Data visualization Jobs

Project: High-Quality Colloquium Presentation (Bachelor Thesis – Medical Engineering) Project Goal For the colloquium of my Bachelor thesis at IU International University of Applied Sciences, I require a professional, academic P...template • Clear visual hierarchy • Bullet points instead of paragraphs ⸻ Deliverables • Final PowerPoint file (.pptx) • Fully compatible with Microsoft PowerPoint • Ready for presentation (no placeholders or comments) • All tables, charts and graphics fully editable ⸻ Required Freelancer Profile • Proven experience with scientific or academic presentations • Strong skills in: • data visualization • chart logic • table design • Preferably a background in: • med...

For my new ...color palettes aligned with the luxury segment • Provide recommendations for sizing and material sourcing • Collaborate on refining brand identity and target audience positioning, ensuring design, naming, and overall look & feel are perfectly aligned What’s important to me: You should be proficient in technical drawings, Adobe Illustrator (or equivalent design tools), and ideally also in 3D visualization. Experience in high-end fashion design is a strong plus — the silhouettes, craftsmanship, and finishing details should meet luxury standards. Please share a concise portfolio of similar work and briefly describe how you move from inspiration images to final design concepts. I’m excited to collaborate with you to create a truly dis...

...that must be recreated 1:1. Project Scope: Creation of approximately 12 handball diagrams based on provided hand-drawn sketches. Each diagram illustrates a specific handball play on a handball half-court. The diagrams are intended to provide clear tactical instructions for players to understand movement and passing sequences for training purposes. The goal is to create a clear, easy-to-follow visualization that helps players implement the plays efficiently. Design Requirements: ?️ Field Design ✅ The playing field will be a handball half-court. ✅ The field background must be white. ✅ All field lines (goal area, 6-meter line, 9-meter line, center line) must be drawn in red for clear visibility. ✅ The active play area where the movement occurs must be highlighted with a light grey ...

Ich benötige einen Elektronische Weihnachtskarte.

...for the project (e.g., for a marketing video, article, or image campaign). Visualize the structure of the story and content (e.g., via Adobe XD or Adobe InDesign for layouts). Screenshot Requirements: Display of the story structure in Adobe XD or InDesign (storyboard or text concept). Screenshot of embedded reference materials and resources from the Brand Portal (e.g., logos, color schemes). Visualization of how the creative process is organized and documented. 3. Writing the Brief and Sharing with Stakeholders Process Steps: Write a detailed brief in Adobe Workfront or another project management tool, including all important details: target audience, content, platforms, formats. Add information from the Brand Portal, such as brand guidelines, logos, and licensed assets. Assign ...

Hi, Wir suchen für unsere Performance Marketing Agentur, einen erfahrenen Tracking Experten im Bereich GTM, GA4 und Reporting Tool Supermetrics. Dein Aufgabenbereich: - Google und Meta Tracking Setup - CAPI Setup - GA4 Tracking - Data Visualization mit Google Sheets, Lookerstudio und/oder Supermetrics Wir suchen eine kompetente, zuverlässige Person, die uns langfristig in diesem Bereich unterstützen kann. Anfänglicher Umfang beträgt ca. 5-10h pro Woche. Wir freuen uns auf deine Bewerbung!

Hello, I have a semi-detached house and need visualization inside and out for it. The living space of the 2 residential units is about 275m2. I need 10 images (6 inside and 4 outside). Warm greetings Hallo, Ich habe ein Doppelhaus und brauche dafür innen und außen Visualisierung. Die Wohnfläche von den 2 Wohneinheiten beträgt ca 275m2. Ich brauche 10 Bilder (6 Innen und 4 außen). Liebe Grüße

Ich habe laufende Arbeiten, die sich auf unser letztes Projekt beziehen 'Visualization of exsisting CSV-data'

I need a simple Excel program to track customer scoring daily for a calendar month. Requirements: - Track customer scoring (1-100%) for each day - Manual data entry - Include graphs/charts for data visualization Ideal Skills: - Proficient in Excel - Experience with data visualization in Excel

...was to transform raw sales data into a clear and insightful dashboard that helps users quickly understand business performance and trends. In this project, I performed data cleaning and transformation, then used Pivot Tables, Pivot Charts, and slicers to create an interactive dashboard. The dashboard includes key metrics such as: *Total Units Sold *Total Revenue *Average Car Price *Total Models Sold It also provides deeper insights through visualizations like: *Monthly sales trend analysis *Sales comparison by region *Revenue distribution by car model *EV growth trend over multiple years *Fuel price vs sales correlation analysis To improve usability, I added interactive filters for Year, Month, Region, and Model, allowing users to dynamically explore the data ...

