Handwritten signature detection python jobber

Vill ha följande Python kod konverterad till C#.

Jeg har løpende arbeid relatert til vårt tidligere prosjekt 'Design signature template for email and official letter formats'

I'm seeking an experienced data scientist with expertise in Python and R for a project that involves time series data visualization and statistical analysis. Key Responsibilities: - Conducting data visualization to present insights in a clear and compelling manner - Performing statistical analysis to extract meaningful patterns and support decision-making I will provide you with a working file that retrieves data from our Python/R library. Your responsibility would be to process and analyze this data. We use Python/R with Jupyter notebooks. Ideal Skills: - Strong proficiency in Python - Experience with data visualization tools such as Matplotlib, pyplot and of course Pandas - Proficiency in statistical analysis methods and tools I want two repo...

I'm looking for an experienced developer to assist me with an Artificial Intelligence (AI) driven video processing project. The key points of this project are: - **Objective**: The main aim of this project is to create a video processing system that could understand video content and generate a talking video avatar. - **Tasks**: The AI system should be capable of performing three key tasks: facial recognition, text extraction, and converting the extracted text + video into a talking video avatar. - **Output Format**: The desired output format for the generated talking video avatar is MP4. Ideal candidates should have: - Proven experience in artificial intelligence, particularly in video processing and generation of talking video avatars. - Proficiency in facial recognition and tex...

I require a skilled typist to transcribe data from an unspecified amount of handwritten documents. It is unknown how clear the handwriting is, thus it may vary from clear to hard-to-decipher handwriting. This job calls for meticulous attention to detail and a high level of accuracy. I prefer candidates with previous experience in transcription, however, if you have strong typing skills and a keen eye, feel free to bid too.

I'm seeking a Django and Python Fullstack developer who can lend their expertise to my application project. The chosen freelancer should excel in creating: - Robust user authentication and authorization systems - Seamless database integration - Responsive design that adapt to various devices I have certain design ideas but I would highly appreciate guidance to help realize these concepts. The freelancer should possess a strong grasp of user-centric design and prove instrumental in translating these concepts into a streamlined, functional, and easy-to-use interface. Ideal skills: Python, Django, Database Management, User Interface Design, User Experience Design, and Responsive Web Design. It's a bonus if the candidate has a knack for making technical functionalit...

I'm interested in purchasing apps that have been released on the Google platform. I'm looking for apps that fall into categories such as entertainment, games, tools, movies, and videos. The desired apps should have the following features: - In-Application migration, and source code signature file and password provided. - Push notifications to keep users engaged and informed about new updates. - Social media integration to help users share their experiences and invite others to use the app. The specific functionalities I seek include: - User profiles for personalized experience. - A robust search functionality for easy navigation. - Video streaming feature to broadcast various contents. - Different levels for games to keep users engaged and challenged. - Categorized tool...

I'm currently seeking a proficient freelancer in Google Cloud Platform (GCP) who specializes in Infrastructure setup, Virtual Machine manageme...setup, Virtual Machine management, and Data storage and management. Key Tasks: -Setting up a secure and efficient GCP Infrastructure -Managing and optimizing Virtual Machines -Handling Data storage and management effectively The freelancer needs to have: -Sound knowledge and experience in GCP -The ability to implement advanced automation in GCP Programming Skills: -High-level proficiency in Python -Competency in Shell scripting is necessary This project is for those who are passionate about cloud technologies and eager to help initiate an advanced level of automation within my GCP environment. Please, only those with the relevan...

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 a strong eye for detail.

...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 automatically restart the service upon crash. Your Experience: - Proficiency in Python...

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 have a bulk of handwritten records that needs to be typed into a spreadsheet. The data will be used for analysis, so accuracy is important, though minor errors are acceptable. Key requirements: - Convert handwritten records into a digital format - Enter the data into a spreadsheet - Ensure moderate accuracy with minimal errors Ideal Skills: - Data Entry - Fast Typing - Attention to Detail - Basic Knowledge in Data Analysis - Experience with Handwritten Data Conversion would be a plus

...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 understanding of document processing techniques - The ability to deliver a user-fr...

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 project.

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!

...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 capabilities If you have experience with similar ...

