Project graphs generatortrabajos

I am looking for a skilled Laravel developer to create a reporting dashboard with data visualization capabilities for the HR system. The ideal candidate should have experience in creating user-friendly interfaces and have the ability to adhere to specific design guidelines provided. Specific project requirements include: - Data visualization: The dashboard should be able to display data in various visual formats such as charts, graphs, and tables. - User management: The ability to manage user access and permissions within the dashboard. - Exporting data: The option to export data from the dashboard in various formats such as CSV or PDF. Additionally, the reporting dashboard should be updated with new data on a daily basis. If you have the necessary skills and experienc...

I am urgently seeking a Python developer who specializes in plotting line graphs. With the specific data that I have, I need assistance in creating 7 - 8 graphs. Ideal Skills and Experience: - Proficiency in Python programming language - Strong knowledge of data visualization libraries such as Matplotlib or Plotly - Experience in working with line graphs and manipulating data for visualization purposes - Ability to understand and interpret data to create meaningful and visually appealing graphs - Attention to detail and ability to accurately represent data in graph format

I am looking for an experienced freelancer to create an excel template for me to manage the project tasks of my team. I have specific requirements for this template, including that it must contain advanced data visualization, such as charts, graphs, etc. The project tasks will be managed using this template.I am expecting a comprehensive template that is user friendly and easy to understand. I am open to suggestions and ideas when it comes to the design of the template, however i am attaching a picture for how i am thinking

...**"Breaking News":** A character eagerly sharing crypto news. 12. **"Profit Dance":** A character dancing with joy and coins. 13. **"Market Crash":** A character with an umbrella under falling coins. 14. **"FOMO":** A character enviously watching others' success. 15. **"FED News":** A peaceful character surrounded by growing coins. 16. **"Chart Wizard":** A character with magic wands and rising graphs. 17. **"Happy with profit":** A character relaxed with a stable symbol. 18. **"Feeling Lucky":** A character with a four-leaf clover and altcoins. 19. **"Missed the opportunity":** A character with a puzzle-solving brain and Sad. 20. **"Launch Excitement":** A character with spar...

I am seeking an expert in Vue to develop just a PART (5 elements) of a web interface inspired by existing things (but using VUE). Three fields from elements: text input, multi-select and multi-image upload. 'Image' element only from static Only 'tabs' element from the structure You can use Bootstrap for it. The in...ready-to-submit nested ARRAY and JSON for the form and its elements. You do not have to make the form functional or submit anything, or insert anything into a database; you just need to generate this frontend and generate array based on drag and drop. There are many GitHub projects to get an idea regarding this; however, I just want to achieve this using a package but not a whole third-party project, for example, vform. You can use Vue framework...

Dynamic QR Code Maker with Custom Design I am looking for a skilled developer to create a dynamic QR code generator with a custom design. The ideal candidate will have experience in QR code generation and be able to implement a dynamic QR code that can be easily updated with new URLs. Requirements: - Expertise in QR code generation, specifically for URLs - Ability to create a dynamic QR code that can be easily updated - Proficiency in design to create a custom design for the QR code - Strong communication skills to understand and implement client requirements Responsibilities: - Develop a dynamic QR code generator that can generate QR codes for URLs - Implement the ability to easily update the QR code with new URLs - Create a custom design for the QR code based on the clie...

I have basic demo pages. Whoever makes these 3 pages the nicest gets paid and wins the contest. The graphs also don't render properly, you can use anything else if you want. I recommend asking ChatGPT what this HealthCare Membership Info is, in a way you can understand, if you are confused. These screens will be included as tiles on this (there is no login use anything, it's a demo) and within the chat modal itself later after the initial job.

I am looking to build a spreadsheet that can be used for data analysis. I need advice on the best way to go about this, as I'm not sure what the best methods would be. The data I have is mini...to meet my needs. I already have a layout im looking for with examples. I just don't know how to put it to paper. Thie information ill be tracking (and will entered manually) is Good Qty (attainment) Bad Qty (quality) for the good and bad I'll be using a benchmark to track daily numbers. need sheet to be able to just change the date on the 1st of each month and then enter numbers with graphs being built on different pages. attached file is an example of what im looking for. I have 60 machines im trying to gather information for and be able to build out a KPI board...

