Difference between data mining and data processingcông việc

The image of a mango rolling on a roller conveyor is collected from a webcam. Image processing, surface damage detection. Mangoes are divided into 3 types according to the ratio of damaged area to total area of mango (clarification after starting the project).

Đề tài về dự báo doanh số bán hàng dựa vào dữ liệu quá khứ có kết hợp yếu tố mùa vụ. Đã có data và đã viết được 50% giờ cần tìm người hỗ trợ. Cần tìm người biết về Data Mining, Data Science (ưu tiên biết Python) để hỗ trợ (I need people who know Vietnamese)

Đây là dự án nhỏ về mining data sử dụng python hoặc ngôn ngữ data sử dụng dataset Online-Retail: https://archive.ics.uci.edu/ml/datasets/Online+Retail?fbclid=IwAR16fO3qDoXA1ju2iux_pAmREQ4Yigu5DzooF3J2OwmENv_DQYdPrTGyeeQ#. Cài đặt thuật toán fuzzy weighted association rules để tìm kiếm association rules dựa trên datasets trên và so sánh với luật tìm được khi sử dụng thuật toán apriori.. File tham khảo ở dưới

input: nhập các tọa độ, các giá trị Xi, T. Processing: - Vẽ đồ thị từ các tọa độ. (các đường spline nối các điểm lại là được) (1) - Từ các giá trị Xi, vẽ các đường thẳng đứng đi qua các giá trị Xi đó. (2) - đo khoảng các từ trục x (tại giá trị Xi) lên đến giao điểm với các đường spline mục (1). (3) - từ các giá trị mục (3), vẽ 1 đồ thị mới với các đường spline. (4) - Vẽ đường thẳng có góc 10 độ đi qua điểm T. (5) - Đo giá trị từ T tới các đường spline ở mục (4). (6) - tính toán các giá trị đo được ở mục (6) để ra 1 giá trị (nuy). (7). - từ giá trị (nuy) mục (7)...

A website with approx. eighty (80) products of Vitamin supplements, with shopping cart and payment processing .

Đây là bài toán phân loại trong Data mining. Input: thông tin khách hàng của ngân hàng Output: nhãn phân loại Sử dụng thuật toán support vector machine (SVM) để phân loại dữ liệu khách hàng thành 2 loại là có khả năng đem lại lợi nhuận và ko có khả năng đem lại lợi nhuận.

Dựa vào bảng Danh sách nhân viên của Công ty Alpha, yêu cầu điền kết quả vào cột “Phân loại theo bậc lương” biết rằng cột này lấy ký tự thứ 3 và 4 của Mã số Nhân Viên.

I need an urgent, thorough and well-structured documentation on overlapping metrics or requirements between ISO 9001, 14001 and BCorp certifications. This project is specifically tailored for the Quality Assurance team, therefore, requires a professional with a strong background in these certifications and excellent technical writing skills. Key Requirements: - The documentation should provide a detailed analysis of the similarities and differences between ISO 9001, 14001 and BCorp procedures. - It should include examples illustrating the key points to ensure a better understanding for our Quality Assurance team. - The document must be structured in a clear and easily understandable format, aiding the team in grasping important conce...

I’m in need of a talented writer who can captivate the interest of students. Though the specific topic and purpose of the writing project have been left undecided, it will be imperative for the successful freelancer to be adaptable and able to write on a variety of subjects. Ideal Skills: - Proven experience writing for students as your primary audience - Ability to switch between entertaining, informative, and persuasive writing styles with ease - Understanding of current student interests and trends across diverse topics - An adaptable and flexible writing approach Capture the minds of students and contribute to their learning with your engaging content creation. Apply today if you are up for the challenge!

I'm in need of an SDK designed specifically for IoT devices. This SDK should be compatible with C++ and JavaScript for ease of integration with a variety of IoT applications and platforms. The primary focus of the SDK should be on ensuring seamless data communication between IoT devices. This is crucial for ensuring that devices can exchange data efficiently and in a standardized manner. Ideal candidates for this project should have: - Strong experience in SDK development, particularly for IoT devices - Proficiency in C++ and JavaScript - Understanding of data communication protocols used in IoT systems - Ability to deliver a well-documented and easy-to-integrate SDK - Familiarity with security considerations in IoT s...

