Python requests jobs

I'm looking for a skilled developer to create an AI interview tool. The main f...tool would include: - Questions appearing in front of candidates - A microphone icon for answering - Real-time speech-to-text conversion, using Whisper or Google TTS API. - AI to verify the answers using AI . The primary focus of this tool's development is ensuring the accuracy of the AI in verifying answers. Skills and experiences that would be ideal for this project include: - Proficiency in Python - Front end - ReactJS - Experience in creating AI-powered applications - Familiarity with speech-to-text conversion processes - Knowledge of developing user-friendly interfaces. Please reach out if you're confident in your ability to deliver a high-quality AI interview tool with speech ...

...protocols and network flow sizes. Develop and validate mathematical expressions for cumulative distribution functions. Perform statistical analysis to evaluate the performance and reliability of electronic devices. Calculate and interpret Z-scores for normal distribution data. Assess the sensitivity and specificity of lie detector tests based on given data. Required Skills: Proficiency in R and/or Python for statistical computing and graphics. Strong understanding of discrete and continuous probability distributions. Experience with exponential distributions and their applications. Ability to interpret and use Z-tables for normal distribution analysis. Excellent problem-solving skills and attention to detail. Strong mathematical and statistical analysis skills. Effective communic...

I need an example of how to set up React with a Python backend executing locally inside of an Electron environment. We will be using it to parse local files from the file system and perform analysis. The method of interacting with Python should be the most simple, but is up to you. We will provide a Github repository for work upon selection. This should take 10 hours or less, it is a simple prototype.

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I've got a small Python script that runs on my desktop and I need it to be translated into C# for better integration with the rest of my software. I need a skilled programmer with experience in both Python and C#. Unfortunately, I have not been able to make the script run successfully on Windows, but it works on Linux (WSL). For: Python script (I will provide full script): import grpc from chirpstack_api import api server = "" api_token = "eyJ0eXAiOiJKV1QiLCJ......................87k2i66CulW7Y" channel = grpc.insecure_channel(server) client = (channel) auth_token = [("authorization", "Bearer %s" % api_token)] req = (dev_eui="00000000aabbccdd") resp = (req

--- Do not bid Template--- I'm seeking a Python engineer with expertise in Django and Flask to assist in building a web application. Key Requirements: - Expertise in Python, Django and Flask - Proven experience in web application development - Strong understanding of web technologies - More then 2 years experience in Web Development Your role will be to: - Develop new features and functionalities - Improve and scale the web application - Ensure the web application is secure, stable, and performant This is an exciting project, and 2 members working now. Explain about your experience and attach the links that have done.

You must to be at least 16 years old and live in Latin America or Eastern Europe. ✻ NO EXPERIENCE REQUIRED ✻ You do not need any experience whatsoever, but you must be clever and eager to learn. No. I am *not* being charitable. I am being practical. ✻ PAYING YOU TO LEARN ✻ No. You aren't dreaming. I value intelligence and problem-solving ability over experience. I'd prefer to work with someone who is clever and learns quickly rather than someone experienced but is not very intelligent and/or does not solve problems scientifically. Would I hire an Isaac Newton or an Albert Einstein even if he had no programming experience? Of course I would. ✻ TESTS ✻ You must pass several difficult logic tests to work with me. The first logic test you complete for me will be an unpaid log...

...can be implemented on Raspberry Pi 4B. The main objective is to develop a system capable of accurately extracting text from natural scene images. Accuracy is essential, with the expected range standing between 88% and 95%. Key Requirements: - Understand the principles of text recognition, and possess the skills in developing a feasible and efficient solution. - Must be capable of programming in Python or similar languages – necessary for integrating the algorithm with Raspberry Pi 4B. - Familiarity with image processing and Raspberry Pi is highly beneficial, though not strictly compulsory. - The algorithm should be versatile enough to function accurately in varying lighting conditions, both indoors and outdoors. Hence, a deep understanding of image manipulation and light c...