I want to get Note from voice in my program. What is Note? It is C, C#, D, ....B How can we get Note? we get frequencies from FFT. we can get Note from FFT result as I know correct frequency range about Note. We are testing with frequency generator app and old app. We can generate frequency in these apps. My app should get correct Note the frequency. ex: When I generate 125 hz, I have to get C-1 (Please see attached image) but, current program has bug, it is not working correctly. I am finding someone can fix it. I attached video about bug in current app. I compared current app with old

Project Description: We are seeking a skilled web developer to create a website using Google Blogger. The primary function of this website will be to generate tags for three major social media platforms: Instagram, YouTube, and Facebook. Key Responsibilities: Website Development: The developer will be responsible for building a user-friendly website on Google Blogger from scratch. The website should have a clean, modern design that aligns with our brand identity. Tag Generation Feature: The core functionality of the website will be a tag generation tool. Users should be able to input their content and receive suggested tags for Instagram, YouTube, and Facebook. The tag generator should use up-to-date algorithms to ensure the tags are relevant and effective for social medi...

I am looking for a freelancer who can assist with spreadsheet formatting, specifically focusing on data visualization and charts. Skills and experience required: - Strong knowledge of s...Proficiency in formatting tools such as fonts, colors, and borders - Expertise in creating complex calculations and formulas - Experience with data cleaning and manipulation - Ability to transform rough data into visually appealing charts and graphs Project details: - The project involves working with rough data that needs cleaning before visualization. - The timeline for completion is within a week, so the freelancer should be able to work efficiently and meet deadlines. If you have the necessary skills and experience, and can complete the project within the given timefram...

Project Title: Adding Additional AI Related Features In A Laravel Application Description: I am looking for a skilled Laravel developer to add additional AI features to my existing application. The specific AI features that I want to add: Video Editing With Text to video, marketing video Video Editor, Video Compressor, Video Converter, Add Subtitles to VideoScreen Recorder, Video Trimmer, Video Merger, Video Background Remover, Auto Subtitle Generator, Social Media Video Maker, Photo Video Maker, Lyric Video Maker, Voiceover Video Maker, Mockup Generator, Cartoon Maker, Collage Generator, Animation Maker. More Info here Image Editor Option. Remove Background, replace Background, Image Improve text to Image Image Zoom Etc. Clipdrop is the

...JavaScript, working with plugins like Gravity Forms, DIVI theme customization, database management with SQL and MySQL, and integrating advanced features like chatbots and AI. You have strong skills in UX/UI design, SEO, outputting interactive interview data into PDFs and Word docs, and working with tight deadlines. Key capabilities include building online interactive interviews with financials, graphs and AI text; rapidly developing massive websites; and back-end management including handling tools, plugins and databases. DAY 18 – BETA ONE GOES LIVE Here are highlights/expectations from Phase one (Milestone 1) on what is expected: Home Page, Header & Footer, Policy Pages, Pricing Pages, Information Pages, Plan Information Pages, Contact Us Module, Favicon& Standar...

I am looking for a skilled web developer to create a web application for product traceability. The purpose of this application is to allow users to track the origin and history of products. Website and QR generator library also required. Specific features and functionalities that I have in mind for this web application include: - User Registration/Login: Users should be able to create an account and log in to access the tracking features. - Product search/filtering: Users should be able to search for specific products and filter the results based on various criteria. - Payment gateway integration: Users should have the option to make payments for certain products or services within the application. Ideal Skills and Experience: - Proficiency in web development languages such as P...

I am looking for a Tableau expert to create a dashboard for me. Data Sources: - The dashboard needs to connect to Excel. Visual Representation: - Multiple charts/graphs as per requirements. Expecting 2 dashboards with answers to specific questions.

...in each form. Up to 5 main application forms containing upto 30 fields in each form including file upload Up to 20 status changes workflow actions such as email, assign task, review task, re-assign task, send for review, complete etc. Up to 10 data views / listing functions or views Up to 10 email templates for notifications upto 2 excel data import function for main form 5 Dashboard pages with graphs and charts 2 report view (row listing) with filter functionality 2 Home Page Views - Admin / User View - Customer View login functionality with Email address as user login self service password reset function Email otp based login with capcha Roles: Admin - Create master forms, main forms User - Assign tasks to Customer through main forms Customer : Complete tasks / forms Ide...

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I am looking for a Video Editor who can create a series of how-to videos using videoo.io. The ideal candidate for this project should have experience in video editing and be able to create videos that are 30 to 45 seconds. The videos must be produced using Videoo.io. The tools that needs to used are Webcam & Screen Recorder, TextToSpeech Generator and your creativity. Context : Trimming and Cutting Videos: Basics of shortening clips and removing unwanted parts. Merging and Combining Clips: How to join multiple video clips into one. Adding Background Music: Tips for selecting and adding background tracks. Inserting Text and Titles: Basics of adding text overlays, titles, and credits. Transitions: Introducing basic transitions between scenes. Basic Color Correction: Si...

I am looking for a freelancer to create an Excel food cost calculator based on the design that I will provide. The calculator should be able to handle multiple types of costs and prices, including raw food cost and quantity, as well as prepared meal cost and sales price. The calculator does not need to have any additional features such as graphs or charts. Ideal skills and experience for this job include: - Proficiency in Excel and creating complex formulas - Experience in designing and formatting Excel spreadsheets - Attention to detail and accuracy in data entry - Understanding of food costing and pricing principles.

...a freelancer who can help me with editing my psychology slides. The project involves making specific changes and improvements to the formatting and design of the slides. Specific Requirements: - Formatting and design: The freelancer should have experience in creating visually appealing and professional-looking slides. - Content restructuring: The freelancer should be able to reorganize the existing content in a logical and coherent manner. - Adding visual elements: The freelancer should have the skills to enhance the slides by including relevant visual elements such as images, graphs, and charts. Source Materials: - I will provide the necessary content and source materials for the slides. Number of Slides: - The project requires editing 11-20 slides. Ideal Skil...

...vacation location. This presentation should enable people to visualize the amazing experiences they could have while on vacation in this tropical destination. The audience should be able to understand how the destination's leisure activities can enhance the quality of their vacation and truly enhance their lifestyle. The PowerPoint should be informative and engaging. It should include cover pages, graphs, pictures and animations, depending on the design of the slides. The slides should be provided to me in different formats, so they are compatible with different software. The deliverable should be a professionally created PowerPoint presentation in attractive, appealing, modern and professional styles and colors. I expect it to be designed with high quality design stand...

...Located below the form and graphs that reads "Your potential savings! $55,555". The dollar amount displayed should be the difference between "The commission you keep" (on the top pie graph) and "The commission you keep with a traditional brokerage" from the bottom pie graph. See attached mock-up. 9) New form labels should read "Your GCI or Total Home Sales in Dollars", "Your Gross Commission Earned", "Units Sold", "Current Commission Split", "Current Franchise Fees", "Current Transaction Fees (in addition to splits or franchise fees)". See attached mock-up. This needs to be delivered with clear instructions on how to: 1) Install on a Wordpress site. 2) Modify colors, fonts, and all oth...

I'm looking for a professional to analyze and compare Excel financial data. Specifically, I need income statements to be analyzed and compared over 1-3 year period in order to ...professional to analyze and compare Excel financial data. Specifically, I need income statements to be analyzed and compared over 1-3 year period in order to make investment decisions. The freelancer should have expertise in Excel, financial data analysis, and be able to deliver results in a timely manner. This is an important project so I'm seeking an experienced individual who can provide high-quality results.I’d like someone who can produce pivot tables, bar graphs and charts and be able to show us the differences if we were to change our pricing model to a new approach compared to...

I'm looking for a professional to analyze and compare Excel financial data. Specifically, I need income statements to be analyzed and compared over 1-3 year period in order to ...professional to analyze and compare Excel financial data. Specifically, I need income statements to be analyzed and compared over 1-3 year period in order to make investment decisions. The freelancer should have expertise in Excel, financial data analysis, and be able to deliver results in a timely manner. This is an important project so I'm seeking an experienced individual who can provide high-quality results.I’d like someone who can produce pivot tables, bar graphs and charts and be able to show us the differences if we were to change our pricing model to a new approach compared to...

I am in need of an expert in Excel to help me create a Spreadsheet to calculate the Annual Cash contribution needed to fund the replacement of ageing asset of a Home Owner Association. The calculation requires complex formulas and functions and I have a rough idea of what I need, but need help...Owner Association. The calculation requires complex formulas and functions and I have a rough idea of what I need, but need help refining it. I also need help with the layout and formulas, so I have a spreadsheet I can tweak. I do require graphical representation of the results in the form of charts and graphs. An individual familiar with excel spreadsheets and formulae would be ideal for this project. If you have experience in using excel for similar projects, please reach out to dis...