...video so you understand how to prospect. We'll specifically be targeting those who work in the nightlife industry. Ultimately I'm trying to sell social media services such as acquiring valuable IG usernames and since my reps charge me a lot the only ones who can afford it is rich people. It also just so happens everyone who works in night life knows... rich people. :) Key Responsibilities: - Find mini partners (affiliates) in nightlife: vip hosts, promoters, club managers club partner companies, etc. - Inputing the above prospects info (names and emails) on a google excel sheet Skills and Experience: - Critical Thinking - Proficiency in using Instagram for business research - Experience in lead generation - Bonus: Experience in the nightlife industry...

I need a capable and experienced architect who specializes in Craftsman-style residential design. Key project requirements include: - Designing a Craftsman-style residential home - Integrating eco-friendly and sustainable design aspects The ideal candidate has a solid background in residential architecture with a specific focus on Craftsman-style homes. A strong record in implementing eco-friendly and sustainable design features is also essential. Suggestions for environmentally-friendly alternatives throughout the project are welcomed and encouraged. An appreciation for the balance between aesthetic appeal, practical function, and environmental conservation will be greatly advantageous.

...designed for a small-scale food-processing factory that would be producing up to 500 units per day. The factory needs to process fresh fruits and vegetables, roast vegetables and cook chicken. - Factory Requirements: An integral part of the blueprint must be facilities for washing and sorting fresh fruits and vegetables, as well as separate sections for roasting vegetables and cooking chicken. - Knowledge Requirements: A freelancer with a background in food processing, industrial design or architecture, preferably with experience in designing similar production lines, would be an ideal match for this project. - Deliverable: The final product should be an informative, easy-to-understand and practical blueprint for constructing a s...

I'm looking for a skilled professional who c...account. Key deliverables: - You'll be tasked with moving 1-5 pages from ClickFunnels to Teachable, ensuring that each is an exact replica in terms of design. - The functionality of these pages must remain consistent too, ensuring that my content remains engaging and interactive for my users. Ideal Candidate: - Proficient in both ClickFunnels and Teachable platforms. - Prior experience in page transfer between the two platforms. - A keen eye for detail and design, ensuring that the replicated pages are identical in both look and feel. - Ability to maintain the pages' functionality without any compromise. Please note, if you have any suggestions to enhance the migrated pages, I'm open t...

I'm in need of a talented illustrator to create a set of 6-10 cartoon-style illustrations for a short story I've written. These ill...short story I've written. These illustrations will be used within a print format (e.g., book, magazine). Key Requirements: - Illustration Style: The illustrations should be done in a charming, engaging cartoon style. - Quantity: I require between 6 to 10 unique illustrations. - Print Quality: The illustrations should be high quality and suitable for print media. Ideal Skills and Experience: - Proven experience in creating cartoon-style illustrations. - Ability to deliver high-quality, print-ready artwork. - Creative and able to bring characters and scenes to life within a narrative context. Please includ...

...frequently during real-time data transfers between the app and server. Here's what I need: - An expert in React Native/Nodejs who can identify and fix the issue. - Someone with experience in handling socket connections, especially with real-time data transfer issues. - The disconnection error happens while exchanging data between the app and server. I need the issue resolved without affecting the app's performance. Ideal skills for this project would involve React Native, Nodejs (Express server), and strong troubleshooting abilities for connectivity issues. A track record in resolving similar issues would be beneficial. I need the solution to be provided as a small app demonstrate a working example: - React ...

I need a seamless conversion from a PDF to a Word document that will allow me to edit the text. The PDF contains simple text, with no images or complex formatting. Key Requirements: - The main goal is to have a Word document that maintains the text's structure and is fully editable. Skills and Experience: - Proficient in PDF to Word conversion. - Excellent attention to detail to ensure accuracy in the text transfer. - Familiarity with basic Word processing and formatting.

I'm in need of a professional data analyst who can help me with a linear regression analysis of customer data. Key Requirements: - **Data Analysis**: You should have a strong background in data analysis, and experience with customer data is a plus. - **Linear Regression**: Proficiency with linear regression is essential for this task. - **Finance Proficiency**: Experience in financial analysis would be beneficial as the analysis relates to loan default prediction. - **Problem Solving**: Ability to understand and adapt to the specific business case provided. The goal of this analysis is to understand the relationship between customer characteristics and the likelihood of defaulting on a loan. This information will be c...