Seeking an experienced mobile app developer to craft a robust taxi booking platform for both Android and iOS and web application. Key features include: - GPS tracking for real-time location updates. - Secure in-app pay...feedback. - Admin panel for route and user management, analytics, and reporting. - UX/UI design focusing on accessibility and inclusivity. - Conducting user research, creating persona profiles, designing intuitive flows, and developing high-fidelity prototypes. - Ensuring a consistent, modern visual identity. - App development encompassing user registration, real-time mapping, route browsing, booking requests, messaging, push notifications, payment integration, and driver functionalities. I will show you an example app and I would like my app to be exactly same. ...

For my project, I need a talented blockchain developer versed in: - Smart contract development - Token creation The potential freelancer should have solid experience in programming languages such as Solidity, JavaScript, and Python. This is crucial as these are our preferred languages for blockchain development. The project would require a deft handling of: - Wallet integration - Exchange integration - Payment gateway integration Therefore, prior experience and success in these aspects would be beneficial. This project demands someone with a deep understanding of ERC20 token fundamentals and the ability to deliver flawlessly on the incorporation of these elements.

We are looking for several motivated freelancers interested in creating simple and user-friendly websites on Odoo (1-4p). Proficiency in Python and experience with Odoo are required. We have a large number of Odoo projects to be completed per week, and if you are serious, we will offer you multiple projects per week. Please contact us. Thank you.

YOUR BID PRICE IS FINAL. NO LATER CHANGE IS ALLOWED. I need an expert in CWP panel and in VPS who can install Python, NodeJS websites in my server as docker container. You don't need to do any coding. My VPS server is with Hetzner and it is more than one year old. Please see the screenshot. My VPS has 4GB RAM, 80 GB Harddisk, and CentOS 7 with Root access. it is long term project. I need to install 2 Python apps as of now. My budget is INR 600 per successful installation. I will prefer AnyDesk or TeamViewer. Might need to work with my developer during installation and after installation need to clean up junk files, depreacted, not used files to save space of my harddisk. Lowest Bidder will win.

I'm currently looking for a skilled and experienced developer for backend CMS development. Key responsibilities: - Develop a Content Management System using PHP, Laravel, MySQL, and Python. - Design, implement and maintain python-based backend application. Essential Skills: - Proficient in PHP, Laravel, MySQL, Python. - Extensive experience in backend development. - Knowledge in CMS development and implementation. - Strong understanding of data structures and algorithms. Your analysis skills will also be put to good use to solve complex problems in this role. As an experienced backend CMS developer, you can expect to work closely with me to deliver a robust, performant, and scalable system.

I need a developer versed in Flask Celery to help integrate background task processing into my ongoing project. Key requirements for this job include: - Significant experience with Flask Celery, Apache2, Python and understanding of its nuances - Ability to introduce background task processing in an existing project - Capability to be flexible regarding the nature of tasks being processed Regarding timeline, I am hoping for a swift turnaround due to the urgent nature of this project. Your understanding is appreciated.

...access and consume a wine knowledge library, proficiency in working with APIs to fetch and utilize external data sources is required. Strong Communication Skills: Effective communication skills are essential for understanding client requirements, providing progress updates, and collaborating with the client's team. Skillset: Programming Languages: Proficiency in programming languages such as Python, JavaScript, and possibly others depending on the technology stack chosen for implementation. Natural Language Processing (NLP): Experience with NLP libraries and frameworks like NLTK, spaCy, or Transformers for processing user queries and generating conversational responses. Machine Learning Frameworks: Knowledge of popular machine learning frameworks like TensorFlow or PyTo...

I require a professional Python script to scrape a website for data. Key Requirements: - The script should be designed for a one-time run - The website does not have JavaScript dynamic content, so the script does not need to handle dynamic content The ideal freelancer for this project should have prior experience in: - Python programming - Web scraping - Handling static web content

I am in need of an expert developer who can modify my user registration screen to be only accessible to administrators. Key Details: - The platform or framework of the user registration screen is unspecified. So, having significant experience in multiple frameworks like PHP, JavaScript/Node.js, Python/Django will be beneficial. - The registration screen currently has some security measures in place. Knowledge of secure coding practices is a must for this job. - The chosen developer will bestow full permissions to the admin. Therefore, the freelancer should understand well about user permissions and roles in a web application environment. The perfect freelancer for this job should demonstrate strong attention to detail, proficiency in multiple coding languages, and understandin...

