase previous work on similar projects will be given priority. I look forward to...

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    I am seeking a talented machine learning engineer or data scientist to create an automaton for recognising handwritten digits specifically within mathematical problems. Responsibilities: - Develop a machine learning algorithm capable of recognising handwritten digits - The primary focus will be on mathematical problems - Ensure accuracy and adaptability to various handwriting styles - Configure the algorithm to output recognized digits as digital numbers Ideal skills & experience: - Proficiency in machine learning algorithms and principles - Extensive experience with handwriting recognition software - Demonstrate capabilities in Python, TensorFlow or similar platforms - Have a deep understanding of Optical Character Recognition (OCR) - Familiarity with m...

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    use Oracle PL SQL teach me how to install free Oracle DB on my local windows 11 acceptance: I can run your code on my computer ; all code work on my computer when I run it by myself You have 2 days *****you provide code to simulate input data -> transactions data *****you provide SQL code to calculate per day summary for each day for each product for each store for 3 years SIMULATION data for 3 years 100 products 20 stores 5 USA states randomly 30 to 170 transactions per day for given product for usual price randomly 200 to 600 transactions per day for given product for promotion random dates and prices promotion for 30 promotions per year , each promotion happen for 7 to 15 products, for example promotion at may 10, 2023 happen for product ids: 34, 65, ...

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    I need an expert in Python for maintenance tasks on some existing code. Key Tasks: - **Bug Fixing:** This code has some bugs that need to be identified and fixed to ensure its proper functioning. - **Code Optimization:** Your expertise is crucial to streamline and optimize the performance of the existing code. Ideal Candidate: - Proficient in Python - Experienced in code maintenance - Skilled in bug fixing and code optimization.

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    I'm searching for an experienced Python developer to handle data collection and processing in the financial sector. Your tasks will consist of two core elements: - Data Collection: Obtaining data from diverse financial sources, including stock market data, cryptocurrency data, and financial news data. - Data Processing: Once collected, you'll perform various calculations and analyses, including statistical analysis, trend analysis, and calculations with a focus on historical data. Familiarity with these tasks and the financial sector is crucial to delivering the results needed. Your expertise in Python and financial data processing will contribute significantly to the project's succes...

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    I have a prompt to 3D generation source code written in Python. Unfortunately, the current code is riddled with bugs, specifically syntax errors, runtime errors, and logic errors. I'm in need of a Python expert who can help me debug and fix these issues. Key responsibilities: - Execute a thorough debugging process to locate and correct syntax, runtime, and logic errors. - Ensure the model is running efficiently and effectively. Ideal skills and experience for this job: - Proficiency in Python with a focus on debugging. - Prior experience working with 3D models is a plus. - Good understanding of software development and bug fixing processes.

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    I need someone to convert my current trading bot that was written in Node.js into Python, specifically version 3.10. The bot, which uses Puppeteer for browser automation on the Quotex platform, needs to be programmed to use Selenium in the Python version. Key features to incorporate into the new Python bot include: - Real-time data monitoring - Regular trading automation - Custom trading strategies Freelancers should have an extensive understanding of Python and Selenium, along with experience in trading automation. The end goal is to have a Python version of the trading bot that works flawlessly round the clock without any hitches, preserving all the functional features of the original Node.js version. It's crucial tha...

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