As one aiming to maximize my productivity, I'm in need of a proficient data entry professional who can assist in data transcription, processing, and validation. This task revolves around: - Handling a medium scale data volume, approximately between 100-1000 records. - Processing data I have currently stored in an Excel Spreadsheet. Freelancers with the following skills are ideal for this job: - Expertise in Excel and data entry practices. - Experience in data validation. - Strong attention to detail. Your primary responsibility would be to ensure the accuracy and usefulness of my data efficiently. Your proficiency and speed are key to the success of this project.

...iso drawing for a 100 tph gold CIL processing plant. The purpose of this plant is mainly for extracting gold from rocks and processing the gold ore, hence the design should be efficient and practical. Key Responsibilities: - CAD Design production machinery used in the extraction and processing of gold. - CAD structural elements ensuring it complement the processing plant. - USe - Map out the site layout from the on-site crusher to the tailings dam. Ideal skills and Experience: - Proven track record in industrial design, particularly with processing plants. - Expertise in machinery and structural design. - Comprehensive knowledge of CAD software. - Experience in mining or mineral processing industries...

...Develop, code, and manage a robust and scalable codebase for web and mobile applications. Architect and program backend solutions while integrating with various cloud hosting platforms like AWS and Digital Ocean. Design and deploy modern frontend user interfaces using the latest UI design kits and technologies. Build secure, scalable mobile app REST APIs. Implement and manage databases using MySQL and NoSQL. Utilize DevOps tools to monitor and scale applications effectively. Requirements: At least 3 years of software development experience. Strong proficiency with LAMP and MEAN tech stacks, including extensive use of PHP, CSS, and JavaScript libraries/frameworks. Excellent command of English and a...

As a business owner, I need a meticulous and efficient individual who can extract image data from a series of PDF files. Key responsibilities: • Accurately extract image data from between 10 and 50 PDF files. • Ensure all extracted data is correctly logged and formatted. Ideal candidate: • Previous experience in data entry, particularly in handling image data. • Proven ability to work with PDF files. • Detail-oriented with high level accuracy. • Able to handle high volumes of data within a short period.

...professional with expertise in general accounting duties. As I haven't specifically determined the exact services needed, here are a few potential tasks that maybe required: - Bookkeeping - Tax preparation - Financial Statements preparation - Payroll processing - Tax filing - Setting up accounting software Ideal candidates should have comprehensive accounting experience that ranges from bookkeeping, maintaining financial records to perhaps even payroll management. Also, being tech-savvy would be a great plus; having ample knowledge in setting up and managing accounting software could potentially be part of the job. The very nature of this job requires a great deal of professional flexibility, so your ability to provide a wide range of accounting services will signi...

I'm in need of a modern, customer-friendly e-commerce website to promote and sell physical products. The primary aim is to provide prospective customers with a seamless shopping experience. Key Features Required: - Integration with Chase Payment Gateway: This is essential for processing payments securely and smoothly. Experience with Chase API or similar payment gateway systems is highly desirable. - Product Search Functionality: The website should offer users a way to search for products they're interested in. A search bar prominently displayed on the homepage would be ideal. - Customer Review Section: I want a feedback mechanism that allows for customer reviews. This will help build trust with new customers and foster a sense of community around t...

I'm looking for proficient writers who can deliver 6-10 articles revolving around technology, health, fitness, and news. Each article should be between 500-800 words. Ideal candidates should have: I need human written articles, if any one going to use AI to fool me, please dont apply...its only for serious writers. No spinning also. I have less budget, i can pay 300 Rupees for a 1000 word well written article Let's collaborate to create content that educates, influences, and adds value.

...upcoming jewellery brand's website. The target audience for these descriptions will be both men and women, so a balanced tone is needed. Key Requirements: 1. Passion for Jewellery: An understanding of the industry and a genuine passion for jewellery is a must. 2. Audience Understanding: You should be able to craft descriptions that appeal to both men and women. 3. Luxurious and Elegant Tone: The product descriptions are expected to have a luxurious and elegant tone, which must be maintained throughout. The project entails writing between 50 and 100 product descriptions. The descriptions need to be not only engaging, but also persuasive, and able to convert visitors into customers. Ideal Skills and Experience: - Pr...

