How long does it take to learn python for data science jobs

I'm looking for a Python expert who can help me preprocess and normalize a CSV dataset for a machine learning project. Key Responsibilities: - Loading the CSV dataset - Adjusting timestamps - Merging data from a single file - Normalizing the data using Min-Max scaling Ideal Skills and Experience: - Proficient in Python programming - Solid understanding of data preprocessing techniques - Experience with handling and merging large datasets - Familiarity with statistical analysis and machine learning modeling This project is crucial for setting a solid foundation for the subsequent machine learning analysis. The freelancer who takes on this role should be able to execute these tasks accurately and efficiently, with...

I'm looking for an experienced Hindi female voice over artist with a professional tone for my Youtube channel. - The voice over should be: - Clear, professional, and engaging - Appropriate for an adult audience - The project involves: - Narrating educational content - Adhering to the script provided Ideal skills and experience for this project include: - Proven experience in voice over work, ideally for educational content - Fluency in Hindi and understanding of professional tone and delivery - Ability to engage an adult audience through voice Please provide your portfolio or sample work for my consideration.

...developer to create a web dashboard using Python with Django framework. The purpose of the dashboard is to monitor a specific service. Admin can create new services or update / delete Ability to add commands to start a service if it crashes by using the commands and notify on successful execution. As well as provide web dashboard for visibility . If this service crashes, the dashboard should send notifications via email and then restart the service. Key Requirements: - Develop a Python-based web dashboard using the Django framework. - Implement a monitor for a specific service. - Configure email notifications to be sent out to a designated email address upon service crash. - Enable the dashboard to...

I'm a beginner wanting to learn how to create my first React Native app. I'm interested in building a simple multi-page app for both Android and iOS. Ideal candidates should have: - Proficiency in React Native and mobile app development - Prior experience in creating multi-page applications - Excellent communication skills to teach a programming novice like me

I'm looking for a skilled Python developer to help me with a scraping project. I need to extract specific product data from a website's table. Skillset: - Proficiency in Python and Scrapy - Experience in web scraping - Familiarity with handling web popups The website () contains a table with important product information. For each product, I need the following details scrapped: Certificate Type Certificate Number Product Type Organization Name Country Issue Date Expiry Date in addition to Product Details Brand Model Description Barcode The data should be saved in a CSV file. There are no specific rules or requirements to be followed during the scraping process.

I'm a beginner in programming and am working on a person...programming and am working on a personal project involving AI chatbots. I'm looking for a tutor to help me learn how to create them for a website. Key aspects of the project include: - Teaching me the foundational principles of AI chatbot design - Guiding me through the creation of a basic, functional AI chatbot for a website - Explaining how to integrate and maintain the chatbot on a website. I'm expecting the tutoring to be interactive and highly informative, you should be patient and good at explaining complex concepts in a simple manner. Experience in AI chatbot development, specifically for websites, is highly preferred. A solid under...

...Developer to build an OCR system that will be primarily used for document processing. The system should be able to process various types of documents including printed documents, handwritten notes, and scanned images. Key requirements for the project include: - Develop the system using Python, Java, and C# - Ensure that the system can accurately extract and process text from different types of documents - Implement a reliable method for processing printed documents, handwritten notes, and scanned images - Provide a user-friendly interface for uploading and retrieving documents Ideal candidates for this project should have: - Proven experience in developing OCR systems - Expertise in Python, Java, and C# - Strong understan...

I'm seeking a web designer to create a fully responsive website for our IT & Software services company. The goal is to increase leads, sales, and attention. The main responsibilities for this project include: - Designing a fully responsive website that is visually appealing and user-friendly. - Implementing e-commerce functionalities to support online sales of our IT services. - Ensuring the website is easy to navigate and optimized for conversions. - Ensuring the website is on-trend and modern in its design. - Making sure the website is optimized for various devices and screen sizes. Ideal skills and experience: - Proficient in web design with a strong portfolio of responsive sites. - Experience in developing...

