Grid computing neural networks työt

I'm seeking a skilled developer to create an advanced home affordability calculator. It should be...Insurance, and HOA Fees • Ability to estimate the largest possible home purchase based on financial data • Consideration of interest rates and their possible fluctuations • Reflection of down payments and portfolio line of credit options Input Requirements: • Annual Income • Monthly Debts • Desired Mortgage Term • Potential Family Gifts • 401k Loan Ideal Skills: • Proficient in financial computing • Experience in creating similar financial calculators • Good grasp of real estate finance variables, such as interest rates and property taxes. Your task is to create a calculator that cleverly combines all these factors to...

I am seeking a competent Cisco ISE and Aruba Wirel...an Aruba wireless network that's connected to more than 50 access points. The ideal candidate should have: - Proficiency in setting up and troubleshooting Aruba wireless networks. - Expertise in Cisco Identity Services Engine (ISE) configuration Main tasks will be: - Dynamic VLAN setup on Aruba wireless network linked to a Cisco ISE server using cert based authentication. -DVlan should work for all types of devices like Windows,MAC,Linux - Configuring specific features on Cisco ISE, specifically BYOD Services and Adaptive Network Control (ANC) Services. Your ability to work efficiently with large-scale wireless networks is crucial for the success of this project. Previous experience with similar projects will be a ...

The Full Stack task using Angular and .NET using Ag grid to add, edit, remove and view the table.

...for another dataset and run it in Ubuntu. Prospective freelancers must have skills and experience in the following areas: - Docker, for providing the backbone of our decentralized system - Federated Learning, to collectively improve our model's performance without sharing raw data - Working with and analyzing operational data - Implementing predictive models, in this case a 3-layer feed-forward neural network and stochastic gradient descent (SGD) The final deliverable will be a robust and efficient predictive maintenance system that effectively uses operational data to improve machine downtime prediction. Your contribution will be essential in minimizing these unexpected halts in industrial activities. Please refer to the linked PPT for more details. I look forward to a ...

I require a proficient graphic designer to create a realistic style background for my website banner. The theme of the banner is Cloud Computing in healthcare, focusing on oncology solutions. Key elements within the design should include: - Cloud Platform - Medical symbols for CT, cancer care, oncology software - Linear Accelerators (linacs) - Icons or images representing treatment planning - Icons representing Managed Service Cloud Benefits (Data protection, Security, ITSM, 24/7 support, etc.) The color scheme for the banner should predominantly include shades of blue, signifying the trust and confidence we inspire in our users. It will be beneficial if the designer posses previous experience in healthcare or technology industry related design to understand the technicalities...

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What is needed is a graphic for a cool t-shirt print. The T-shirt is intended for a company that plans, sells, installs and maintains air conditioning and ventilation systems. The motif is supposed to show a hot woman in a pop art comic style - like Andy Warhol with a rough grid. The topic of “cooling/air conditioning” should be conveyed in terms of content. The CD colors dark blue, cyan and yellow should be used dominantly. The graphics should be cool, intelligent and a bit cheeky and sexy, but not sexist. Ideally, the image is delivered as vector graphics (AI).

...Requirements: - Experience with Android systems - Deep understanding and expertise in server connection dynamics - Ability to accurately diagnose and resolve server connection issues • The immediate task is to: - Identify why my smartphone cannot connect to the server - Implement a foolproof solution that will ensure a smooth and reliable connection in the future. Skill in android development, networks, and problem-solving will be beneficial for this project....

I urgently require a freelancer to create a logistics management system for my business. The system must address the issues I'm currently facing with tracking shipments and managing inventory. Key Points: - The system should be able to efficiently tra...overall business operations. - The inventory management module should be effective and user-friendly. As a business with 18 warehouses, we need to ensure all stock levels are accurately and efficiently maintained across all locations. Skills and Experience: - Proficiency in logistics software development - Strong understanding of inventory management systems - Prior experience with large warehouse networks - Ability to deliver a quick and reliable solution is a must NOTE : My budget is only $100 because it's only for sma...