I'm looking for a developer who can help me integrate Razorpay payment gateway ...looking for a developer who can help me integrate Razorpay payment gateway into my membership website. Currently, the website has Billdesk payment gateway, and I'm looking to replace it with Razorpay for better payment processing. Ideal Skills: - Proficient in PHP and web development - Experience in integrating payment gateways, specifically Razorpay - Familiar with membership website structures I'm looking for someone who can work via Anydesk to directly implement the changes on the server. The selected developer should be able to seamlessly swap the existing Billdesk gateway with Razorpay, ensuring that the payment process is smooth and that all necessary steps a...

I am creating a crowdfunding page and need an artist to help draw all the required images. The requirements are in the Google doc linked. Style - Somewhere between MonopolyGo and Pixar Document Link: Reference Page:

I'm searching for an experienced Wikipedia editor to transform a draft into a full-fledged live pr...should not get deleted post-creation. Key details to be included in the profile: - The history of the school - Academic programs currently offered The successful freelancer must have a proven track record of creating and maintaining successful Wikipedia pages - please submit past work as evidence of your expertise. The style required for this project demands a balance between informal and professional - I want the school's personality to shine through without compromising the authority and respect required of a learning institution. Ideal Skills: - Wikipedia Formatting and Editing - Research Skills - Writing in an Informal Yet Professional ...

I'm looking for a skilled telecaller with a background in sales and knowledge of the tourism industry. Key Responsibilities: - Provide information about tour packages: The telecaller will need to have a thorough understanding of the tour packages we offer and be able to communicate this to potential customers effectively. - Handle B2B and B2C customers: The telecaller will need to be able to adapt their communication style between business to business and business to customer conversations. Ideal Candidate: - Proven experience in sales: We are looking for someone who can generate leads and successfully convert them into customers. - Excellent communication skills: The candidate should be able to communicate clearly and confidently ov...

I am in need of a seasoned full-stack developer to build a web application for my business. As the ideal candidate, you should possess the following skills and experiences: - Proficient in user registration and authentication systems - Experienced in data processing and visualizing - Understands real-time updates - Can design an intuitive user interface - Familiar with integration of third-party APIs The primary goal of this project is to create a web application with the following specifications: - A system that allows users to register and authenticate their accounts - Capable of processing and visualizing large data sets - Offers real-time updates to users - Has an easy-to-navigate, user-friendly interface - Is capable o...

I need an urgent, thorough and well-structured documentation on overlapping metrics or requirements between ISO 9001, 14001 and BCorp certifications. This project is specifically tailored for the Quality Assurance team, therefore, requires a professional with a strong background in these certifications and excellent technical writing skills. Key Requirements: - The documentation should provide a detailed analysis of the similarities and differences between ISO 9001, 14001 and BCorp procedures. - It should include examples illustrating the key points to ensure a better understanding for our Quality Assurance team. - The document must be structured in a clear and easily understandable format, aiding the team in grasping important conce...

I'm seeking a native British English speaker to participate in video calls with my students, honing their understanding of the accent. Your role will be crucial in their training and will involve partaking in conversations either one-to-one or with a group of up to 5 learners, depending on the situation. Ideal Skills: - Strong interpersonal communication - Patience and enthusiasm in teaching - Basic knowledge of British English accent - Availability considering the difference in time zones - Flexibility around the timing of video calls - Experience in language tutoring would be an asset Your active participation will significantly contribute to the students' progress. Looking forward to a fruitful collaboration.

I'm looking for an experienced Laravel developer who can help with fixing features on my site that are not work...looking for an experienced Laravel developer who can help with fixing features on my site that are not working properly - specifically with user login/authentication and payment processing. - The website is experiencing a malfunction in its user login/authentication system and payment processing. - The issue needs to be resolved urgently, as I need the site to be fully functional at the earliest. The ideal candidate should be proficient in Laravel and have a good understanding of website security and user authentication. Experience with payment processing systems will be a plus. Please only bid if you are able to start im...

...60-second YouTube short and refine it into a captivating, professional advertisement. Here's what I am looking for: - Add a text overlay that reads: 'Smooth Effects, no look seems to be edited with local software'. - Enhance the overall colors and visuals to bring my footage to life. - Create clean transitions between clips, effectively merging different scenes. - Produce engaging motion graphics to bolster the energy and appeal of the video. The goal is to not only maintain the viewer's interest, but to engage them. Preferably, you would have a strong background in video editing and motion graphics with a keen eye for detail. Efficiency in a professional-grade video editing software and a flair for visual storytelling woul...

