Machine learning image classification python jobs

...custom/licensed assets ka hand-over shamil hoga. Sirf wahi developers apply karein jinke pass Educational Apps ya Runner-type games ka proven kaam hai—store links ya live demos message mein bhejein. NDA sign karna zaroori hai; full game design document shortlisted candidates ko hi milega. Reply mein apne relevant titles, estimated timeline (MVP + final), aur tech stack batayein. Excited to build a fun learning adventure together!...

We are looking for an **OPC UA / SCADA Integration Expert** to support our Solar AI Studio platform. **Scope of work:** Develop a...requirements:** 1. Experience with OPC UA server/client architecture 2. SCADA integration experience for solar PV plants or industrial systems 3. Understanding of PLC, Modbus TCP, tags, telemetry and data acquisition 4. Ability to advise on tag mapping, polling/subscription frequency and data quality 5. Knowledge of cybersecurity, VPN, certificates and OT network safety 6. Experience with Node.js, Python, Supabase/PostgreSQL or cloud APIs will be preferred **Engagement type:** Freelance / project-based **Application area:** Solar PV monitoring, analytics and digital twin Interested experts may share their profile, relevant project experience and ava...

...training phase of my model, so visual realism is essential—nothing that looks obviously rendered to the naked eye. What you’ll start with • A folder of representative reference shots of semiconductor chips. • A CSV that spells out the colour palette, precise X-Y measurements and other per-image parameters. Core expectations • Build an automated pipeline in Unity (my preferred tool) that ingests the CSV, applies the specified colour accuracy and shape detail, and exports camera-ready JPEGs. • Use Python or C++ scripts to drive batch generation, manage naming conventions, and verify output counts. • Keep all images photorealistic and strictly within the provided dimensional tolerances. • Deliver reproducible project fil...

You will spearhead our business network expansion while sharpening your leadership and communication skills—all from home on a schedule you control. I’ll pair you with experienced mentors who have proven leadership, sales expertise, and solid business-management backgrounds, so every challenge you face turns into a learning opportunity. Your day-to-day revolves around recruiting motivated partners, coaching them to succeed, and guiding team performance toward clear growth targets. The more effectively you build and nurture relationships, the faster your own career trajectory climbs. What you can expect • Structured remote training that walks you through our systems and best practices • Ongoing one-to-one mentorship from seasoned leaders ready to share rea...

...content-warning layer for images that may be sensitive or highly personal before they are shown inside my mobile app. The goal is to let users choose whether to view or skip any flagged photo while keeping the interface consistent with both iOS and Android design conventions. The warning must appear automatically, cover the image with a subtle blur or placeholder, and present clear “View” and “Skip” options that are fully accessible to VoiceOver and TalkBack. Copy should state that the image may contain sensitive or personal content without using alarming language. Deliverables • Two overlay designs (light and dark mode) supplied as PNG/SVG plus the editable Figma, