Quartus using sensors jobs

More details: For an existing business Project Overview The purpose of this agreement is to hire a freelancer through Fiverr to design and build a professional author website using the Wix platform for 240waysseries. The website will serve as the central hub for the author’s biography, books, speaking engagements, and media presence. The freelancer will also integrate direct purchase links to the author's books hosted on Amazon, allowing visitors to easily navigate from the website to Amazon for purchasing. What information should successful freelancers include in their application? Experience How soon do you need your project completed? Within a month

We are seeking an experienced Senior Electronics Engineer from Europe or the USA with expertise in wearable devices and IoT systems to help design and develop a wearable sensor board. The project involves PCB design, schematic development, and firmware programming for ECG sensors, Li-ion battery charging, USB communication, and an ESP32 MCU. Key Responsibilities: -PCB Design: Develop high-quality PCB layouts for a wearable sensor board, including ECG connectors, USB-to-UART interfaces, and battery charging circuits. -Schematic Development: Create and review schematics for the BG77 LTE module, ESP32, Li-ion charging, and sensor interfaces. -Firmware Programming: Implement and optimize firmware for the ESP32 MCU, including Wi-Fi/BLE communication, sensor data acquisition, and USB com...

this project is to develop an infrared small target detection system using classical image processing techniques. The system will analyse infrared images and detect very small targets that are often hidden in complex background environments such as sky, sea, and land scenes. The project focuses on combining local contrast-based methods and nonlocal spatial information techniques to improve detection accuracy while maintaining computational efficiency. The project will use a public benchmark dataset: Dataset: NUAA-SIRST Dataset Source: GitHub open-access repository Dataset Link: Step 1 – Data Preparation Step 2 – Image Preprocessing Step 3 – Local Target Enhancement Implement the Dual Window Local Contrast Method (DW-LCM). Step

Project Bid: 11000 INR We are looking for highly skilled freelancers with strong technical expertise to support academic and research-based projects. Required Technical Expertise: programming Learning & Deep Learning Networks Processing (You Only Look Once) object detection Recognition Image Processing Deliverables: , well-structured and properly commented source code execution support (environment setup & troubleshooting assistance) transfer session via Zoom (clear explanation of implementation, logic, and model architecture)

...Design **Project Description:** I am looking for an experienced PCB designer to design an educational robotics development board. The board will be used for teaching robotics, IoT, and programming to students . The board should be based on an ESP32 module and must integrate multiple components and connectors so students can easily connect motors and sensors. The board should also be compatible with Scratch, so students can control the hardware using Scratch blocks. The freelancer should also create the required firmware or extension file needed to connect the hardware with Scratch. **Key Features Required:** 1. ESP32 module for WiFi and Bluetooth connectivity 2. Motor driver for 2 DC motors 3. Battery connector for rechargeable Li-ion battery 4. USB connector for prog...

I need VBA script to execute stored procedure that I have in oracle SQL with some parameter input from excel

...sound. Some of the devices will be hard-wired to GPIO pins while others should connect wirelessly, so the firmware must handle both connection paths seamlessly. Here’s exactly what I need delivered: • Well-commented source code (Arduino-ESP32 or ESP-IDF) that polls each sensor, filters noise, and publishes readings over Serial and MQTT. • A clear wiring / pin-out diagram for the hard-wired sensors. • Configuration notes that let me pair or re-pair any wireless sensor modules. • A short README covering library installs, flash commands, and expected output. Acceptance criteria On power-up the ESP32 must auto-detect every listed sensor—whether it’s attached by wire or discovered over BLE/Wi-Fi—then begin streaming motion, pro...

...Presets: Two dedicated buttons (M1 and M2) used for recalling and saving user settings via long-press. Navigation: A clean "Settings" or "Advanced" icon to transition to the secondary page. Screen 2: Specialist Options & Sensors This page houses technical controls to keep the main dashboard clean. Endo Mode Toggle: A specialized switch for activating the secondary/Endo lighting system. Proximity Sensor Master: A toggle to enable or disable the touchless infrared sensor array. System Status Indicators: Minimalist icons showing the state of the 7-channel PWM system and sensors. Navigation: A "Home" or "Back" icon to return to the main dashboard. Technical Requirements & Interaction States For every button and interactive...