I am looking for a freelancer who can extract specific data from a Swedish business directory using Python. Main URL: Key Objectives: - Extract company names, contact information (phone/email), and business numbers from the directory. Ideal Candidate: - Proficient in web scraping techniques - Strong command of Python - Previous experience with similar projects will be considered a plus. Please reach out if you have the necessary expertise.

I'm looking for a skilled Python backend developer to enhance an existing backend system for my project. Key Responsibilities: - Enhancing the existing backend system: Your primary responsibility is to enhance the functionality of the current system and optimize its performance. - Integrating SQL/NoSQL Databases: Your expertise in SQL/NoSQL databases is crucial to ensure smooth integration and efficient data handling. - Experience with Python and Minio: If you're familiar with Minio that's a big plus, but Python is the key language you'll be working with on this project. Ideal Candidate: - Proven experience in enhancing existing backend systems. - Proficient in working with SQL/NoSQL Databases and designing queries. - Strong Python skills ...

I have a Python script that needs integration with a Telegram bot. The requirement is to connect the code with the Telegram bot to send questions from the Chegg website. Key tasks: - Integrating the existing Python code with a Telegram bot to send questions from the Chegg website - Automating the assignment of student IDs for each Chegg website task The ideal freelancer should have: - Proven experience in Python programming - Previous work with Telegram bot integration - Familiarity with Chegg website tasks and automation - Good understanding of API integrations Please share your relevant experience and any insights into how you plan to approach this integration.

I'm looking for a coder savvy in Python to help me scrape contact information from a specific business directory. The task involves enumerating a set of links on the site and scraping the following data: - Email addresses - Phone numbers - Physical addresses - Names Ideal Skills: - Proficiency in Python - Experience with web scraping - Familiarity with business directories The main goal is to have a comprehensive list of contact information, which I will use for a marketing campaign. The scraper should be able to handle a large volume of links and data. Your expertise in Python programming and web scraping is crucial for the success of this project. Your attention to detail and ability to deliver accurate and complete contact information is highly valued.

As someone in need of a specific tool, I'm seeking a proficient Python programmer to create a desktop tool for auto cropping bulk TIFF scanned images. The key features I'm requiring are: - Auto Cropping: The tool should be capable of automatically cropping large amounts of TIFF images, simplifying the process and saving time. - Image Quality Adjustment: After auto cropping the images, I should be able to adjust their quality within the same tool. - Maintain TIFF Format: The cropped and quality-adjusted images should remain in TIFF format. A freelancer with great proficiency in Python and past experience in image processing software or similar would be ideal for this project. Understanding of image formats, specifically TIFF, and quality adjustment is essential.

I'm in search of a skilled machine learning developer with expertise in GPT (Generative Pre-trained Transformer). My goal is to have an AI model that can both correct and standardize postal addresses. The addresses will be provided in CSV files and the output of the model should be accessible via an API for integration into our system. Key requirements: - Proficiency in machine learning with a focus on GPT - Experience in addressing data correction and standardization - Transformers - Pytorch, TensorFlow, Keras, Pandas, Numpy, seaborn, Matplotlib The ideal candidate will have a proven track record of developing AI models, particularly in the realm of addressing data, and be able to provide a detailed timeline for the completion of the project.

...web pages (titles, headings, body text). If scraping is not feasible, allow for manual input of content. * Utilize Gemini to generate SEO-optimized meta titles and descriptions based on the scraped/input content. * Ensure the script can handle both automated scraping and manual content input scenarios. Requirements: * Proficiency: Strong experience with Google Cloud Platform, Vertex AI, Python (or similar language), and web scraping techniques. * Google Sheets Integration: Experience with Google Sheets API for seamless data flow. Deliverables: * Two Functional Vertex AI Applications: * E-commerce product title/description generator (Feedgen-based). * Website meta tag generator (custom script). * Documentation: Clear instructions on setup, configuration, and u...

I'm looking for an expert (8+ years) Python Django full-stack developer to become the business CO-FOUNDER. This individual must possess proficiency in back-end development and DevOps experience, database management, and server administration and must be a self-starter capable of overseeing the all website aspects. This is a position for a leader who has dreams, passion and ambition to be on the ground-floor of a business they believe in and a with the desire to want play a major role in our success. Our site and apps are in the final stages of completion and I have a team of developers currently in motion for the website and iOS/Android apps to fix bugs and optimize our operation. This responsibility would be to manage PRs, oversee performance, take proactive steps to resolv...

I have a python web-scraping script for a web-site. Web site is updated because of that my script doesnt works. I need some one who can update my script that i can use it to scrape web-site. Thanks for bidding

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 web scrapi...

I'm seeking a skilled Python developer to create a dedicated tool for data analysis. As I haven't specified specific features, I'd like the freelancer to have a thorough understanding of various data analysis techniques and be able to suggest suitable functionality. Key Skills: - Proficient in Python - Experienced in developing data analysis tools - Knowledgeable in a range of data examination and interpretation methods Experience: - A track record of successful data analysis tool development - Insightful in approaching data analysis - Proven Python programing capabilities Responsibilities: - Understanding my data analysis needs - Suggesting appropriate features for the tool - Developing a user-friendly tool that produces accurate results. Impor...

Dear Freelancer I need Python Scrape links with windows 10. Cell data must stay consistent, this will be linked to other Excel workbooks. Il attach the examples with the layouts. Scrape Links Examples: I've colour coded the Excel workbooks, to show where the Data comes from. Let me know if any more information is required?

...API into our existing Laravel project. - Implement functionality to allow users to select time slots (if applicable) and book tours/services. - Generate vouchers or tickets based on API responses. - Send generated vouchers or tickets to customers via email. - Log and store all API requests and responses in our existing database table schema. Requirements: - Proficiency in Laravel framework and PHP. - Experience with consuming RESTful APIs. - Familiarity with Laravel's HTTP client or Guzzle for making HTTP requests. - Ability to handle API responses and error conditions effectively. - Strong understanding of database operations and schema design. Deliverables: - Fully integrated booking API within our Laravel project. - Working functionality to allow users to book to...

...my Node.js website hosted on a cloud service due to a misconfigured file. I need a skilled freelancer to troubleshoot and correct this, ensuring the proper functioning of specific main functionalities: - Fixing User Authentication: The login and user verification mechanism of the site isn't working correctly. This needs to be addressed to ensure secure access to the platform. - Correcting API Requests: The software is unable to communicate with external services through its APIs. This impacts essential features of the site and needs to be rectified. Ideal candidates for this job should have: - Expertise in Node.js: Proficiency in the language and its intricacies is essential. - Configuration and Debugging Skills: Experience in fixing misconfigured files and troubleshooting...

I'm in need of a skilled High-Frequency Trading (HFT) Developer with mid-level experience (3-5 years). Key requirements: - Proficiency in Python and C++ programming languages is essential. - Must have a deep understanding of HFT strategies, specifically Market Making and Momentum Trading. Prospective freelancers should have applicable experience and be ready to showcase relevant past projects. This role requires precise code writing and fast problem-solving skills. A strong understanding of financial markets is also preferable.

Vehicle File Transfer Program Customer App + Admin Panel Frontend + Backend + Database + File storage Customer will choose a vehicle and upload an ECU or Transmission file. In admin panel, that file will be downloadable and a admins uploads proce...view their expenses and deposits as a list and that table should be exportable to excel. There will be 3 information pages which customers will be able to search and find for specific information. After you contact, I will explain these pages in detail. For all these functionalities corresppnding admin panel pages are needed. For example: pricing page for file processings, upload page for file requests, upload page for shop, a page to add new vehicles to the system etc. Contact me for the details and please don’t hesitate to ask...

...extraction (e.g., parallel processing, distributed crawling, efficient request handling). Monitor and troubleshoot scraping processes to ensure uninterrupted operation. Collaborate with our team to understand project requirements and adjust scraping strategies as needed. Requirements: Proven experience with web scraping using platforms like Scrapy Cloud, Apify, AWS Lambda, or Azure. Proficiency in Python only relevant programming commonly used for web scraping. Strong understanding of web scraping techniques, including but not limited to HTML parsing, DOM traversal, and data extraction. Experience with optimizing scraping scripts for speed and scalability. Familiarity with cloud-based infrastructure and services for deploying and managing web scraping scripts. Excellent problem...