...dedicated product or device providing comprehensive analytics on an individual's mental capacity during work. I propose the development of a wearable device that monitors and analyzes cognitive functions, offering insights into flow states, situations of high stimulation, potential burnout risks, and daily mental strain. This innovative device, worn on the head and equipped with EECG/FMRI and other neural/blood flow tracking capabilities, aims to provide real-time data on the user's brain state. The accompanying app, leveraging ML, AI and analytics tools, interprets this data to offer actionable insights. Key features and objectives of the proposed solution include: Flow State Recognition: Identify and analyze periods of optimal focus and productivity to enhance over...

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...messages and electronic notifications may increase stress levels and decrease mental well-being. **Additional Benefits:** 7. **Expanded Job Opportunities:** Technology can open new doors for online work and learning, increasing opportunities for individuals in various fields. 8. **Global Communication:** Technology makes it easier to communicate with people worldwide, helping to expand social networks and exchange knowledge and experiences. 9. **Innovation and Creativity:** Technology provides tools and platforms for innovation and creativity, aiding in developing new solutions for current challenges in and out of the workplace. The challenges and benefits of technology are an integral part of the current era's development, and success in dealing with them depends on th...

I'm looking for a professional who can assist with the implementation of a microgrid in an area I own. The purpose of this microgrid is to provide electricity during power outages and reduce reliance on the main power grid. I would like the freelancer to: - Work on designing and implementing the microgrid itself - Ensure the system is effective in providing power during outages - Integrate renewable energy sources as part of this microgrid - Ideally, help in obtaining any necessary permits for the installation Experience in electrical engineering, renewable energy systems, and microgrid design would be highly beneficial. Prior work in residential or commercial areas would also be a plus. Please do reach out if you are confident in handling such a project.

Zeek ntrusion Detection System - in Ubuntu Applying this step in t...the emphasis is on monitoring network traffic efficiently. - The type of network traffic to be monitored was not specified, thus a capability to monitor both LAN and WAN traffic would be ideal. Required Skills & Experience: - Proficiency in network monitoring and security. - Extensive experience with setting up and configuring the Zeek intrusion detection system. - Solid knowledge of virtual networks. - Without a clear direction on the type of traffic to be monitored, a broad perspective is essential, to handle both LAN & WAN traffic. Your bid should demonstrate your experience with intrusion detection systems, specifically Zeek, and your understanding of network security.

We are looking for comprehensive support for my master's thesis in the area of decision-making processes of computing resource allocation. The primary requirements for this project include: - Data analysis: I need assistance in analyzing data that relates to the uncertainty under resource allocation in the solution verification phase. - Literature review: A thorough review of existing literature, particularly in the intersection of computer science and decision-making processes is required. - Proofreading and Editing: The final deliverable needs to be polished, free of any grammatical errors, and formatted correctly. Ideal candidates for this project should have: - A background in Industrial Management/Computer Science or a related field, with a strong understanding of decisi...

I am looking for a competent WordPress specialist capable of modifying the CSS code to change the layout and positioning in my site's archive products section. Key tasks include: - Transforming the layout of the archive products section to a grid view. Ideal candidate should have a meticulous eye for detail and a solid understanding of CSS. Previous experience with WordPress layout adjustments is beneficial.

I'm in need of an experienced salesperson specialized in construction material sales, specifically for recycled concrete. As an expert in this area: • You'll be primarily based locally. Familiarity with the local market and existing networks will be highly beneficial. • A strong track record in construction material sales is a must. Proven ability to influence, negotiate, and close deals successfully is crucial. • You should possess an expert level of familiarity with recycled concrete materials. A deep understanding of the product, its application, and benefits is pivotal to this role. The ideal candidate will not only help drive sales but also boost the visibility and understanding of the benefits of recycled concrete within the local market.

We are looking for a talented and experienced Android/Flutter developer with a strong understanding of AI to join our team for an excit...emerging technologies. If you are a skilled Android/Flutter developer with a passion for AI and are excited about working on innovative projects, we would love to hear from you. Please submit your resume and portfolio showcasing your relevant experience. Features: Cloud-Based AI Services: Reinforcement Learning: Speech Recognition and Synthesis Computer Vision Natural Language Processing (NLP) Neural Networks: Machine Learning (ML) Libraries This is a great opportunity to be part of an innovative project that pushes the boundaries of what AI can do in the realm of user entertainment. Looking forward to discussing this project with quali...