...transcription of handwritten notes into a Word document. The purpose of this project is to organize data from handwritten notes into a more accessible and usable format. Key requirements for this project include: - Transcribing handwritten notes into a Word document - Ensuring accuracy and attention to detail in the transcription process - Maintaining the original formatting of the notes in the Word document Ideal skills and experience for this project include: - Proficiency in typing and data entry - Experience in transcription of handwritten notes - Attention to detail and accuracy in data entry - Familiarity with Microsoft Word or similar word processing software The final deliverable for this project should be a Word document containing the transcribe...

As the creator of this project, I'...skills and experience in object recognition and anomaly detection to analyze various types of video footage - from surveillance videos to live streams and pre-recorded videos. Key responsibilities include: * Implementing object recognition and tracking techniques to detect anomalies. * Ensuring real-time alerts for any suspicious activities, amplifying the safety measures. * Aiming for improved accuracy in detecting potential safety hazards. * Enhancing the efficiency of video footage monitoring and analysis. The ideal candidate should be proficient in AI/ML, with proven experience in object recognition, anomaly detection, and video analytics. The ability to provide real-time solutions and ensure precision in safety hazard detec...

...motherboards, display, BIOS, and drivers. This application should be compatible with Windows operating systems. Key Features: - Detection of Motherboard Chipsets: The app should be able to identify different motherboards and their chipsets. - Display Detection: The web app should be able to recognize different display devices. - BIOS and Driver Information: The application should provide detailed information on the BIOS and driver versions. - Compatibility Check: It should also be able to check compatibility information of the detected hardware. Skills and Experience: - Proficiency in web development and creating user-friendly interfaces. - Experienced with hardware detection and information extraction. - Knowledge of Windows operating systems and compatibility. ...

I need a General Practitioner (GP) to sign a medical consent form on my behalf. The purpose of this document is to legally authorize specific medical procedures or treatments. The detailed medical information that the GP will be reviewing before signing the form will be provided by me. As such, this will require an in-person consultation where I'll present the necessary information. Ideal candidates for this job would: - Be a qualified and practicing GP. - Have experience in reviewing and signing medical consent forms. - Be able to maintain confidentiality and handle sensitive medical information responsibly. - Be willing to meet in person to discuss and review the medical information. Please, only apply if you are a licensed GP in good standing, and can dedicate time and effor...

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.

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 and experience with deploying applications on di...

...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 Start Panasonic Servo Driver 1 to rotate the Servo motor in Clockwise direction and stop and a fixed position. This position we have to confirm with testing. Step 2: After the Servo 1 STOP. Panasonic Servo Driver...

Estamos buscando un desarrol...realizar customizaciones en ODOO. - Colaborar en la integración de ODOO con otros sistemas. - Participar en el diseño y desarrollo de soluciones basadas en ODOO. - Realizar pruebas y depuración de código. - Mantenerse actualizado sobre las últimas tendencias y tecnologías en ODOO. Requisitos: - Experiencia demostrable en el desarrollo de aplicaciones utilizando ODOO. - Conocimientos sólidos en Python y Odoo Framework. - Capacidad para trabajar de manera autónoma y en equipo. - Excelentes habilidades de comunicación y resolución de problemas. - Certificación en ODOO (deseable pero no indispensable). Beneficios: - 100% Remoto - Salario competitivo. - Oportunidades de crecimien...

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 Yahoo by fantasy sport and by year) ...

...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) - Expertise in developing applications with data management, report generation and user authentication features. - Probl...

I have a bulk of handwritten records that needs to be typed into a spreadsheet. The data will be used for analysis, so accuracy is important, though minor errors are acceptable. Key requirements: - Convert handwritten records into a digital format - Enter the data into a spreadsheet - Ensure moderate accuracy with minimal errors Ideal Skills: - Data Entry - Fast Typing - Attention to Detail - Basic Knowledge in Data Analysis - Experience with Handwritten Data Conversion would be a plus

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.

I have a web scraper script that needs fixing. It's designed to scrape various URLs from the Apollo webs...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 this script. Open to suggestions on alternative approaches as well, as long as they can meet the required d...

I am seeking a cutting-edge Geographic Information Systems (GIS) Specialist/Subject Matter Expert skilled in Arc GIS Pro and Online products and experience with workflow integrations and other Esri service offerings. Show off your advanced skills and experience in Arc GIS Online to provide a sophisticated mapping solution that can support real-time updates and ...applications. - Integration of orthomosaic imagery and raster layers. - Broad knowledge of creating customizable layers on interactive maps. - Expertise in advanced workflow integrations. - Adept at creating dynamic, user-customizable views. - Developing dynamic, interactive maps with customizable view permissions for users contributing to an exceptional user experience - Experience with object detection is highl...

...require unauthorized system modifications such as disabling driver signature enforcement. It should operate successfully in the game, similar to devices like Arduino Leonardo or ESP32. The goal is to simulate pressing the Z1 keys solely through software, without external devices. Activation should be tied to the Caps Lock LED status—active when on, and inactive when off. Solutions utilizing 'keybd_event' and 'SendInput' do not meet the requirements of this project; a deeper, more intrinsic approach is necessary. Conditions: The keyboard emulator must function correctly within the game. The project must be compatible with Windows 10. Candidates should be proficient in at least one of the following programming languages: C++, Python, or Pascal. Pay...

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 mod...how to configure the backend of the model to limit illegal content or prohibited dialogue contexts. Ideal skills and experience for this job include: - Proven experience in developing AI-driven chatbots or virtual assistants - Proficiency in natural language processing (NLP) and machine learning - Strong understanding of emotional intelligence and how to incorporate it into AI models - Master Python * If you have any questions, you can write to me and coordinate a test. We will also prese...

I am seeking an expert in machine learning and computer vision who can craft an advanced object detection algorithm. This algorithm will be employed in outdoor settings and must have the capability to accurately identify vehicles, animals, and pedestrians. Essential Skills and Experience: - Expertise in Machine Learning and Computer Vision - Understanding of outdoor environments and their varied conditions - Prior experience in developing object detection algorithms - Familiarity with vehicles, animals, and pedestrian detection The goal is to devise an algorithm that can track and distinguish between multiple objects in outdoor scenes with different weather, light, and visibility conditions. It should perform reliably under these compounded factors.

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 extension. The input file is attached. Pay attention to the backsla...

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. The first logic test you complete for me will be an un...

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.

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 naviga...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 small logs into planks. The 2-off, NEMA 23 stepper motor movements are sequential, ie, first one moves then the second stepper moves. The controller is a Raspberry Pi 4, the prefered language is Python. Input to the controller via R Pi 7inch Touchscreen. File is to big to attach I look forward to ...

I have less than 100 pages of handwritten medical notes that I need transcribed into a custom template. This project is urgent, and I require the completed transcription in less than a week. Please read this entire ad before replying. NOT FOR AUTOMATED - hand transcribing job. Key Requirements: - Transcription of less than 100 pages of handwritten medical notes and computer printouts. - Custom template formatting (specific layout or structure) - Urgent turnaround time of less than a week Ideal Skills and Experience: - Experience in medical transcription to ensure accuracy and understanding of terminology - Proficiency in creating and working with custom templates - Ability to work under pressure and meet tight deadlines So that I know you are a real person and read this,...

I'm 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 skills and have experience...

We are seeking a highly skilled and experienced Data Scraping Spe...and IP blocking. Ensure data scraping processes comply with legal and ethical standards. Troubleshoot and resolve any issues that arise during scraping operations. Collaborate with our development team to integrate scraping solutions seamlessly. Requirements: Proven experience in web scraping and data extraction at scale. Proficiency in programming languages commonly used in web scraping (e.g., Python, Node.js). Experience with cloud services (AWS, GCP, Azure) and deploying scalable scraping solutions. Advanced understanding of web security measures and techniques to bypass them. Strong problem-solving skills and the ability to work independently. Excellent communication skills and the ability to document processe...

...convey our brand message, attract our target audience, and drive traffic to our Swiggy page and Zomato ( Food ordering platforms) . 5 Products to Feature: -Tender Coconut Juice With Ice Apple Chunks -Tender Coconut Mango Juice with Ice Apple Chunks -Tender Coconut Watermelon Juice with Ice Apple Chunks -Tender Coconut Orange Juice with Ice Apple Chunks -Tender Coconut Dry Fruit Milkshake Shake -Signature Cold Pressed Concoction I will give you the images for the above products. You need to use your creativity and make them. The images will be attached in this job post. I will give you other images as well if go ahead with you. Key Responsibilities: -Conceptualize, script, and produce three 30 second commercial videos for the above products. -Highlight the freshness, health ...

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 implement advan...

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 know...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 mo...