We have a list of products. We need to check everyday, if those products have strikethrough price appear on them. All the products that need to be checked are from the same website. The following are the steps:- a) Excel file containing Product url list of about 300 products, all from the same website b) We should be able to run a ma...appear, then it should highlight that G) If the MSRP is appearing for variation, then it should fetch and enter that number. It is very easy and simple work. Bid only if you can do within next 24 hours. See the attached excel file for the sample of what I need For end solution, i should be able to carry it within excel file. The people performing this task, will not be able to execute separate python commands as they will have very limited tech ...

Project Title: Development of Azure Alert Notification System with Voice alert notification Action Project Overview: We need a skilled developer to create a system that automates Azure alert notifications through voice calls using the Azure Monitoring system. The system should utilize HTTP POST requests to trigger alerts and initiate voice call notifications based on predefined criteria. Requirements- HTTP POST Request Handling: Develop a system to receive HTTP POST requests containing specific data. Extract relevant details from the POST request body to initiate alert notifications. Azure Alert Integration: Integrate with Azure Monitoring to create alert rules based on the received data. Configure alert thresholds and conditions according to project requirements. Voice...

Data Entry Project - I am looking for a freelancer who can assist me with typing work. - The project involves entering data into a spreadsheet or a database. - The ideal candidate should have excellent typing skills and attention to detail. - There is no specific software preference for data cleaning, so the freelancer can use Excel, Python, or any other tool they are comfortable with. - The dataset contains 100-500 records or entries. - The project requires accuracy and efficiency in data entry. - Experience in data analysis would be a plus, but not mandatory. - The freelancer should be able to complete the task within the specified timeframe. - Good communication skills and the ability to follow instructions are important. - This is a one-time project with the potential for futur...

I'm urgently looking for a skilled Python developer to assist me with a project involving data analysis, web scraping, and potentially machine learning. Your role will be crucial in helping me to derive insights from a large dataset and extract specific information from the web. Key Responsibilities: - Conducting in-depth data analysis using Python - Implementing web scraping scripts to collect relevant data - Potentially developing machine learning models (based on your expertise) While the client did not specify the exact libraries, the ideal candidate should be well-versed in Python programming, particularly with libraries such as Pandas and NumPy. Familiarity with Django, although not mentioned, could be a plus if the project expands to web application deve...

I am seeking a beginner level Python developer with a knack for web development, data analysis, and scripting. The ideal candidate should have a good understanding and practical knowledge in: - Web development: Tasked with the development of usable, meaningful applications that will enhance user interactions and overall user experience. - Data analysis: The successful candidate is expected to leverage Python's capabilities in order to provide solutions to complex data problems. - Scripting: Equally, candidates should be adroit in writing, testing, and debugging codes—including modification of existing scripts. In terms of essential Python frameworks, knowledge and expertise encompassing Django and Flask is non-negotiable, as these will form the crux of most proje...

I am in need of a professional web scraper with Python expertise, who can scrape data from a website(with filter Options) and convert it into Excel format. Key Requirements: - Expertise in web scraping with Python, including dealing with website search filters. - Proficiency in data extraction and manipulation. - Experience in converting extracted data into Excel format. Please note that the specific website and the type of data to be extracted has not been provided as it was skipped by me. The project can be detailed further with the selected freelancer. If you have the skills and experience in this area, please do apply.

I'm in need of a Python expert to assist primarily with automation tasks. The specific task at hand involves generating HTML reports using Python. These reports should primarily include test steps. Your role will involve scripting Python-driven test steps and converting them into a comprehensive HTML report. Ideal Skills: - Strong experience with Python programming and automation. - Proficiency in generating HTML reports using Python. - Familiarity with Quality Assurance and translating test steps. Join me in streamlining my reporting process with your Python expertise!

I'm in need of a Python expert to assist primarily with automation tasks. The specific task at hand involves generating HTML reports using Python. These reports should primarily include test steps. Your role will involve scripting Python-driven test steps and converting them into a comprehensive HTML report. Ideal Skills: - Strong experience with Python programming and automation. - Proficiency in generating HTML reports using Python. - Familiarity with Quality Assurance and translating test steps. Join me in streamlining my reporting process with your Python expertise!

...design. Key Features: - Collaboration Tools: Implementing robust collaboration tools to enhance team productivity. - Knowledge Base: Integration of a comprehensive knowledge base to support users in utilizing llmRAG efficiently. Programming Languages: - Python and JavaScript: The software should support these two languages effectively. Design Requirement: - Professional and Corporate: The design of the llmRAG interface should reflect a top-notch professional and corporate look. Ideal skills for this project include proficiency in Python and JavaScript, experience in developing collaboration tools, and a strong understanding of creating a professional and corporate design aesthetic. Your ability to work with cloud-based IDEs and incorporating a knowledge base will be ad...

Data Entry Project - I am looking for a freelancer who can assist me with typing work. - The project involves entering data into a spreadsheet or a database. - The ideal candidate should have excellent typing skills and attention to detail. - There is no specific software preference for data cleaning, so the freelancer can use Excel, Python, or any other tool they are comfortable with. - The dataset contains 100-500 records or entries. - The project requires accuracy and efficiency in data entry. - Experience in data analysis would be a plus, but not mandatory. - The freelancer should be able to complete the task within the specified timeframe. - Good communication skills and the ability to follow instructions are important. - This is a one-time project with the potential for futur...

...Data Engineer/Data Scientist to help me with the creation of a Data Extraction Pipeline. The pipeline will be responsible for extracting data from documents in PDF/Image format, primarily for the purpose of data cleaning and preprocessing. Key responsibilities include: - Building a robust data extraction pipeline using Python - Implementing data cleaning and preprocessing techniques effectively Ideal candidates for this role should possess the following: - Proficiency in Python, with a strong understanding of data extraction and cleaning - Need to have experience with paid tools and clear understanding among different paid tools. - Can develop a Entire Data pipeline/Extarction system from scratch that can accomodate 50k users with less latency. - Experience in building d...

I want to deploy this application to a server and create an endpoint to use it. The project in this link is an OCR Scanner called Pix2Text. I want to use it to convert images to text. I need to set up an endpoint to send an image and receive the results of this application. For the server, I want it to handle 200 requests per minute and be scalable. You can choose any provider, but please provide the cost of your service and the cost of the server. Here's the link to the open-source project I want to deploy: Pix2Text.

Please read in document, As part of the assessment process, we need you to make a simple web application, using forum reader application using the Hacker News API, that will help us to see list of 20 Topics, and see 1st level comments. We need you to complete this assessment within 1 days. No hurry, take your time and give your best shot. Complete documentation regarding endpoints, requests and responses from the API can be visited and learned from the following link: There are 2 main pages of this test, namely the topic list page and the topic detail page.

I'm in need of a specialist to develop an automated interface for managing 1 Cisco switch. The purpose of this interface is primarily for configuration management. Critical features of this interface should entail: - A few ability to automatically apply configuration changes on friendly interface - Need only 5 configurations - Using Python Programming - Capacity to perform regular configuration backups saved locally A solid understanding of Cisco switch architecture and prior experience with automated interface design are required for this project. Knowledge of configuration management practices would certainly set you apart in this space. Efficiency and reliability are key here, so your ability to develop an automated solution that can streamline these processes will be indi...

I'm in need of a Excel setup algo that can execute orders on Zerodha from excel file. I require the following features: - One click button: The system should be able to place and execute my selected orders from excel...excel file. I require the following features: - One click button: The system should be able to place and execute my selected orders from excel with one click button. - Customizable Order Parameters: I need to be able to set my own order parameters, including the stock, quantity, price, and other variables. The ideal freelancer for this project should have experience in: - Developing python algo application with excel. - Integrating with Zerodha API. - Implementing automated trading systems. - Creating user-friendly interfaces, with some level of...

I have 2 Python Scripts they do same things but 1st script use functions for one platform 2 script use different functions for second platform, both script do its same just used different functions, i need someone to re made it Scripter number 1 to use functions from script number 2 - The functionality of the first script needs to be well understood to ensure a successful replication. - The project is time-sensitive, so the work should be completed as soon as possible. Ideal freelancer: - Experience in Python development, particularly in replicating scripts for various platforms. - Proficient in understanding and working with pre-existing Python scripts. - Able to deliver quality work under strict time constraints.