Specializing in solar power, my company is seeking bids for an expansive solar farm construction project. The primary objective is to generate electricity for the grid. We're seeking a partner to provide both consultancy and construction services. Ideal freelancers should have: - A strong background in solar energy solutions - Knowledgeable in solar farm construction - Experience in renewable energy project consultation - An understanding of electricity generation for the grid Your ability to provide maintenance for solar power systems would be considered as an asset for this project. Working with us means contributing to a sustainable and clean future. Let's create renewable energy solutions together.

I'm currently encountering connectivity issues with my existing Azure Virtual Networks specifically with connecting to the MySQL database. I have a main Vnet with my mysql database in there. I have a virtual machine in there too which can connect to the database I have a second vnet which is peered to the main vnet. I have a virtual machine in this vnet too. It can talk to the virtual machine in the main vnet, but cannot connect to the database. I need it to be able to, and I cannot figure out why. You can tell me how to do it and I can test, this doesn’t need to be a long project!

I'm seeking a professional to help me with my tax computation for the tax year 23-24. I am a resident for tax purposes and need assistance in reporting my business and self-employment income. Key Requirements: - Expertise in Indian tax laws and regulations, particularly for the year 23-24. - Prior experience in computing taxes for residents. The ideal candidate should be able to provide accurate calculations based on my income sources and help me maximize my deductions within the legal boundaries. I'm looking for a reliable individual who can help me file my taxes promptly and accurately.

I need a developer to create reports using AG Grid or a similar tool. The reports are intended for data analysis, performance tracking, and potentially financial reporting.

...efficient and organized manner. As electricity supply continues to be a critical issue in Zimbabwe, it is imperative to have a system in place that can effectively manage the limited supply of electricity during periods of high demand or supply constraints. The Load shedding Scheduler System aims to provide utilities, grid operators, and other stakeholders with a powerful tool to schedule and manage load shedding in a way that minimizes disruption to consumers while maintaining grid stability. The system offers advanced features such as real-time monitoring, predictive analytics, and automated scheduling to optimize the allocation of available during periods of scarcity Problem Definition: The issue of electricity shortages has always been an issue in Zimbabwe, th...

...businesses of all sizes. Our expertise encompasses: • Installation and Commissioning: Proficient in deploying OLT (Optical Line Terminal), Mini OLT, Provider Edge Routers, and Layer 2/3 Aggregation Switches, guaranteeing efficient network operation. • Migration Solutions: We excel in seamlessly transitioning services such as IPVPN, PRI, IPLC, LL, and ILL from legacy networks (SDH, RF, SHDSL Modem) to cutting-edge Next Generation Networks (FTTH GPON), ensuring minimal disruption and maximum efficiency. • Last Mile Connectivity: Specialized in providing last-mile fiber connectivity, whether through aerial or underground routes, ensuring robust connections for Business, Enterprise, and SMB customers to nearby Points of Presence (POPs) through linear or protecte...

As the client, my need is to enhance the aesthetic design of my existing website. My preference is for a minimalist style. The tasks involved in this project are: - Stripping design back to basics, while ensuring the website still comes across as engaging and user-friendly - Prioritizing simplicity in every element, from color scheme to typography and grid structure - Incorporating the 'less is more' philosophy, which should manifest in a clean, uncluttered, and easy-to-navigate platform The ideal freelancer for this task should have: - Profound knowledge and experience in minimalist design - Strong portfolio showcasing their UX/UI design skills - Excellent rating from previous clients specifically in website redesign jobs - Ability to understand and translate my requi...

I'm in search of a talented and experienced individual who can assist in developing a Quantum Machine Learning model with a particular focus on optimizing computational time. Key Requirements: - Proficient in Quantum Machine Learning: You should have prior experience in developing ML models using quantum computing techniques. - Python Programming: Solid understanding and experience with Python are essential as you'll be implementing the model predominantly using this language. - Numerical Data Handling: The model will be working specifically with numerical data, so prior experience in this area is a plus. The primary aim of this project is to reduce the computational time of the Quantum Machine Learning model. Your expertise in this area is crucial, as we're looking...

I need an experienced developer for building a Gmail email scraper/notifier. The ideal candidate should have a strong understanding of data scraping and email handling. The aim of the project is to: - Extract and display specific emails from Gmail in a user-friendly card format within an application grid. - The information to display on each card will include part of email body, phone numbers and web links. The phone numbers should be displayed in a clickable link format so that they seamlessly work with a soft phone application like RingCentral without need to use their API. Emails containing web link will have the option to automatically open the link in new tab in default browser. Skills required: - Proficiency in data scraping - Experience with Gmail API - Excellent knowledge...