I need a Python developer to help me convert a PDF file into an XML file. And Share that Python Code With me as well. Key Requirements: - The primary task is to extract text from the PDF and structure it into an XML file. Ideal Skills: - Strong proficiency in Python, with a good understanding of its syntax and libraries, particularly for PDF processing. - Experience in text extraction from PDFs is a plus. Please note that I do not have a predefined XML structure in mind, so I'll need some guidance on how to structure the output.

My project requires an expert in machine learning, particularly with a focus on using Python for neural networks. Ideal Skills and Experience: - Proven experience in machine learning projects - Expertise in Python programming - Proficiency in neural network programming - Strong understanding of deep learning Your understanding of machine learning principles, advanced Python programming, and neural network frameworks will be pivotal to the success of this project. Please detail your relevant experience and provide examples of similar projects.

I'm looking for a skilled Python developer with experience in web scraping and Selenium. Your task is to extract a domain list from a given URL (). The data extracted should be cross-referenced for each domain with the following fields: name, full address, email, and phone. Key Requirements: - Extract domain list from a specific website () - Implement cross-referencing for each domain with name, full address, email, and phone - Proficiency in Python and Selenium for web scraping - Ideally, experience with data cleaning and manipulation Please note that the number of records on the dealer locator is unknown. Your ability to handle large data sets will be crucial for the successful completion of this p...

I'm looking for an experienced Python developer who has previously worked with options Greeks and the Zerodha API. Your main tasks will involve: - add third order greeks to an existing code The ideal candidate should have a strong command over Python, especially the Pandas library, and a thorough understanding of financial markets, particularly options Greeks. Prior experience working with the Zerodha API will be highly beneficial for this role. I look forward to your proposals!

I'm looking for a skilled developer who can create a tool that utilizes Google Chrome to perform searches and click on search results multiple times. Key Project Requirements: - The tool should be built using Python, Java or Visual Basic - The primary goal of the tool is to perform automated web browser searches and click on various results - The tool should utilize Google Chrome as the web browser To give you a better idea, the tool should: - Conduct multiple web searches on Google - Click on a configurable number of search results from the returned search page Ideal Skills and Experience: - Proficient in Python, Java or Visual Basic - Experience in browser automation and web scraping - Familiarity with Google Chrome's automation capa...

...in need of a skilled survey designer to help me create a structured questionnaire that'll measure the success and efficiency of our IT services. Key Requirements: - Create a comprehensive survey that includes various KPIs related to IT services. - Focus on measuring areas like response time, uptime/downtime, and customer satisfaction. - Ensure the survey is structured in a way that it can be deployed on a monthly basis - The survey should be easily understandable by the respondents and generate actionable insights for our IT team. Ideal Skills and Experience: - Proficiency in designing surveys with a focus on KPIs - Knowledge of IT services and various KPIs associated with them - Experience in designing reports for ...

I'm in need of a skilled Python developer to work on a web scraping project. Key Requirements: - I'm primarily focusing on Web scraping as the main functionality for the project. - You should be well-versed in Python and have a proven track record in data analysis. - Knowledge of web scraping is essential to ensure efficient and reliable data extraction.

I am in need of a skilled developer to assist with an existing API integration between SilverStripe website and REX Software, with a focus on correcting a data issue that is causing the server to fail with backing up the website due to disk usage. The server technician said: "The disk usage is at 80% so a dump would fail as it would need more space to create a sql file to be transferred. It looks to be an issue with REX and the website framework SilverStripe. It may be that REX is not configured to remove (dump) old data." Your role will involve correct the error so the server does not continue to reach its disk usage and implementing a seamless API integration that successfully sy...

My project requires an expert in machine learning, particularly with a focus on using Python for neural networks. Ideal Skills and Experience: - Proven experience in machine learning projects - Expertise in Python programming - Proficiency in neural network programming - Strong understanding of deep learning Your understanding of machine learning principles, advanced Python programming, and neural network frameworks will be pivotal to the success of this project. Please detail your relevant experience and provide examples of similar projects.

I'm in need of a skilled Python coder to assist me in deploying Locally Hosted Language Model (LLM) applications. Here are the details: - **Operating System**: The deployment is hybrid, so familiarity with Windows, macOS, and Linux is ideal. - **Purpose**: The primary aim of the deployment is for text ebedding (vector db) and generation. - **Requirements**: Specifically, I'm looking for functionality related to Language modeling and retrieval augment generation in the LLM applications. - mongoDB should be set up runining a .sh file - docker-compose deploy of the app - whisper transformers for stt ttl - AWS S3 bucket for file serving Essential skills for this project include a strong background in Python programming...

...professional to perform the following tasks: - Setting up Modbus communication between Raspberry Pi and Panasonic Servo Driver (Model Number: MDDLT55SF) - Setting up CC-Link IE TSN communication between Raspberry Pi and Mitsubishi Driver (Model:MR-J5W3-222G) - Writing code for controlling the servo driver from the Raspberry Pi - Testing and debugging the system - Providing support for any issues that may arise during the project Previous experience with Raspberry Pi and Panasonic Servo Drivers is a must. Additionally, the ideal candidate will have a strong understanding of programming in Python, as well as a background in robotics or industrial automation. GUI in Raspberry Pi will have START button. When we click on start button: Step 1: Communicate with...

I need a Python program that can tap into Yahoo's fantasy football datasets using their API and extract various essential pieces of historical league-specific information. The main requirements of my project include: - Extracting information like player statistics, team standings, draft results, transactions (trades and adds/drops), weekly schedules (head-to-head matchups by week), weekly lineups, scoring settings, and league settings The Yahoo API Endpoints you'll need to use as inputs to derive the above data extracts for a particular league are: - the associated League ID (each league created by Yahoo is given it's own unique ID that a league member can provide) - the associated Game Key (there is a unique Game Key provided by Y...

...with a focus on data management, report generation, and user authentication capabilities. While I did not specify a preferred programming language, I need someone versatile in universal languages such as C++, Java, or Python. Key features and requirements: - Data Management: The application should seamlessly handle data input, output, storage, and backup. - Report Generation: A core feature should be to generate real-time, insightful and efficiently formatted reports from the managed data. - User Authentication: A secure user authentication process is essential, ensuring only authorized users get access to data or functionality. Ideal Candidate: - Comprehensive experience in diverse programming languages (C++, Java, Python...

...highly educated female home caretaker (who can speak English or Hindi) to manage house activities and take care of family members. It is essential that the candidate holds a high school diploma. The ideal candidate for this role will be expected to: Organize the household schedules effectively Prepare meals for the family Assist with family activities This is a full-time position, requiring services for more than 8 hours per day. Please note that this position does not involve cleaning tasks, as we have maids for that. The primary responsibilities will be taking care of the family, managing the house, and running errands such as going to the market and buying groceries. We offer transportation (flight or train t...

...Initiative based in Uganda, dedicated to uplifting underprivileged children through education. Today, I'm reaching out to you with a heartfelt plea to support three remarkable children - Alice Alyeko, Ben Otim, and Emma Mukutu - in their educational journey. Education has always been my passion and driving force. Growing up in Uganda, I witnessed firsthand the transformative power of education in breaking the cycle of poverty and empowering individuals to create better lives for themselves and their communities. It's this belief that led me to establish the Awuor Support Initiative, aiming to provide equal educational opportunities to children who are often overlooked and underserved. Donate here Alice, Ben

...cafe and I'm looking for a talented web developer to create a website that showcases the ambiance and location of the cafe. The website should reflect the aesthetic of the cafe, enticing potential customers to visit. Key Responsibilities: - Create a visually appealing and user-friendly website that effectively showcases the ambiance and location of the cafe. - Ensure the website is responsive and works well on all devices. - Assist in integrating any necessary plugins or tools that could enhance the user experience. Skills and Experience: - Proven experience in web design, preferably with a portfolio showcasing similar projects. - Proficiency in HTML, CSS, and JavaScript. - Understanding of user experience (UX) and user interface (UI) design. - Familiarity w...

I'm looking for someone with experience with APIs and SDKs in Python who can guide me through successfully connecting to the Kwenta SDK. Your main task will be to help me connect it, so I can execute the order. I'm looking for someone who can explain things clearly and concisely, and is available to answer any follow-up questions I may have.

...It's designed to scrape various URLs from the Apollo website. Key Requirements: - Scraper debugging: The script is currently not working properly, and needs to be fixed. - URL scraping: The script should be able to successfully pull the data from the selected URLs on Apollo website. Experience with: - Web Scraping: Previous experience in web scraping is essential, as the data needs to be pulled accurately from this specific website. - Script Debugging: Ability to identify and fix issues within an existing script. - Proficiency in Python or relevant language for web scraping. - Knowledge of Apollo website structure. Please make sure your bid includes information on how you plan to approach fixing th...

...create a series of 6-10 templates for me. These templates will be used for a variety of purposes, including marketing campaigns, transactional notifications, and newsletters. Key requirements include: - Designing a total of 6-10 email templates - Creating templates that are visually appealing and on-brand - Ensuring the templates are responsive and compatible with Campaign Monitor - Incorporating elements that drive engagement, such as clear call-to-action buttons and concise yet impactful content Ideal candidates should have: - Demonstrable experience in designing email templates - A strong portfolio of past work, preferably including templates for marketing, transactional, and newsletter purposes - Proficiency with Campaign Monitor or a willingness to...

I am searching for an experienced copyeditor to refine a Science Fiction/Fantasy novel of mine. The manuscript is of moderate length, ranging between 50,000 and 100,000 words. Task Details: - Proofread and correct all grammatical, spelling, and punctuation errors. Ideal Candidate: - Must be proficient in English language and grammar. - Has deep knowledge and interest in the Science Fiction/Fantasy genre, thereby understanding its tropes and norms. - Preferable experience in copyediting novels, especially within the aforementioned genre. - Work must be done by a human Please note, this project primarily focuses on fixing errors in language mechanics and does not require extensive alterations in sentence structure or any sort of rewriting.

...particularly narrow and are tailored for the purpose of marking ownership. - The ideal candidate should have an understanding and experience in designing labels for similar situations or materials. - Experience with designing labels for unusual or challenging forms like rubber pipes would be seriously advantageous. - The right freelancer will have a knack for creating a design that is both eye-catching and functional and can grasp the importance of the label's role in marking ownership. - I have the images of both the pipe, the label and an example of what it should look like. The path that the label will take is also included (wider grey area). - The final product will be 1 image of the label wrapped around the pipe and 1 image that only...

Job Title: Full-Stack Developer for WordPress, .NET Middleware, Azure Integration, and SDK Development Job Overview: We are seeking an experienced Full-Stack Developer to spearhead the development and integration of key system components within our e-commerce platform. The successful candidate will lead initiatives to enhance user interactions by developing a WordPress plugin, building a robust .NET middleware API, and integrating advanced Azure-based messaging services. Additionally, the role involves creating an SDK to facilitate easy integration for third-party AI bot services. This position is crucial for ensuring that our platform not only meets current technological standards but also adapts to future advancements and user needs, enha...

Job Title: Windows System-Level Gaming Keyboard Emulator Developer Project Overview: We are seeking a skilled developer to create a Windows-based keyboard emulator, specifically designed for gaming. The emulator must operate at a low system level to effectively mimic keyboard inputs for gaming purposes without requiring hardware. Key Requirements: OS Compatibility: The emulator should work exclusively on Windows systems. Emulation Focus: Aimed at simulating keyboard inputs for gaming applications. Ideal Skills and Experience: Proficient in Windows application development. Expert in low-level programming, specifically in system-level assembly language. Knowledgeable in gaming input emulation and keyboard input simulation. Experience in backend applicati...

I'm looking for a talented individual who can help me develop an LLM text model which behaves like a virtual girlfriend. This text model must be engaging in intelligent dialogues with emotions and feelings. Here are the primary requirements for this project: - Create an AI-driven text model: I need a text model that is capable of engaging in intelligent dialogues. This means understanding context, providing relevant and meaningful responses, and exhibiting emotional intelligence. - Incorporate emotional responses: The text model should be capable of expressing emotions and feelings in a realistic manner. This is crucial for creating a believable and engaging virtual girlfriend. - The model can be trained from scratch or, if you have knowledge of current models, a...

I am seeking a professional photographer to capture high-quality images of a building located at 72-01 Queens Blvd. The objective is to obtain a comprehensive set of photographs that showcase the building’s exterior . ***long term potential project*** Location: Address: 72-01 Queens Blvd, Woodside, NY 11377, USA Photography Focus: Building exterior, architectural details. High-resolution digital images A minimum of 20-30 photos covering various angles and perspectives.. Deliverables: High-resolution images RAW formats. ( No edited needed just RAW formats ) HDR bracketing of each shot. Full rights for the use of images in marketing, web, and print materials. Timeline: Photographer Qualifications: Proven experience in architectural and real estate...

I need a Python program to parse a JSON file and format it correctly to be JSON compliant. Key Requirements: - Input Data: The input data is in JSON format. - Output Data: The JSON output should be properly formatted and adhere to a specific schema or structure. Skills and Experience Required: - Proficiency in Python programming. - Strong understanding of JSON parsing and formatting. - Experience in adhering to specific JSON schemas or structures. Please let me know your experience in similar projects and any relevant information that would make you a strong candidate for this job. You will pass the name of the input file as an argument and the output file should be the same file name with the .output extens...

Im looking to have a Solana ping bot with the ability to detect and attempt to filter out potential scams based on machine learning software. Ensuring that daily 10-100x calls are made effectively. Key Requirements: - AI & Machine Learning Proficiency: The ideal candidate will be well-versed in AI and machine learning technologies, able to design a bot that can learn and adapt to new scamming tactics. - Solana Ecosystem Expertise: Strong understanding of Solana and its projects is crucial to successfully identify potential scams. - Telegram Integration: The bot should be designed to work seamlessly within the Telegram app. I'm looking for an active developer who can work alongside me in this exciting new venture. Ple...

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; rather, 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....

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.

Seeking a long-term Python Data Scientist and Generative AI expert Your task is to develop a prototype chatbot that is powered by Generative AI and Large Language Model (LLM) to respond to user queries using domain-specific knowledge and RAG implementation. The project will focus on integrating LLM frameworks, managing data preprocessing, and implementing the chatbot's user interactions. ONLY people who respond to below screening questions will be considered: 1) Did you fine-tune an LLM model using LoRA or QLoRA? If so, which model did you fine-tune, and what was the use case? 2) Do you have a GitHub profile? If so, can you share the link? 3) Are you proficient in English, and what is your hourly rate?

I have a simple python script that interact with an API that takes data from said api and outputs it in a table. The service where I use the API also has a website where I can see in the same table format the exact same data. Pandas know how will help. My problem is that the data from API and from service is mismatching. Your job is too look and identify where the problem is. You will receive both program (simple streamlit app that runs locally) and login details to website to cross check.

Hi VJ IT Services, combine like last time, Data sheet has main data and secondary data (if you cant find a name)

I am seeking an experienced engineer to design and implement a two-axis machine control system that is capable of: - Effectively controlling and managing the movements of the system along two axes with a LIMITED RANGE. Your expertise in designing systems with the necessary navigation strategies and motion control algorithms will be required. - Providing real-time position feedback to the user. Your extensive understanding of feedback mechanisms particular to these types of systems is a must. Ideal expertise for the job includes: - Comprehensive knowledge in machine systems control and design. - A thorough understanding of motion control strategies. - A background in data analysis and logs processing. The machine is a Bandsaw to cut...

I'm seeking a talented designer who ...stylish look, with emphasis on clean lines and functional spaces. - Attention to Detail: I am looking for someone who can ensure every detail is considered and incorporated into the design. - Integration: The interior and exterior should harmoniously blend together, providing a seamless and cohesive experience. Please note that this project does not include the garden area, swimming pool or garage design. The focus is solely on the exterior and interior of the house. Ideal skills and experience for this project include: - Proficiency in 3D design software - Previous experience in creating modern house designs - Strong portfolio demonstrating creativity and attention to detail - Excellent communication skills ...

I'm looking for an experienced social media marketer who can create an Instagram ad that will direct users to my Telegram channel. Key Points: - The primary goal of the ad is to promote my latest product, Medical Gummies, so it's essential that the ad is engaging and attracts potential customers. - The link in the ad should seamlessly lead users to my Telegram channel, where they can learn more about the product and potentially make a purchase. - It's important that the ad is set up in a way that maximizes conversions and ensures that users are actually redirected to my Telegram channel. Please only apply if you have experience in creating effective Instagram ads and have a strong understanding of how to convert soci...

I'm in need of a skilled individual who is proficient in blockchai...balances and activities. Key Requirements: - Proficiency in blockchain analysis, particularly on the Arbitrum blockchain - Ability to identify patterns and trends in transactions - Proficient in analyzing wallet balances and activities Deliverables: - A comprehensive report that includes methodology, analysis, and conclusion - The report should be presented in a combination of written format and visual presentation (charts and graphs) Please note that I will provide you with access to the necessary pages and data on Arbiscan. Your task will be to fetch data, analyze it, and present it in a detailed, yet accessible manner. If you are able to deliver this work...

...seeking an expert in Python for a Natural Language Processing project focusing on text classification of social media posts. Key Project Features: - The goal is to build a Python coding notebook that can efficiently classify different types of text within social media posts. This will require a deep understanding of NLP principles and techniques. - The project primarily demands the use of Python for its implementation. Ideal Skills and Experience: - Expertise in Python programming is a must. - A strong background in NLP, particularly in the area of text classification, will be highly beneficial. - Prior experience working with social media text data would be a plus. If you're confident in your Python and NLP skil...

I am looking for a SEO friendly AI Website Content writer who has strong knowledge over US English and can research and write AI related content. The website is for a new Company which will help in Management and technical consultancy to companies. Something like a mix of Mckinsey and BCG group sandwiched with something like a cognizant or Accenture. This is a company that does management consultancy this is a technical consultancy Also I want to include Gen Ai services in the same. This is a Gen Ai company example : it should look like a management consultancy as well as technical consultancy website with a flavor of Gen AI incorporated Initially 7 to 10 pages would be descent No blogs as of now. just core

...highly skilled and experienced Data Scraping Specialist to optimize and significantly increase the speed of our current data scraping processes. The ideal candidate will have extensive experience in web scraping, advanced knowledge of bypassing anti-scraping measures, and proficiency in utilizing cloud-based solutions for enhanced performance. Strong problem-solving and hacking skills to navigate complex web security systems are essential for this role. Responsibilities: Analyze and improve existing data scraping scripts to maximize efficiency and speed. Implement and manage cloud-based solutions (AWS, GCP, Azure, etc.) for scalable scraping tasks. Develop advanced strategies to bypass anti-scraping measures like CA...

I need a highly experienced programming teacher who specializes in both Java and Python. I'm seeking advanced-level guidance, mainly through the following: - One-on-one mentoring: You will provide personalized, in-depth insights catered to my capacities, skills, and learning speed. We will explore challenges and complex concepts together. Patience and exceptional communication are crucial. - Expertise in Java and Python: You must demonstrate a solid understanding and practical application of these languages in the industry. Exit profiles such as the development of complex systems, application in advanced artificial intelligence, or extensive backend management would be ideal. - Advanced Level Programming: I need a tutor who can help me comprehend and implemen...

I'm in need of a professional and well-rounded computer programmer to build and manage various software applications. Key Tasks: - Develop innovative web and mobile applications - Manage and maintain the software database Ideal Experience and Skills: - Strong familiarity and skill in programming languages (Java, Python or C++) preferred - Previous experience in database management - Proven track record in developing web and mobile applications While skills in Java, Python, and C++ are a bonus, I'm primarily interested in your ability to perform the tasks specified above. Show me what you've got!

I'm in need of an experienced backend developer who can deliver comprehensive solutions for a medium-scale project. The tasks to be handled include: - Database management: You should have sound knowledge and experience in managing databases efficiently. - API Integration: Proficiency in successfully integrating APIs is a must. - Server Maintenance: You will also be responsible for maintaining the server to ensure smooth operations. Though the programming languages preferred by me were not specified, having experience in Java, Python, or PHP would be advantageous. This opportunity is best suited for developers with a knack for troubleshooting and those who can guarantee smooth backend functionality even during moderate traffic.