...Restaurant/Café partners will require simplified order-handling screens so they can list produce, confirm fulfilment, print shipping labels and monitor delivery progress once a carrier is assigned. Core expectations – Responsive web app (mobile-first; native apps optional if it speeds up adoption). – Clean REST or GraphQL API so future services—such as route optimisation or IoT cold-chain sensors—can be plugged in with minimal rework. – Real-time status updates via websockets or similar push technology; customers should never have to refresh a page to see progress. – Role-based access control, GDPR-compliant data handling and straightforward onboarding flows. – Source code in a public-facing Git repository, with clear RE...

I’m looking for an experienced freelancer to help build and manage a B2B cold email outreach system similar to the approach used by companies like Surf Digital. The goal is to generate qualified meetings with companies in a specific niche that I will provide. I have already created a landing page and supporting materials, which will be used in the outreach process. The system should include: • Researching and sourcing high quality leads within the niche I provide • Ensuring all contact information is valid with no dead links or invalid emails • Email verification and data enrichment 10,000 emails • Setting up cold email infrastructure (domains, inboxes, warming tools) • Writing cold email sequences tailored to the niche • Linking outreach to my existi...

We are seeking an experienced professional with advanced Excel and Power Query skills to develop a robust production control and traceability system for the swine industry. The goal is to create an organized tool that functions as an efficient database for registering and tracking animal batches from nursery placement to the finishing phase. The system must be able to manage and relate the following production stages: 1. Nursery Placement: * Integrated registration, placement date, number of animals, origin, truck license plate, and farm capacity. * The system must allow multiple placements for the same farm until its capacity is reached. 2. Vaccination Control: * Registration of vaccination date, vaccine name, number of vials used, and number of animals vaccinated. * It must allow m...

I'm looking for a skilled irrigation system designer to create a layout for a commercial landscape using a sprinkler system. Requirements: - Design a comprehensive sprinkler system - Area is commercial landscape - Must include automated scheduling, rain sensors, and pressure regulation Ideal Skills and Experience: - Background in landscape irrigation design - Experience with sprinkler systems - Knowledge of automation and sensor integration - Ability to create efficient pressure regulation solutions Please include samples of previous work and a brief project plan.

I am looking for a video editor to create three social media reels per week using CapCut or Canva. I will provide all raw clips from recent catering jobs and a nearly completed template, so the role mainly involves arranging and finalizing the content according to the template. This is an ongoing opportunity with a rate of $8 per reel, with $10 offered for the first reel to finalize and adjust the template. Delivery is expected within 1 to 3 days after receiving the clips, and the editor will simply create and send the finished reels without managing uploads.

First two videos for $90 for Mr. Harsh

More details: Which deep learning framework do you prefer for this project? TensorFlow Do you have a preferred dataset for brain MRI image segmentation? Please use a publicly available dataset Which style of output visualization do you prefer? 2D slices with segmentation overlay

Anthropic Plugins- Need to setup and use it local and VM with domain specific use case need showcase to client: with Architecture, what plugin is? What plugin setup is? This is what we can do with plugin? Deliverables: • Working Anthropic AI plugin installed and verified on my machine • Live walkthrough of core usage scenarios tailored to R&D • Brief reference notes or script capturing the setup and sample calls If you’ve already integrated this plugin in your own workflow and can explain it clearly to a technical peer, I’m ready to start.

...based)" Responsibilities include: Creating a reliable communication protocol Sending device data to the mobile app Receiving commands from the app Ensuring stable real-time device control Responsibilities Develop and implement embedded firmware Implement temperature monitoring and heater control Build timer and safety mechanisms Implement communication with iOS & Android apps Work with sensors, relays, and control circuits Technical Requirements Strong experience in Embedded C / C++ Experience with microcontrollers (ESP32, STM32, Nordic, etc.) Experience with BLE or WiFi communication Understanding of hardware communication protocols (UART, I2C, SPI) Experience building IoT or connected devices Long-Term is not just a one-time currently have 10+ sim...

...costs on software licenses. I need a perfect balance between high-quality optics and cost-optimized hardware. ​Core Hardware & Memory: ​Processor: RK3566 (Optimized for performance/thermal balance). ​Memory: 8 GB RAM and 128 GB Storage (Must be fast and reliable). ​Holographic Engine: Hybrid Laser/Optical system with Japanese DCRA plates. Target: Sharp 6-inch floating image at 15cm distance. ​Sensors: Full sensor suite (Ambient Light, Proximity, GPS, Gyroscope) for a 100% smartphone experience. ​Zero Extra Costs & Quality Optimization: ​Software: Use Open Source Android (AOSP) + Google Services. I will not pay for any software licenses. Everything must be functional out of the box for free. ​Hardware Efficiency: Select components that offer the best "Price-to-Perform...

I'm looking for an experienced PCB designer to create a single-layer PCB for a consumer electronics radio application. The PCB will need to incorporate sensors. Key Requirements: - Design a single-layer PCB - Application: Consumer electronics (radio) - Must include sensor components Ideal Skills and Experience: - Proficiency in PCB design software - Experience with consumer electronics, especially radio devices - Strong understanding of sensor integration on PCBs - Attention to detail and ability to meet deadlines

I need a detailed physics-based simulation for autonomous robots operating in urban environments. The simulation should incorporate the following sensors: LIDAR, Camera, and Ultrasonic. Key Requirements: - Development of a realistic urban physics-based simulation. - Integration of LIDAR, Camera, and Ultrasonic sensors. - Focus on urban environment dynamics and challenges. Ideal Skills and Experience: - Expertise in simulation development, particularly physics-based. - Experience with sensor integration - Strong background in robotics and urban environment modeling. - Proficiency in relevant simulation software and programming languages.

I have a reference image that shows the exact pose and layout I want. Your job is to rebuild that same composition, but replace the placeholder heads with the real faces I’ll supply (all in high-resolution files). Please match the lighting, perspective, and overall mood so the swapped faces look like they were always there. Subtle retouching—skin tone balancing, color grading, and any minor cleanup—is expected so the final artwork feels seamless and natural. Deliverables • A flattened, print-ready file (JPEG or PNG, 300 dpi) in the original dimensions of the reference image • A fully layered PSD or equivalent editable file so I can tweak text or background later if needed I’ll send the reference picture and all face photos as soon as we start. ...

I'm looking for an experienced developer to build a weather monitoring system using a Raspberry Pi Pico. The system should interface with an RM Young 05108 Anemometer to measure wind speed and direction, as well as a temperature and pressure sensor. Requirements: - Use I2C for data transmission - Utilize an OLED display to visualize: - Wind speed and direction - Temperature and pressure - All data on one screen Ideal Skills & Experience: - Proficiency with Raspberry Pi and I2C communication - Experience with OLED displays - Knowledge of weather sensors and data integration - Strong programming skills, preferably in Python Please provide samples of previous similar work.

I have a Mediatek 8168-based tablet (board ID tb8168p1_bsp...Android system image (system, vendor, boot, dtbo, vbmeta, etc.) compatible with tb8168p1_bsp • Scatter file or equivalent ready for mtkclient • Rooting left disabled by default, SafetyNet intact if possible • Step-by-step flashing guide, plus any scripts or commands (mtkclient, fastboot, ADB) required • Post-flash verification: tablet boots, touchscreen, Wi-Fi, Bluetooth, audio, cameras and sensors all functional I already have mtkclient set up on a Win10 host and can test builds quickly. If there are secure boot or SBC work-arounds needed, detail those as part of the instructions. Please outline your approach, expected timeline and any past experience you have with Mediatek porting or custom RO...

Hey all! Looking for a developer who is experienced with Godot and mobile games to collaborate and build something awesome. We want this game to be built maximally with Claude Code. So, looking for developers who are experienced with this. My business partner is a tiktok creator with millions of followers. This game is being designed to be tiktok-first and grow on tiktok. We want to work with somebody on a partner level here and pay them 10% of gross profit and ownership in the IP, vested and aligned with terms we figure out. The payouts would happen on freelancer.com. The thinking here is to find somebody who is invested into the long term potential of the game and can share in the upside with us. If you are interested in this, please let me know. Please keep your proposal short and ...

Need someone who can build the automation i required using open CLAW or any other AI and allows the user to check the UI while the automation is in process , for human interaction like captcha

I need a complete 3D CAD model of a pipeline-inspection robot that can reliably navigate through sewer pipes larger than 24 inches in diameter. For now, its job is movement, camera and led light, so the design must leave logical mounting points for future sensors without compromising balance or clearances. Because I will be printing the parts myself, every component has to be optimized for standard FDM printers (220 × 220 × 250 mm build volume) with minimal support material and straightforward post-processing. Think in terms of interlocking or bolted sections that can be printed flat, then assembled with off-the-shelf hardware. Deliverables • Native CAD files (Fusion or Onshape ) plus exported STEP and STL for each printable part • An exploded view or b...

I need a reliable freelancer to create a brand-new Outlook email account for personal use. I already have the exact username in mind, so your first task is to secure that address before someone else does. Once the account is live, I’d like you to: • Hand over the login credentials in a secure, encrypted format of your choice • Configure basic security settings—strong password, recovery phone, and two-step verification • Confirm that incoming and outgoing messages work by exchanging a brief test email with me That’s all that’s required; no marketing tools, mailing lists, or business integrations—just a clean, fully functional personal Outlook inbox with the username I specify, ready for everyday use.

I have a short English article introducing a new Chinese real-estate developer that is building fully fire-resistant homes. The piece covers the autonomous fire-detection system—satellites, heat sensors and AI cameras that trigger on-site water and suppressant tanks—as well as the lab-grade heat-resistant glass windows ringed by remotely operated metal shutters. I need the text rewritten into two separate versions, one in clear, persuasive Mandarin and the other in engaging Cantonese, both crafted to speak directly to property owners considering a renovation. The tone must remain marketing-driven and benefit-oriented while preserving the technical details accurately. Deliverables: • Mandarin version (Simplified Chinese) ready for web or brochure use • C...

I need an experienced bookkeeper to take over the day-to-day financial records for my company. The focus is straightforward: keep our books clean and up to date in ACCURATE, the accounting software we already rely on. All source documents—sales invoices, purchase bills, bank statements—will be shared via cloud storage, so you can work remotely without delays. Here is what I expect: • Enter and categorize every transaction promptly. • Reconcile each bank and e-wallet statement so balances match the real cash position. • Generate basic monthly reports inside ACCURATE (profit & loss, balance sheet, cash-flow snapshot) so I can review performance at a glance. If you also happen to be comfortable with Excel, QuickBooks, or Xero, that flexibility could help...

...from you: • A clear derivation of the truth tables, Boolean expressions, and any Karnaugh-map (or equivalent) minimisation that leads to the final gate-level schematic. • An HDL version of the same circuit (Verilog or VHDL—whichever you prefer) that compiles cleanly and is ready for simulation. • Simulation results that verify correct operation for every input combination; ModelSim, Vivado, Quartus, or Logisim waveforms are all acceptable. • Brief, well-commented documentation so I can present the design during our tutorial session and explain each decision made along the way. If you see opportunities to streamline logic or suggest alternative gate technologies (TTL, CMOS, FPGA primitives), feel free to include them—learning the optimisatio...

I have a cut-and-fill civil drawing for a flood-mitigated house pad centred on a 30-acre site, plus two surveyed control points out at the frontage. All spot heights are already referenced to AHD, and the plan shows pad size, design levels and existing ground elevations. I now need that information modelled as a true-to-scale 3D surface and exported as a Land XML file. You are welcome to work in CAD 3D or 12D—either environment is fine—as long as the output imports cleanly back into 12D and is ready for Truflow flood-study validation. Key expectations • Recreate the terrain and proposed earthworks accurately from the supplied drawing, honouring the two survey points. • Maintain all AHD elevations and flood-mitigation cut/fill extents exactly as drawn. • D...

...devices and users are registered and authenticated. • A React Native mobile app that runs on both iOS and Android and subscribes to the same broker for real-time data display. The mobile front-end’s first milestone is a clean dashboard that streams temperature, humidity, device operational status and any other sensor readings the Pi sends. Data has to update instantly without manual refresh, using MQTT over websockets. Once that foundation is stable I will add control commands, so please structure the app with publish topics in mind even though only real-time display is required right now. For the backend I already have a Laravel skeleton; you will extend it with endpoints for device onboarding, JSON payload storage and user login. The Django service may be lightw...

I’m building out the engineering team for our AI-driven startup and I need a dedicated embedded developer who can take full ownership of the automotive side of our product line. Your day-to-day work will revolve around three core responsibilities: writing robust firmware that brings our AI features to life, integrating that code seamlessly with sensors and control units already in the vehicle stack, and collaborating on hardware design decisions so everything works together flawlessly. We are moving fast, so I’m looking for someone who is comfortable working full-time alongside our in-house data science and mechanical teams, iterating quickly from prototype through to production-ready boards. Expect a hands-on role that blends coding, debugging on target hardware, and v...

Hello, I am looking for an experienced WordPress developer who can convert a PSD design into a fully functional WordPress website using Elementor Pro. The website must be: 100% pixel-perfect based on the PSD Fully responsive (desktop, tablet, mobile) Built using Elementor Pro (no custom theme builders outside Elementor unless discussed) Clean structure and optimized for performance SEO-friendly structure (proper H1-H6 hierarchy, fast loading, clean code) Cross-browser compatible Important: No design changes unless discussed No unnecessary plugins Clean and scalable structure Proper spacing, alignment and typography matching the PSD exactly Deliverables: Fully working WordPress website Editable with Elementor Proper mobile optimization Basic on-page SEO struc...

We are looking for an experienced IoT/ESP32 developer to assist with hardware connections and configuration for a Weather Monitoring System. We already have the hardware components available. We need guidance and support specifically for: • Proper sensor wiring with ESP32 • Power management guidance • Basic testing to ensure correct readings This is not a full development project — the primary focus is on hardware integration and correct connections. ⸻ Hardware Components: • ESP32 • BMP280 (Pressure + Altitude) • DHT11 (Temperature + Humidity) • MQ135 (Air Quality) • Rain Sensor ⸻ Scope of Work: • Guide on wiring setup • Assist in verifying sensor readings • Help troubleshoot if readings are incorrect • Sug...

Project: Cash flow help has a financial analyst excel spreadsheets program that uses financial data to review the current business situation and then do “what if” analyst to improve business cash flow using the six cash drivers. The project is dissected into 3 stages to develop a web app, upload/synch the business financial data via API with accounting software program XERO, MYOB & Intuit. The final stage is to make the App mobile friendly. STAGE 1. PREPARE THE WEB APP Ideation stage 1. Source an idea – to use the excel spreadsheet as a source for calculations and data input to prepare a website app to used by business and accountants. The App will be a subscription model with the ability to change levels of subscription. 2. Market research – The web app ...

...yawning frequency, then translates those cues into a clear fatigue score that updates continuously. Over a journey the model should also plot a time-based curve so I can see how alertness rises or falls. Please build and train the full pipeline in Python, preferably with PyTorch or TensorFlow paired with OpenCV for video handling. The system must be completely vision-based; no wearables or contact sensors. I will supply sample clips for initial testing, but the code should accept any 30 fps video stream so I can later attach it to an in-car webcam. The final hand-off should include: • Inference script that ingests a live or recorded feed, detects eyes and mouth, classifies drowsiness level frame-by-frame, and logs a running fatigue score. • Function that converts ...

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I need an experienced instrumentation technician on site in Tunisia for five consecutive days to carry out full calibration on a custody-transfer metering skid. The work is limited to calibration only; installation and routine maintenance are handled in-house. The instruments you will focus on are: • Flow meters • Temperature sensors • A chromatograph used for gas quality verification All of them are from specific manufacturers and models, which I will share once we finalize the engagement, along with their data sheets and previous calibration certificates. Your scope includes performing the calibrations to manufacturer specifications, recording as-found and as-left data, issuing traceable calibration certificates, and updating the skid’s logbook bef...

...braces—cleanly organized so every major piece sits in its own assembly. You’ll be working from a high-resolution photograph I’ll supply; the goal is to match the overall proportions and clearances of a typical patient-lift, even though exact factory dimensions aren’t available. File structure matters: each assembly must be logically named so I can later drop in power-assist motors, batteries, sensors, and AI hardware without re-factoring the file. Keep joints and motion limits realistic so future kinematic studies run smoothly, but don’t add electronics, motors, or code at this stage. Deliverables • Native Fusion 360 design file (.f3d) with assemblies properly referenced • STEP export for quick previews • Short read-me noting any...

...from concept to a working prototype of a Quantum Computing + IoT framework that tackles Urban Heat Islands end-to-end: we will monitor conditions continuously and then act on the insights to mitigate them in real time. Scope and context • Data will flow in from a dense mesh of ground sensors capturing temperature, humidity, CO₂ and overall air-quality metrics every few seconds. Satellite or weather-station feeds could be folded in later, yet the first milestone is rock-solid performance with the on-site sensors. • On the quantum side, I want algorithms that can handle the heavy analytics load—predictive hot-spot mapping, optimisation of cooling interventions, maybe even near-real-time scheduling of adaptive shading or misting systems. Qiskit, Cirq or s...

Gmail account recovery, password forgotten and no recovery methods available. is there a way or can be handled using any ethical process More details: Have you attempted to use Google's Account Recovery process? Yes When was the last time you successfully accessed your Gmail account? More than 3 months ago Do you have access to any devices that were previously used to log into the account? No Actually this gmail id of my client who defaulted payment. Need to take control of it.

I’m looking for a short, punchy marketing video—fully generated with AI—that clearly explains what is and, most importantly, highlights the benefits travelers gain by using it. The piece will speak directly to tourists who want quick, insider knowledge before they arrive in a city. Please ensure that you have spent about 5 minutes on the website before applying. Here’s what I have in mind: • Length: 1.5 - 2 minutes - landscape for youtube web as well as potrait for social media like Instagram • Style: modern and upbeat, using AI-generated voice-over (natural, friendly English) and dynamic motion graphics. • Core message: “Discover a city with curated guides with — completely free, no endless searches, just the essentials ...

I have a cabled weather station ready to go, but I need an experienced hand with the physical installation side only. The job covers everything from mounting the sensors and console, running and securing the cable, to making sure connections are weather-proofed, grounded, and reading correctly once powered up. Brand is flexible—I simply need someone familiar with the usual hardware found in systems such as Davis Instruments, AcuRite, La Crosse, or similar. Key Deliverables • Sensors, mast, and console solidly mounted in their designated locations • All cables routed neatly, protected from the elements, and correctly terminated • Grounding and surge protection in place where required • Final power-up and verification that the station is delivering cl...

...later (standard and downgrade version) This machine has the following system: 1 x main CPU (GD32F450IGH6) 1 x AC motor inverter (RS485) Command input 1x sensor Up to 5x stepping motor ( synchronized, need fast movement)　NCcode input/ Tool path input. Up to 5x sensor 1 x DC motor 1 x sensor 1 x SBC( RPI) need to connect to main CPU ( need to have fast communication ) 3 x stepping motor 3 x sensors 1 x DC brushless (small )-added 2 x stepping motor-added 3 x COM to other device. We will send the current prototype PCB info induvidually when we decide to proceed. Current prototype board has following isseu: :x:/s/kaihatsu/IQAGmrPldK0SQ5d_Ui7K-Y3hAVg8eQAIG3G7TcCGeKUMoP0?e=KFrVBJ - A couple of layout mistakes - DC motor driver ( currently DRV8434 can't

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...has to be truly real-time, not batch. If you already work with edge cameras or depth-sensing devices for people counting, please tell me how you will integrate them with your face-recognition engine and how you plan to push the feed straight to our internal server (REST API, MQTT, or any protocol you prefer, as long as latency is minimal). Deliverables I expect: • Hardware specification for sensors/cameras and any onboard compute you recommend • Software package that performs face recognition, maintains a running headcount, and streams JSON records to our server • Simple dashboard or log viewer so my security team can review boardings in real time • Deployment guide and remote hand-over support for the first bus we pilot on If your previous project...

I'm looking for someone, no need to be an expert in this, to do some research, to assemble a weekly routine, using vacuum P - pump, jelqing(manual stretching) and possibly pelvic floor exercises safely, for growth (length and girth). I also struggle with ED. So the above could help with that as well. I do hate me size, but I would also like your honest, personal opinion on my size both (soft and hard). I think this should be at least once a week session with you, via live video 1 on 1. When we start, I would like to measure both soft and hard for a baseline. I'd like you keep track, that way we can track progress. Keep in mind please, having ED, I sometimes struggle with getting hard and hard enough to push myself into the vacuum pump, so if I need to manually help mysel...

...yawning frequency, then translates those cues into a clear fatigue score that updates continuously. Over a journey the model should also plot a time-based curve so I can see how alertness rises or falls. Please build and train the full pipeline in Python, preferably with PyTorch or TensorFlow paired with OpenCV for video handling. The system must be completely vision-based; no wearables or contact sensors. I will supply sample clips for initial testing, but the code should accept any 30 fps video stream so I can later attach it to an in-car webcam. The final hand-off should include: • Inference script that ingests a live or recorded feed, detects eyes and mouth, classifies drowsiness level frame-by-frame, and logs a running fatigue score. • Function that converts ...

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