...e-commerce software developer to develop a new online store for me. The platform of choice for this project is my own site, I have a detailed list of features and functionalities that I would like for my store, and I am hoping to have my store up and running within 1-3 months. I am looking to create a platform for hair beauty spa sector can buy buy professional salon use only products. We create an online shop for the salons where the orders come through us which the order gets sent direct to consumers. The system must be able to give commissions to the salon and therapist . We’ll need an app and point of sale system for tablet. As well as metrics for salon owners to see what’s selling and live graphs of commissions etc. There’s someone that’...

LLM Model Based ...analysis for our business. Which can generate graphs and tables as per user ask. The dataset size may go beyond 100000 records. The system should have restricted access to our business data, ensuring data privacy and security. Key Requirements: - Development of a free available LLM model-based question-answer system - Ability to handle and analyze business data effectively - Implementation of restricted access to private data Ideal Skills and Experience: - Strong proficiency in machine learning and natural language processing - Experience in developing question-answer systems - Familiarity with handling and analyzing business data - Knowledge of data privacy and security measures If you have the expertise and skills required for this project, please subm...

Project Title: Business Proposal for New Physical Product Objective: - The purpose of this business proposal is to attract potential partners for our new physical product. Product Details: - We have developed an innovative physical product that has great potential in the market. Target Audience: - The target audience for this product is businesses. Requirements: - I am seeking a professional freelancer who can help me create a compelling business proposal. - The ideal candidate should have experience in writing business proposals and have a strong understanding of the target audience. - Knowledge of the market and industry trends is essential to highlight the unique selling points of the product. - The freelancer should have excellent communication and persuasive writing skills ...

...Settings (Notification Preferences, Privacy) **8. Settings:** - **Purpose:** Provide user customization options. - **Components:** - Account Settings (Email, Password) - Notification Preferences - Privacy Settings (Public or Private Profile) - App Theme and Appearance **9. Workout Analytics:** - **Purpose:** Analyze and visualize workout data. - **Components:** - Graphs (Progress Over Time, Calories Burned) - Statistics (Average Session Duration, Most Used Exercises) - Achievement Unlocks - Shareable Progress Reports **10. Notifications:** - **Purpose:** Keep users informed about friend requests, session invites, and achievements. - **Components:** - Friend Requests - Session Invitations - Achievements Un...

...beyond bid limit, if you have good competitive programming rank) Skills: C++, problem-solving, data structures and algorithms Experience: experience in solving DSA problems, familiarity with graphs, trees, arrays, and strings I am looking for a skilled programmer who can help me solve around 30 DSA problems. The ideal candidate should have experience in solving DSA problems and be proficient in C++. Specifically, I would like to focus on various DSA topics such as graphs, trees, arrays, and strings. The ability to understand and implement algorithms related to these topics is crucial. The project requires strong problem-solving skills and a deep understanding of data structures and algorithms. If you are confident in your ability to tackle these challenges and...

I am looking for a PowerBI expert to enhance the user interactivity of my dashboard. I want to add two additional pages with mixed content. Skills and experience needed for this project: - Strong proficiency in PowerBI - Experience with creating interactive dashboards - Ability to add various types of content such as charts, graphs, tables, and lists - Attention to detail to ensure data accuracy - Ability to collaborate and understand client requirements to deliver a high-quality dashboard.

...ideal candidate should have experience in creating interactive dashboards with charts and graphs for data visualization. Requirements: - Expertise in Microsoft Dynamics and dashboard development - Ability to fully customize the dashboard according to my specific needs - Proficiency in creating visually appealing charts and graphs for data visualization - Strong understanding of Sales and Revenue Metrics in Microsoft Dynamics - Attention to detail and ability to deliver a high-quality, user-friendly dashboard Skills and Experience: - Proficiency in Microsoft Dynamics and dashboard development - Experience in creating fully customized dashboards - Strong background in data visualization with charts and graphs - Knowledge of Sales and Revenue Metrics and their relev...

I am looking for a freelancer to develop a certificate generator program using Python. Specific features that I would like to include in the program are available in a list that I will provide. The expected volume of certificates to be generated is between 100-500. Ideal skills and experience for this job include: - Proficiency in Python programming - Experience with developing software applications - Knowledge of certificate generation and design - Attention to detail and ability to ensure accuracy in the generated certificates

Hello everyone, I am looking for someone to analyze my Spotify data. I am interested in understanding my listening habits over the years along with top artists, songs, mood analysis, etc. Hence, I want to analyze my entire Spotify listening history. I would like the results to be presented to me in the form of visual charts and graphs, so I can have a better understanding of my music habits. I have downloaded my entire Spotify music history (.json) I appreciate all your help in finding someone who can inquire into my Spotify data and provide me with the analysis results in the form of visuals. Thank you!