I'm in need of a developer skilled in Java 8 to create a Cformatter that's capable of processing both .c and .cpp files. It's essential that the formatter follows the Allman style conventions. Prior experience developing formatters is highly preferred. Key Requirements: - Strong Proficiency in Java 8 - Familiarity with Allman Style conventions - Ability to build a formatter that processes both .c and .cpp files - Prior experience in developing similar applications. An understanding of C and C++ can be beneficial. Expectations include clean, efficient code and timely delivery.

...trainer who can help me with workout plans and diets plans. I would prefer the diet to be Vegetarian but if it's essential then I can also eat meat. I think I'm lactose intolerant but I'm not sure about that. I've been going to gym for a long time but the difference is not very much. I have gained weight and muscles but it also came with lots of stretch marks and fat around my waist and stomach and face. I need a body physique like anime character Toji. It's totally achievable as I have seen people achieve it. I also need to increase my stamina for obvious reasons. iykwim I can workout 1 hour 6 days a week. I have a job where I have to sit all day in front of computer and and then travel approx 4-5 ho...

...software solution, primarily aimed at improving efficiency in my agricultural products export and distribution company. Key functionalities requirements: * Inventory Management: An efficient system that can organize, update, and monitor stock levels and details. * Order Processing: A streamlined process of handling customer orders from start to finish in a seamless way. * Logistics and Delivery Tracking: Real-time tracking and management tools to monitor and coordinate logistics and delivery. Ideal candidates would possess in-depth knowledge and experience with supply chain software development, particularly in the agriculture sector. A firm understanding of inventory management, order processing, and log...

I am keen to commission an engaging and well-researched argumentative essay on the dangers of nitrates and nitrites in food. This paper is intended to raise awareness and inform readers about the health risks associated with these compounds. Freelancers possessing a profound knowledge of health, food chemistry, or relevant field are invited to apply. Specific points to focus on would include: - The impacts of these compounds on the health of children - Potential links between nitrates/nitrites and cancer - Their effects on cardiovascular health It will be essential for potential freelancers to have excellent research skills, a knack for creating compelling arguments, and the capacity to write in a way that's comprehensible and eng...

...existing Mapbox maps with Google Navigation, integrating Google Navigation with a customized UI to reflect Turvy's brand identity, introducing new features, and ensuring the seamless functionality of existing features like airport FIFO (First In, First Out) for drivers. Key Responsibilities: Update Source Code: Ensure outdated modules are updated to their latest versions, maintaining compatibility with Turvy's existing backend, frontend, and database systems. Replace Existing Mapbox with Google Navigation: Seamlessly transition from the current Mapbox maps to Google Navigation. It involves integrating Google Navigation into the Turvy app and ensuring a smooth transition for users. Integrate Google Navigation with Custom UI: Use the Google Maps Navigati...

...expected. Testers have to check scenarios like coach onboarding/account registration, order placement, order completion, and order history. - Usability Testing: The application should be tested for usability and user-friendliness. Testers will evaluate the app's ease of use, navigation, and overall user experience. - Compatibility Testing: This type of testing will evaluate whether the web app behaves correctly across different browsers, devices, and screen sizes. Key Features to Be Tested: - Coach Registration: The entire coach registration process should be tested to ensure that all steps work smoothly. This includes applying for a coach account, logging in as a coach, and onboarding with the payment provider. This also includes testing of emai...

I need an expert in payment gateway testing from Brazil, India, and Korea - specifically, Nuvei with Card (credit or debit). Your main focus will be on: - Testing Payment Processing: A key responsibility will be making sure that the Nuvei payment processing function works as expected. - Handling International Transactions: Be prepared to test and handle any issues with international transactions via Nuvei. Ideal candidates should have extensive experience in payment gateway testing, preferably Nuvei; in addition to handling international transactions. Your deep understanding of the intricacies of payment processing will be crucial in providing a seamless user experience.

...the website will be to raise funds by collecting donations and involving potential volunteers. It should be simple to use and navigate, yet engaging and informative. Essential Features: - Donation Form with Payment Integration: It is crucial that the website includes a seamless donation process through credit cards/ bank accounts/paypal/venmo. Donors should be able to donate easily and securely. - All other content is Plain text. The website is already built in Wix, just need to copy paste the content Ideal Skills and Experience: - Proficient in Website Development: I am looking for a professional who has a strong background in website development, with experience in designing and developing websites that focus on fundraising, and don...

I am in need of a designer who can create a 3D printable file for a full tower PC case that is mo...Key aspects of the job include: - Crafting a high-detail design that incorporates elements of a car engine into the layout of a full tower case. - Striking a balance between form and function. While the case should be visually eye-catching, it needs to be practical for everyday use. Applicants should have: - Proficiency with 3D modeling software. - Prior experience designing PC components (a bonus if they are 3D printed). - Strong creative instincts to bring the car engine concept to life. - A basic understanding of PC assembly to ensure the final product is usable. This project requires a blend of technical knowledge and artistic ability. The final deliverable will...

Seeking someone with skills in Arduino and MIDI technology. Your task will entail creating a connection between LoraMidi AtMega1284P and Arduino IDE. The main objective here is to control MIDI devices using this interface. What I Need: - Develop a way to control LoraMidi AtMega1284P using Arduino IDE - Enable wireless transmittance of MIDI data - Develop a custom LoraMidi communication protocol Ideal Freelancer: - Proficiency in Arduino IDE - Familiarity with LoraMidi AtMega1284P - Experience in MIDI technology There is not a strict deadline for this project, and we can prioritize quality deliverables over speed. Please submit your proposal detailing how you intend to accomplish the indicated tasks.

I'm looking for a detail-oriented professional who can utilize my two DWG format su...only involves drafting sections but also involves incorporating comparison details between past and current levels using the elevation data I possess. Key Elements: - Use professional tools for creating cross-sections from DWG format survey drawings. - Exhibit meticulous attention to details, specifically to levels. - Have expertise in evaluating and comparing elevation data. Ideal Skills: - Proficiency in reading and utilizing DWG format - Comprehensive understanding of drafting cross-sections - Ability to interpret and compare elevation data effectively. Experience: - Proven experience in drafting and interpretation of survey draw...

We need 1 weeks of work to tidy up exisiting campaign I am looking for a skilled and experienced freelancer to manage our Facebook and Instagram marketing campaigns. Our primary focus will be on both platforms, with a target audience of adults aged 26-50. We want to promote our products and services through engaging and informative content. The ideal candidate will have a proven track record of successful social media marketing campaigns and be proficient in creating visually appealing graphics and videos. Strong communication skills and the ability to analyze and report on campaign performance are also essential. We will provide that artwork. The first job will be to just optimise the adds we currently have. Please quote monthl...

...looking for a talented designer with a keen eye for modern aesthetics to help transform the interiors of my living room and bedrooms. Experience in modern style decor and a knack for creating visually appealing yet functional spaces will be key for this project. My desired aesthetic leans towards a neutral color scheme involving whites , gray and touch of wood, with the hope these spaces will evoke a sense of calm and sophistication. Your task as the designer will be to bring this concept to life, ensuring cohesiveness between the color palette, furniture, décor, and other elements. The design should have the following: • A modern, elegant style • Focus on the living room and bedrooms • A neutral (white, beige) ...

...using MySql and Linux. We will be recreating a PHP/MySQL platform to a JavaScript/MySQL platform with approximately 200 features. This new platform will require a significant upgraded user experience, integration of animated graphics and faster reports processing. Our current platform has some components that are 10 to 20 years old. You will be creating from scratch and not using ANY of the current code. Key Developer Requirements: - Extensive experience in JavaScript platform development. - Access to skilled User Experience programmers - Knowledge in Google Mapping - Knowledge with AWS and setting up Linux servers and MySql databases Your team will be replicating our current site, which includes the following centers: - Customer Manageme...

...website. This website offers basic static content currently and a blogging platform to thoroughly articulate the services we offer. My site is Ideal Skills: - Proficiency in mobile interface design - Familiarity with e-commerce functionality - Experience in developing user-friendly search functions - Knowledge in user account creation and management Key Deliverables: - Creation of a mobile-friendly interface, prioritizing a user-friendly design to ensure ease of navigation and access to information. - Development of a sophisticated search function for brokers, facilitating the user search experience. - Integration of user account creation and management, allowing users to have personalized experiences and the convenience of saving their preferen...