I'm looking for a specialist capable of conducting image classification for facial detection using the YOLOv9 model on Colab. The primary goal is to pin-poi...tasks include: - Implementing YOLOv9 model on Colab for image classification - Prioritizing faces as the main class for identification and categorization - Enhancing the model to increase its detection degrees of accuracy - Ensuring the solution is scalable and effective The ideal candidate should have robust skills in: - Python programming - Deep Learning (specifically convolutional neural networks) - Proficiency in Google Colab - Prior hands-on experience with YOLOv9 or similar models. Please note that the work does not require detection and classification of specific facial features. It's all ab...

...comprehensive browser extension that serves as an IP rotator through proxy networks. Key points to consider: - Compatibility: The extension should be developed to work seamlessly on Google Chrome, Mozilla Firefox, and Microsoft Edge. A single extension that can be utilized across these browsers is crucial for this project. - Functionality: The main and core functionality of the extension is the management and automatic rotation of IPs using proxy networks. - IP Management: The extension should be capable of both manual and automatic IP rotation. Manual configuration should be user-friendly and intuitive. Automatic IP rotation should be seamless and efficient. - Proxy Usage: The extension should be designed to work with proxy networks, ensuring smooth and secure IP...

...Artificial Neural Network: The primary focus of this project is the implementation of an Artificial Neural Network for precise mask and helmet recognition. Your experience in developing similar systems using ANN will be highly appreciated. - Achieving Accuracy: The desired accuracy level for this system is between 80% and 90%. It's crucial that the model can reliably identify the presence of masks and helmets in real-time. - Compact Deployment: The final system is intended to be deployed within a small device with a Raspberry Pi (watch box dimension). Thus, your experience in deploying ML models on such hardware will be beneficial. Ideal Skills: - Proficiency in Machine Learning: Extensive experience working with machine learning models, especially with Artificial ...

I'm seeking a network expert for optimizing an Elastic Optical Network (EON) based on Software Defined Networking (SDN) principles. The main objectives of this project are to optimally allocate resources, load balancing and minimizi...required: - Strong background in network optimization, particularly in EON and SDN. - In-depth understanding of routing algorithms and spectrum allocation strategies. - Proven experience in implementation of load balancing mechanisms in large-scale networks. - Familiarity with network simulation tools is a plus. - Ability to work independently and propose innovative solutions to improve network performance. - Lastly to implement Cross Stratum Optimization Algorithm for Routing and Spectrum Allocation in Software Defined Networking based Elastic O...

I'm seeking an advanced Excel professional to create a dynamic Excel tool that possesses several automatic functionalities. The Excel should be capable of: - Creating ledgers automatically based on the input of transactions and account types - Generating separate sheets for final accounts immediately after creation of ledgers. - Computing balances and totals automatically, providing real-time financial tracking and analysis. In terms of data input, the Excel should comfortably accommodate both manual input by the user and importing data from external sources. Finally, the dynamic tool should be capable of creating financial statements, including a Balance Sheet, Profit and Loss Statement, and Cash Flow Statement. Ratio analysis etc. Relates to accounting Ideal candidates f...

I'm in need of skilled MATLAB proficient electrical engineer focusing on power electronics. The crux of my project entails the following: • Performance analysis of a power electronics bidirectional converter for grid to Vehicle and Vehicle to Grid based on ANN control. The ideal candidate for this job would need to: • Have a deep understanding and specialisation in power electronics. • Be exceptionally adept at MATLAB. • Have extensive experience in performance analysis and design of power systems, specifically power electronic converters. This project will require an intricate understanding of different aspects of power electronics and the use of MATLAB will be instrumental in this. The main goal is to perform a matlab simulation for the bidirecti...

I'm in need of an experienced web designer to create a professional, engaging photography portfolio website for my work. The site will need to have a specific layout and include a few key features. Key Features: - Photography Portfolio: The website should primarily focus on showcasing my photography work. The photos should be displayed in a visually appealing gallery grid. - Contact Form: I want the website to include a contact form to make it easy for potential clients or collaborators to get in touch with me. - Blog Section: Additionally, I'd like the website to have a blog section where I can post updates, share behind-the-scenes stories of my shoots or my photography process, and engage with my audience. I'm looking for a designer who understands the nuances o...