...The concept shows a massive LED screen installed flat on the ground near Ashgabat, Turkmenistan, designed to be visible from aircraft during landing. The video should demonstrate how passengers in an airplane would see the screen while approaching the airport. The screen will be installed parallel to the ground (not vertical) and only visible from above. Target style: photorealistic cinematic visualization. Scene Breakdown Scene 1 – High Altitude Approach (15 sec) Camera starts high in the sky. Slow cinematic descent toward the following location: As the camera approaches the terrain, a very large rectangular ground LED screen becomes visible. Environment: Ashgabat desert terrain Golden hour lighting Realistic atmosphere Scene 2 – LED Screen Activates

...for freelance Finance Professionals to join us for ongoing projects. If you live and breathe financial strategy and precision, let’s talk. Your focus areas: Forecasting & Strategy: Budgeting, scenario analysis, and strategic management. Financial Health: Managing the full cycle—from Income Statements to Tax Filing. Growth Support: Driving fundraising efforts with investor-ready modeling. Data Visualization: Building MIS reports and dashboards that provide real clarity. Must-Haves: Pro-level skills in QuickBooks, Xero, and Excel. (Bonus points for Power BI skills!) A portfolio that proves you’ve done this at a high level before. Key Improvements Made: Active Language: Changed "Core areas of expertise should include" to "What you'll ...

I want to build a configurator on a WordPress site similar to the USM Haller Configurator ht...configuration, including part numbers, quantities, weights, and material types. Track total weight, material composition, and cost dynamically as users build. Export BOM as CSV/PDF and integrate with WooCommerce orders. Optional: 3D visualization / snap-together assembly (similar to Lego or USM). Clean, user-friendly interface embedded in WordPress. Skills Needed: WordPress plugin development (not just theme design). WooCommerce customization. Experience with BOM, ERP, or inventory systems. Front-end development (JavaScript/React/) for advanced visualization. Deliverables: Working configurator embedded in WordPress. BOM generation and export. Documentation for future...

I'm looking for an experienced Smartsheet specialist to help me set up dashboard widgets and generate reports. Key Requirements: - Create and customize charts and graphs to visualize project progress. - Develop summary reports from Smartsheet data. Ideal Skills and Experience: - Proficiency in Smartsheet dashboard and reporting features. - Strong data visualization skills. - Previous experience with project management dashboards.

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I need a skilled designer proficient in 3D modeling with Photoshop and ArtCam. The primary task will be creating 3D models for furniture that are intended for product visualization. Key Requirements: - Expertise in 3D model creation, specifically for furniture - Proficiency in Photoshop and ArtCam - Experience in product visualization Ideal Skills: - Creative thinking for artistic rendering - Attention to detail for accurate modeling - Ability to understand and visualize product design Please provide samples of previous 3D furniture models you have created for product visualization.

...the data using Power BI. The process should be triggered once a request is submitted. It will then pass through eight sequential stages, each requiring approval. Documents generated or submitted at each stage should be archived in a structured folder system—ideally one main folder per request, with eight subfolders corresponding to the eight stages. The workflow should also be integrated with Power BI to visualize the status of each request, indicate the current stage of the process, and enable users to provide comments where needed. Requirements: - Setup Power Automate to interact with SharePoint lists - Create, update, and delete list items - Display data in Power BI Ideal Skills: - Experience with Power Automate and Power BI - Proficient in SharePoint list manag...

...compiled, it shows or compiles a final form that can be viewed and confirmed - 2 buttons to save the form data into a 'transactions completed' sheet showing the date, invoice #, payment method, etc.; once the button is pressed to confrim payment (from debit/credit card or else receipt of cash). - final form prints in duplicate on an 8-1/2" x 11" (this will be a specific printer, pre-loaded with a perforated 8-1/2" x 11" sheet; top & bottom are just duplicates - 1 for company, other for customer) - data entry sheet resets with new invoice and date. - security; need a 4-digit security code to open the next form for data entry & operations - ms excel attached to this project is a rough visualization; but the invoice should...

Health Webapp: Technical Requirements Frontend Framework: React.js (using functional components and hooks), typescript. Build Tool: Vite for fast development and optimized production builds. Styling: Tailwind CSS for a mobile-first, utility-based responsive design. Charts: Recharts for lightweight, SVG-based data visualization. Responsiveness: The app must be fully functional and aesthetically pleasing on mobile, tablet, and desktop. Code Quality: Clean, modular, and well-documented codebase using a professional folder structure.