Would like png or jpg images of stock graphs for 3 mo, 6 mo,1 yr, 3yr periods. Additional funds available if able to make a script or app that does same. For stocks, create separate folder of ones that have had greater than 20 percent return in the specified period. Would like approx 100-200 stocks total.

I am looking for a further development of my excisting Java Code for vertex problems. Right now our code is using too many ressources on larger graphs, and we need to reduce it. I am looking for a programmer who is highly experienced in Java programming and is familiar with this particular algorithm (f.e. Lower Bound, Degree One Rule, Data Reduction). Ideally, the programmer should have a good understanding of graph algorithms and their implementation with Java. Please note that this is a time sensitive task and I am expecting it to be completed as soon as possible.

I am looking for a developer to create a unique Chrome profile generator that will meet my specific requirements. The purpose of generating these unique Chrome profiles is to ensure privacy and security. Specific Requirements: - The generated profiles must have certain privacy settings in place to protect user information and browsing history [Most Importent is Fingerprints (it will be diffrent for every profile: fringer print will be tested using this website : )]. - It is important that the profiles do not track or store any sensitive data. - The generator should be able to create profiles with different privacy settings, allowing me to choose the level of privacy that I require[VPN/Proxy, LocalTime, Fingerprints]. Skills and Experience: - Experience with

I am looking for a freelancer to edit a Google Sheets template to create a personal and business budget and expense tracker for the month and yea...primarily be used on a computer. Additionally, the budget and expense tracker will be updated and used every month. Overall, I am looking for a simple and efficient solution to track and manage both personal and business expenses using Google Sheets so I can just copy and paste my expenses and income into the sheet, and it would calculate the total and how much was spent in each category with graphs per month and annually. i have a template that I like but it needs to be adjusted to have the monthly and annual capabilities. So at the end of each month I just copy and past my transaction from my bank and then categorize and it will do ...

Job Description: Are you a high-energy sales professional looking for an opportunity to earn based on your performance? Join our budding homework assistance agency, where we help international students succeed acade...with a track record of meeting and exceeding targets. Exceptional communication and interpersonal skills to engage effectively with potential clients. A proactive, self-starter mindset capable of working independently. A creative thinker, adaptable to the evolving needs of the business and our students. Knowledge of the challenges international students face is advantageous. Project Timeline: This is an indefinite project with opportunities for role evolution in line with our agency's growth. Ready to take on the challenge? Apply now and let's achiev...

I am in need of a cloud-based practice manager software that will primarily focus on client records management. Specific features required: - Appointment scheduling - Client records management - Billing and invoicing Task manager with recurring tasks Scheduled autogenerated emails Document generator manager with signature and upload feature with final output to pdf Integration with existing systems: - The software needs to be integrated with perfex crm Preferred platform: - The preferred platform for the software is php Ideal skills and experience for the job: - Experience in developing cloud-based practice management software - Proficiency in linus pho platform development - Knowledge of appointment scheduling, client records management, and billing systems integration.

I’ve included a 8 minute video explaining the project - Project Overview: - Combine and integrate three separate Excel sheets. - Primary focus on enhancing the Baccarat Excel sheet. - Baccarat Excel Enhancements: - Add a color-coded Tote Board mirroring the Game Board. - Player represented by Blue, Banker by Red. - Modern design with distinct fields for clarity. - **Key Features:** - Pin section for game control: - Choose bets (Banker/Player). - Specify bet amount. - Pinned tote board for quick reference. - Baccarat Calculator integration: - "Destination Mode" considers lifetime goals and parameters. - Generate tracking graphs/buckets. - Adjust unit size based on completed phases. - Excel ledger: - Save data from Baccarat sheet. - Auto-populate res...

Project Title: Graph Embeddings Goal of the project: - The goal of this project is to create graph embeddings for a specific type of graph data. Skills and experience required: - Experience in graph embedding techniques is required. - Familiarity with working with Knowledge Graphs is preferred. - Knowledge of various graph embedding methods.

...Tableau expert to create a dashboard for my work project. The ideal candidate should have experience in creating dashboards and data visualization using Tableau. Requirements: - Expertise in creating dashboards in Tableau - Ability to work with a specific dataset provided by the client - Strong understanding of high-level summary data visualization - Experience in presenting data in a clear and concise manner through charts and graphs Skills and Experience: - Proficiency in Tableau software - Strong analytical skills and attention to detail - Ability to understand and interpret data to create meaningful visualizations - Knowledge of best practices in data visualization and dashboard design If you have the skills and experience required for this project, please su...

...- edit / delete venue listing - edit / delete venue rewards listing - Invite members to / share web app - Access venue listing / rewards listing reports Venue Listing - Image - Logo - Description - Address / location - Cuisine - Opening hours - Phone number - Social links - Web link - Favourite Venue deal listing - Title - Description - Expiry - Unique QR code generator - Favourite Event Listing: - Event title - Image - venue Logo - Description - Address / location - Cuisine - Date and time - Link to tickets - Favourite View venue listing and venue reward report: - Venue listing views count - Venue reward listing views count - Venue reward listing qr scans count - Venue listing favourite count - Venue reward listing...

...charts and graphs. Project Requirements: - Fetching order data for selling pant and shirts, both from online and offline sources. - Utilizing Power BI to create interactive and informative visualizations. - Incorporating charts and graphs to present the data in a visually appealing manner. Ideal Skills and Experience: - Proficiency in Power BI and data fetching from websites/sources. - Strong knowledge of creating charts and graphs in Power BI for effective data visualization. - Experience in working with financial data would be a plus. If you have the expertise and skills required for this project, please submit your proposal along with relevant portfolio samples. API - Graphs required - Total count of shirt and pant sold Graphs r...

...charts and graphs. Project Requirements: - Fetching order data for selling pant and shirts, both from online and offline sources. - Utilizing Power BI to create interactive and informative visualizations. - Incorporating charts and graphs to present the data in a visually appealing manner. Ideal Skills and Experience: - Proficiency in Power BI and data fetching from websites/sources. - Strong knowledge of creating charts and graphs in Power BI for effective data visualization. - Experience in working with financial data would be a plus. If you have the expertise and skills required for this project, please submit your proposal along with relevant portfolio samples. API - Graphs required - Total count of shirt and pant sold Graphs r...

There is a need to run the Python Jupyter Notebook and generate the data analysis and result. The code and input data are already available here - Your task is to understand the folder, code and data, and run and generate the output successfully. You will need to demonstrate how the graphs folder and data folder can be generated. The demonstration will be on Teams/Zoom. There looks like "name error" in the code. You need to teach me how to use the software, including how to change the code and re-run / or do my new analysis with my own data etc, as well as the flow of the program i.e. how does it work? You will not get paid until you can run the code and generate the results and figures, and demo for the above is done.

Token Audit & Signals 11/8/2023 OVERVIEW This project is related to the design of the Token Audit & Signals project using EVM based blockchains and RPC Calls, this webapp will provide all information related to the tokens, the contracts and it’s trading pair and all relevant data. Design Phase WBS 4-7 Days 1. Branding and Identity • 1.1 Define Brand Colors and Typography • 1.2 Create Brand Logo • 1.3 Develop Brand Style Guide • 1.4 Design Platform Logo • 1.5 Incorporate Branding Elements into UI 2. Navigation and Layout • 2.1 Design Horizontal Navigation Tabs • 2.2 Create Search Bar Layout • 2.3 Implement Tooltip Design for Tabs • 2.4 Design Quick Action Buttons • 2.5 Layout for Notification Bell 3. Token Listin...

I need the writer/expert to design, develop, evaluate and implement these recommended systems: i. RS1 : At the basic level, one personalised conventional recommender system (e.g., content-base filtering, hybrid RS, collaborative filtering). ii. RS2: To demonstrate additional effort, extend the conventional RS with more advanced or state-of-the-art methods, e.g., deep learning, knowledge graphs, reinforcement learning, LLMs.

...uniqueness from the original training data. Limitations in terms of model size and training length also apply to the generative modelling task. Your model must have fewer than 1,000,000 (one million) parameters. Note that if your approach consists of multiple networks (e.g., like a GAN), the parameter limit applies to the whole model with all the networks combined (e.g., the parameter count of the generator and the discriminator added together should be less that 1,000,000). Furthermore, you may not train the neural network for more than 50,000 (fifty thousand) optimisation steps. Each optimisation step is counted when your entire model is trained by calculating the gradients for the whole model once. You must clearly state the total number of parameters and optimisation steps fo...