I'm in need of a professional to develop an advanced radio modeling mesh radio system, specifically for long-distance drone corridors. Key requirements include: - Long-range communication: The radios must have the capa...system should not be reliant on a single node and should be able to facilitate data transmission through multiple intermediate nodes. - Radios have already been identified. Need a radio signal propagation map to show signal strengths along corridor Ideal freelancers for this role should possess comprehensive knowledge and practical experience in developing radio systems, programming for mesh networks, and understanding the challenges of long-range communication. Familiarity with drone corridors and the technical demands of such a system would be a substan...

...end-users to invest in their on-app experience. I envision the app to exhibit an elegant and sophisticated design, comprising subtle accents to ensure it appeals to a broad demographic. It's essential for the design to maintain a high-standard of refinement, complimenting the overall user experience. Ideal Skills: • Android app development • User interface design • Experience of integrating ad networks • Implementation of in-app purchases • Understanding of reward-based systems • Game development experience would be beneficial Having worked on similar projects would be a plus. The final output should not only meet all the specified features but it must also be scalable for potential enhancements in the future. Developer should be able to pu...

...Her’s walk-in wardrobe, one large bathroom with all the regular amenities 2x toilets in a separate compartment attached to the main bathroom, one large emperor bed, bed frame should be wall mounted, bed frame to be made from treated steel, must have a built-in panic room, with communication to external sources, fridge etc. Islamic prayer room and with Wudu station. This property will be off the grid so must be low maintenance and self-reliant and sufficient, IE, water not connected to the mains, waste not connected to the mains. Links for Example Security Doors Lighting

I have both sewer and storm networks for small areas, I have faced obstruction in few areas, need a clearance of 50cm below any existing services and adjust the invert levels and slopes for the whole network accordingly.

...companies are located in the US but not all. For most companies I have postal code data but for some I only have data on street address or even region / country. This project will mainly require the use of the headquarters' postal codes to compute the geographic distances. Accuracy is of utmost importance. I am looking for someone with excellent attention to detail, as well as experience in computing geographic distances. Specifics of what I need: - Use postal codes of each pair of companies' headquarters to compute the distance - Distance should be presented in kilometers - Only numeric values of the distances are required, no maps or graphs Ideal candidates should have experience in data analysis and programming. It would be a plus if you've worked on similar...

I'm looking for a skilled Solidity developer with experience in React, Node, and cross-chain deployment. The task involves deploying Solidity files on two blockchain networks. We need a Blockchain expert who is good at deploying sol contracts with very good hand on React/Node for some development and customization to existing platform. Scope of project includes 1- Deployment sol files 2- very basic Marketplace Development for user to Buy/sell/exchange ERC20 tokens 3- Walletless functionality where user dont have their wallets or dont want to use them plz come with good offers, right candidates to work on long-term Thanks Write: EXPERT at beginning of bid

...network. I also expect the system to integrate Wireshark or a similar tool to capture network traffic effectively. Key Responsibilities: - Designing and implementing a network application with advanced security features - Ensuring the integrity of user identification through username/password inputs - Using Wireshark to deliver comprehensive network traffic capture Ideal Skills: - Proficiency in Networks and Security, especially with the use of Sockets API - Practical experience in application/network development - Good understanding of Wireshark or similar network traffic analysis tools The captured network traffic will be used to: - Gauge the performance of the network - Identify potential security vulnerabilities - Diagnose and troubleshoot network-related issues Any d...

Your tasks are to: • Design the AI for a simplified PacMan game, described below (in a pdf report) • Implement the AI that you designed in code (frameworks are provided for Python, Java). • Test and analyse how your AI performs (also in a pdf report) The Game This is a simplified PacMan game, which is played on a 30*30 grid. (or 32*32 with outside walls). There is 1 ‘Ghost’, 1 ‘PacMan’, and 1 Power pill. The walls can be removed to make it simpler(see below). The Ghost and PacMan characters each move one square at a time, in any direction (including diagonally!). The game ends when the Ghost catches the PacMan Character (expect for the case below). Or when 1000 moves have been made. If the PacMan character collides with the Power Pill; the P...

...requirements and objectives of the project. Implement additional ad slots (pre-decided) within our iOS app using SwiftUI. Ensure seamless integration with our existing backend on Google Cloud Platform (GCP) Firebase Functions. Collaborate with our team to test and troubleshoot these new features. Requirements: Proficiency in iOS app development with SwiftUI. Experience integrating and managing ad networks, particularly AdMob. Familiarity with backend services, preferably GCP Firebase Functions, node.js. Strong problem-solving skills and attention to detail. Ability to work independently and meet deadlines effectively. Nice to Have: Previous experience with Algolia for search functionality. Knowledge of app analytics and performance optimization techniques. If you are passionate...

Hello world Of computing did by Yuri yourself.?. We and my assistant namedpeople need Exchange widgets stuffs, from computer and payment methods like ebay.com.

I have a varied range of tech components that require regular attention and maintenance. - Mastery in maintaining different printer models is important: including HP printers, Xerox, Lexmark, and a few unnamed ones. - I also need someone with an extensive knowledge in both hardware and software troubleshooting for Dell computers. Anticipate dealing with everything from hard drive hiccups to erratic software behavior. - My network setup needs a professional touch too. If you can design and install a reliable network, and also troubleshoot and maintain it effectively, it's a massive plus. A freelancer with a specialist skill set in printer maintenance, computer troubleshooting, and networking solutions will be the ideal fit for this job. The ability to perform on-site field work and...

Description:** We are currently facing critical issues with our network setup and are looking for a freelance network engineer... **2. Clearpass Configuration:** - **Problem:** We are looking to optimize our Clearpass setup for network access control to switchports and need guidance on best practices. - **Requirements:** The project involves configuring Clearpass for optimal performance and security, using best practices for NAC to manage and secure switchport access. **Qualifications:** - Proven experience with Aruba networks and Clearpass - Strong background in clearpass configurations and network troubleshooting - Excellent problem-solving skills and the ability to work independently **Project Timeline:** - The project needs to be completed urgently, preferably within the next...

I'm in need of a developer who can implement a product grid page on my Wordpress Elementor platform. I've already designed the website and am looking for someone to make this auto feed a reality. Key requirements: - The grid will display fashion and apparel products sourced from a data feed. - The page should be search engine optimized and work within the framework of Wordpress Elementor. Optional functionalities: - If possible, I'd also like to implement sorting options (e.g., by price, popularity) through woocommerce. Ideal skills for this project include: - Proficiency in Wordpress Elementor and Woocommerce - Experience in creating custom pages and grids - Good understanding of SEO and web design in general Looking forward to working with a developer wh...

I'm seeking a freelancer who can help enhance my digital footprint. The main goal of this project is to increase my online visibility, monitor my online presence, and potentially enhance my brand reputation. Successful applicants should submit a detailed project proposal to showcase their understanding of the task and how they plan to execute it. Experience in digital m...reputation. Successful applicants should submit a detailed project proposal to showcase their understanding of the task and how they plan to execute it. Experience in digital marketing, SEO, and online reputation management would be beneficial. The successful freelancer should ideally have experience in enhancing digital footprints on multiple platforms including social media, professional networks, and ...

I made a career in it, and at the beginning of this year, I decided to run a branding business as a freelancer. Now it's the time for the logo & brand identity. I found a logo attached that it's 99% what I want. To reach 100%, I need a designer for the logo and branding : . Powerpoint for proposals . Windows wallpaper. . Business cards in docx. . Social networks. . Newsletter. . Email Signature in docx. . Brochure in Microsoft publish. . Website Layout. . Windows 10 wallpaper. The designer's fluency in European Portuguese is a critical requirement. This linguistic proficiency is not only essential for effective communication and collaboration but also ensures that the branding materials are culturally relevant and resonate with our target audi...

...up-to-date details for each radiologist. Data Fields: Full Name Clinic/Hospital Name Clinic Address Phone Number Email Address (if available) Specialization (e.g., diagnostic radiology, nuclear medicine, etc.) Creativity and Resourcefulness: Think creatively to find hidden or less obvious sources of information. Explore medical association websites, healthcare directories, and professional networks. Utilize search engines, social media, and other platforms to extract relevant data. Quality Assurance: Ensure the accuracy and completeness of the collected data. Verify the information to avoid duplicates or outdated entries. Deliverables: A well-organized CSV file containing the radiologist details. Clear documentation on the sources used for each entry. Additional Notes: The ...