We are developing a premium residential project consisting of 16 modern villas set within lush green landscaping. The site surroundings are very scenic, with: - Forest on one side - Orchards on two sides - Open green fields on the front side We are looking for an experienced 3D designer/visualization expert who can create: 1) A complete 3D masterplan of the entire site, showcasing the layout, landscaping, surroundings, and villa placement. 2) Detailed 3D exterior views of each villa, highlighting the modern architecture and design elements. 3) Realistic representation of the natural surroundings (forest, orchards, and open greens) to enhance the visual appeal. Available resources: -- Detailed villa architectural drawings with dimensions -- Complete site plan -- The goal is to c...

I need an AI agent in Copilot to analyze Excel spreadsheets. The spreadsheet shows monitoring visit compliance. The agent should be able to determine if a visit has been compliant within the allowable visit window. Ideal Skills: - Experience with AI and machine learning - Proficiency in Excel, especially in data analysis - Strong programming skills (Python, R, etc.) - Familiarity with data visualization tools

...ties the whole façade together. You’ll start from photos, basic measurements, and a brief note on the surrounding homes that I’ll supply once we kick off. I’d like you to explore complementary main, trim, and accent tones, justify each choice against light conditions and material texture, and present easy-to-follow paint references (brand + code or universal RGB/HEX values). A quick digital visualization—Photoshop, SketchUp, or any tool you’re comfortable with—will help me picture the result before I head to the paint store. Deliverables • 2–3 complete palettes with primary, secondary, and accent colors • Paint codes or precise color values for each shade • One rendered street-view mock-up per palette (stat...

I need a Power BI dashboard for leadership review. The primary focus is to visualize the organization chart. Requirements: - Connect to Excel spreadsheets - Create a comprehensive organization chart Ideal Skills: - Proficiency in Power BI - Experience with Excel data integration - Strong data visualization skills

Areas to be visualized The 3D renderings should include the following sections: 1) Wet Area - Vegetable display with water sprinkle system - Fish / chicken section - Stainless steel preparation area - Sink and washing area 2) Frozen Area -chest freezers along the wall - Frozen food section 3) Counter Area - show automotive area front of the counter - Small impulse product shelves near the counter 4) Toiletries / Personal Care Area - Shelves for personal care items Typical retail supermarket shelving layout Design Requirements Modern mini supermarket interior design Realistic retail shelving and equipment Clean and organized supermarket environment Simple lighting suitable for retail shop Color theme reference will be provided Deliverables 3D Perspective Renderings (High Resolution)...

Full WebAR Furniture Platform – Project Scope Project Budget: €4,000 Estimated Development Time: 8–10 weeks Project Goal The goal is to build a browser-based WebAR furniture visualization platform that allows users to place furniture in their real environment directly from their mobile browser without installing an app. The system should work on both iOS and Android devices and later be scalable into a larger AR platform for multiple furniture retailers. WebAR Technology The platform must run directly in the mobile browser and use modern WebAR technologies. Requirements: WebAR experience accessible from mobile browsers Support for both iOS and Android Camera access directly from the browser Built using technologies such as WebXR and Fast loading and optimized...

Python Data Analysis & Machine Learning Project Description: Hi, I need a freelancer to help with a data analysis and machine learning project. The project includes: Data Cleaning & Preprocessing: Handle missing values, remove duplicates, encode categorical data. Prepare the dataset for analysis and ML model training. Data Analysis & Visualization: Analyze the dataset to identify trends, patterns, and insights. Create visualizations using Python libraries (Pandas, Matplotlib, Seaborn). Machine Learning Model Development: Build and train a supervised learning model (KNN, classification, or regression). Evaluate the model performance using metrics like accuracy, precision, recall. Documentation & Report: Provide a brief re...

Senior WooCommerce Developer – E-commerce Redesign + AR/VR Product Visualization Project Overview We are launching a premium e-commerce brand in the home décor space and are seeking an experienced WordPress / WooCommerce specialist to improve the design, structure, and functionality of our website. The site is currently built with WordPress, Elementor, and WooCommerce. Our goal is to deliver a modern, high-end, and immersive shopping experience, including the ability for customers to visualize products using 3D, AR, or VR technology. We are looking for someone who understands premium e-commerce UX, performance optimization, and scalable architecture. Scope of Work The selected developer will assist with: • Improving UX/UI layout and overall site structure &bu...

...curve 7. Gusset / depth structure from bottom to top 8. Material and panel construction page showing the layer structure of the bag (outer material, reinforcement, lining, etc.) All drawings should include: • Measurements in centimeters • Clear arrows pointing to each part • Simple notes so the factory can easily understand the structure. Optional (nice to have but not required): • Simple 3D visualization or rendering of the bag to help visualize the final shape. Final delivery should include: • A clean Tech Pack PDF ready to send to the factory • Editable source files (AI / PSD / similar) Requirements: Please apply only if you have experience designing handbags, bags, or leather goods (not only clothing). Since the design and measurements are a...

...registration: Management of basic student information. * Instructor registration: Registration and data of instructors. * Class registration: Definition and organization of Pilates sessions. * Instructor calendar: Clear visualization of scheduled classes and students present. * Student attendance control: Easy registration of class participation. * Wellhub check-in automation: Integration for automatic attendance registration. Optional Features (Differentiators): * Microsoft Power BI: Creation of a simple dashboard for managing and monitoring metrics. Desired Profile: We are looking for a professional with: * Proven experience with Microsoft Power Apps and Power Automate. * Solid knowledge of data modeling, preferably with Microsoft Dataverse. * Experien...

...Designer to design a 3 BHK residential apartment. The designer should be able to provide practical, aesthetic, and budget-friendly design solutions. Scope of Work: Interior design planning for Living Room, Kitchen, 3 Bedrooms, and Bathrooms Space planning and layout suggestions Furniture and décor recommendations Material and color scheme selection Lighting design suggestions 2D layout and 3D visualization / renders Basic working drawings (if available) Project Details: Property Type: Residential Apartment Size: 3 BHK Location: Ahmedabad, Gujarat Style Preference: Modern / Minimal / Contemporary (open to suggestions) Requirements: Proven experience in residential interior design Portfolio of previous projects Ability to provide 2D plans and 3D views Good communication a...

R Expert Needed: Advanced Signal Processing for Maternal, Fetal & Neonatal Health We are seeking a senior R scientist with deep experience in audio / seismic data, wavelet methods, and Bayesian modeling to help demonstrate that R is just as good as Python at surfacing early physiological health markers. This role is for someone comfortable working below the noise floor—where the signal of interest is subtle, nonstationary, and embedded in the mechanics of living systems. What you’ll work on 1. Signal conditioning & noise removal * Design and evaluate signal conditioning pipelines for low-amplitude physiological data * Implement filtering strategies to remove mains contamination (50/60 Hz and harmonics), including: o Notch / comb filters o Adaptive and tim...

I need a data analyst to complete a product analytics assessment on game event data. You'll receive a CSV file containing one month of data> Please see the attached file for more details Deliverables: - An Excel workbook with named sheets: - Q1: (Specific question/problem) - Q2: (Specific question/problem) - Q3: (Specific question/problem) - Bonus: (Specific question/problem) - A PDF report (max 1 page per question), with: - Clear visualizations (bar charts, pie charts, line graphs) - Conclusions Ideal skills and experience: - Data analysis - Proficiency in Excel and data visualization tools - Experience with game or product analytics

...Designer to design a 3 BHK residential apartment. The designer should be able to provide practical, aesthetic, and budget-friendly design solutions. Scope of Work: Interior design planning for Living Room, Kitchen, 3 Bedrooms, and Bathrooms Space planning and layout suggestions Furniture and décor recommendations Material and color scheme selection Lighting design suggestions 2D layout and 3D visualization / renders Basic working drawings (if available) Project Details: Property Type: Residential Apartment Size: 3 BHK Location: Ahmedabad, Gujarat Style Preference: Modern / Minimal / Contemporary (open to suggestions) Requirements: Proven experience in residential interior design Portfolio of previous projects Ability to provide 2D plans and 3D views Good communication a...

...to provide a structured technical and commercial quotation.   1. Executive Summary Personal Health OS is a mobile-first digital health platform designed to help individuals and families organize, track, and present their medical history through a conversational experience supported by AI. The product combines document storage, structured health tracking, reminders, symptom capture, timeline visualization, and doctor-ready reporting in one system. The product is intentionally designed as a health record organization and communication platform, not as a diagnostic or treatment decision system. Its most important differentiator is the ability for a user to generate an AI-powered doctor report for any chosen date range and present it through a doctor-friendly web view or QR acce...

...Total price for the initial scope Additional cost per extra 3D view Additional cost per extra AutoCAD drawing Option 2 — Per Output Cost per 3D view Cost per AutoCAD drawing Software Requirements Preferred software experience: AutoCAD SketchUp / 3ds Max / Blender / Lumion / V-Ray or similar rendering tools Candidate Requirements We are looking for someone who: Has strong experience in interior visualization Can accurately follow design instructions Is comfortable with multiple revisions Can deliver within agreed timelines Has previous work samples / portfolio When Applying, Please Include Portfolio of 3D interior renders Samples of AutoCAD elevation drawings Your pricing structure (project-based or per-view/drawing) Estimated timeline for the above scope Project Timeline We...

Create visualization of 3D ballpoint for marketing use and 3D Product Animation if needed.

... * Automatically add new cameras to monitoring * Apply templates and host groups automatically 5. **Alerting and Triggers** * Configure alerts for: * Camera offline * Network connectivity loss * Service port failures * Ensure alerts are reliable and avoid false positives 6. **Dashboard and Visualization** * Configure Zabbix dashboard for: * Camera availability overview * Problem severity monitoring * Network health visualization 7. **System Optimization** * Optimize Zabbix configuration for monitoring 100+ devices * Ensure scalability for future expansion (300+ cameras) **Deliverables:** * Fully working Zabbix monitoring setup * Cameras showing correct availability status * Configured templates and discovery rules *...

...I’m referring to is Siege. What I’m mainly interested in is an ESP-style visual system. My preference would be a skeleton ESP, since that’s the style I find most useful for visualization, but a box ESP would also be acceptable if it helps keep the cost lower or simplifies the implementation. This is something I’m hoping to get fairly soon—ideally as soon as possible, but within the next week would still work if that’s more realistic. Speed is definitely appreciated, though I understand development timelines can vary. If you’re interested, it would also be great to know: What approach you’d use for the ESP visualization Whether skeleton ESP would significantly change the price or timeline compared to box ESP An estimated ...

I have a full set of detailed architectural plans in PDF for a ­≈380 m² single-family home. I need those drawings converted into a clean 3D model—nothing fancy, just a basic massing model without textures—so I can spin it around, look at room sizes, window placement and the general form of the building. Format is important: I must be able to open the file in a viewer that doesn’t require a paid licence. If you normally work in SketchUp, an .skp I can open with the free desktop viewer is perfect; if you prefer Revit, please export a compatible format such as .dae or .fbx that I can inspect in a free viewer. Along with the model, I also need sun-path information. Show how sunlight hits the exterior, windows and major rooms at four key dates (e.g., equinoxes...

...digital format and now need it elevated into a professional-grade 2D floor plan that clearly shows accurate dimensions, functional zoning and intuitive circulation flow. Local zoning rules apply, but they are flexible enough to let strong design thinking shine—as long as the final proposal acknowledges them. Once the 2D drawing is signed off, I want to move straight into a high-quality 3D visualization that captures realistic finishes, lighting and atmosphere so stakeholders can walk through the concept before construction. If you are comfortable working in AutoCAD or Revit for the plan and then carrying it into SketchUp, 3ds Max, V-Ray or a comparable renderer for photoreal output, this project should fit you well. Key deliverables • Architect-ready 2D floor plan ...

The objective of this project is to analyze UPI transaction data to understand transaction trends, user behavior, payment methods, and failure rates. The dashboard helps identify patterns in digital payments and supports better financial decision-making. Tools & Technologies Used Power BI – Data visualization and dashboard creation Microsoft Excel / CSV – Data storage and preprocessing Data Cleaning & Transformation – Handling missing values and formatting data The dataset contains information about UPI transactions, including: Transaction Time Transaction Amount Payment Method (UPI ID, QR Code, Phone Number) Device Type (Mobile, Laptop, Tablet) Transaction Status (Successful / Failed) Transaction Purpose (Bill Payment, F...

Photorealistic 3D Render of Warehouse Building Project Description I am looking for a skilled 3D artist to create a high-quality photorealistic render of a warehouse building based on my existing model/drawings. The warehouse design includes: Lower 3 m plastered block wall around the buildin...and shadows Exterior environment (ground, sky, basic surroundings) High-resolution images suitable for presentation Deliverables 2–3 photorealistic exterior render images High resolution (minimum 4K preferred) Editable source file if possible What I Will Provide Warehouse model / drawings Material guidance if needed Any reference images Requirements Experience with architectural visualization Portfolio showing photorealistic exterior renders Ability to deliver within ag...

Phase 1 includes the design and development of the initial platform foundation and the complete client dashboard prototype. This phase establishes the core user interface, administrative input panel, and system architecture required for the website evaluation platform. The dashboard structure, performance visualization components, and reporting sections are implemented to demonstrate how clients will view their website performance metrics. This phase also prepares the project structure for the upcoming backend integrations, automated evaluation engine, and AI-driven analysis modules in the following phases.

I’m creating an artistic breathing-in / breathing-out sequence and need it built entirely in Adobe After Effects with Trapcode Particular. The visual should rely on abstract shapes and a field of tiny air-like dots—no text, no literal imagery—behaving almost like a living organism. Color is critical: as the motion suggests an inhale, I want one palette; on the exhale, a contrasting set of hues should emerge so viewers feel the rhythm through chromatic change alone. I’ll supply the exact screen resolutions up front, so set up separate comps that match each size from the start. Please keep the project fully editable: clean naming, expression controls for color and speed, and no third-party assets beyond Particular. When we’re done I’ll need the .aep pl...

...rocky, smooth, or steep surfaces using image features. 3. Obstacle Avoidance System Detects obstacles using contour detection and object segmentation. 4. Gradient-based Slope Detection Calculates slope angle using pixel gradients to determine climb feasibility. 5. Edge and Boundary Detection Uses Canny Edge Detection to identify terrain boundaries and safe climbing regions. 6. Real-time Visualization Displays detected slope direction, edges, and chosen path on the screen. 7. Autonomous Navigation Robot automatically adjusts speed and direction depending on terrain steepness. 8. Performance Optimization...

...Excel formulas currently handle. Key capabilities the new solution must cover are real-time data visualization, fully automated reporting (daily and weekly), interactive dashboards that executives can filter on the fly, and auto-triggering of e-mail or Teams notifications whenever tasks slip or budgets cross preset thresholds. The current data lives in multiple worksheets; everything will be provided in a clean XLSX plus a short process map so you can see the existing workflow. Feel free to recommend best-fit architecture—native Power BI, Python-backed API calls, or a mix—so long as the final experience is intuitive for non-technical users. Deliverables expected: • A Power BI (.pbix) file with linked data model, visuals, and drill-through ...

Provide support for generating and visualizing 3D plume in ArcGIS Pro using interpolated concentration data.

...Brands, and Categories. Costing Logic: Ability to log purchases from different sources (Bulk Suppliers vs. AliExpress). Weighted Average Cost: The system must calculate the average unit cost dynamically based on different purchase batches to ensure accurate profit calculation. Low Stock Alerts: Automatic highlighting when stock falls below 5 units. 2. Dynamic Sales & Order Tracking Import sales data (from Zid/Excel) and link it to the Inventory sheet. Gateway Fee Automation: Automatically calculate fees based on the payment method: Tabby: 6.5% of total. Tamara: 7% of total. ZidPay: 2.5% + 1 SAR fixed fee. Manual Editing: The system must allow me to edit orders, weights, and cities to recalculate profits instantly. And add new Gateway payment in the future and edite c...

...is the "Control Tower." It provides a user-friendly interface for administrators to interact with the AI and visualize data. Primary Purpose: To provide a visual simulation environment for "What-if" analysis of Saudi vehicle plate auctions. Core Capabilities: Real-time Visualization: Uses interactive charts to show the relationship between the starting reserve and the predicted final outcome. Simulation Controls: inputs to adjust plate variables (Seasonality, Symmetry) at runtime. AI Lab (Admin Panel): A management table that allows the user to see, modify, and "inject" market truth directly into the AI's memory. Processing: The backend runs the CART algorithm. If data was changed, it re-trains the model in milliseconds. For...

**Project Title:** Source Detection using Human Behaviour Dynamics using Machine Learning / Deep Learning / AI...**Scope of Work:** * Dataset preprocessing and exploration * Model development using ML/DL techniques * Training and testing the models * Performance evaluation (Accuracy, Precision, Recall, Confusion Matrix) * Comparison of different models * Clear documentation of the workflow **Preferred Tech Stack:** * Python * Machine Learning / Deep Learning models * TensorFlow / PyTorch / OpenCV * Data visualization libraries **Deliverables:** * Complete source code * Trained model * Results and performance comparison * Brief documentation of the methodology **Additional Notes:** If you have suggestions for improving the model or methodology, feel free to include them ...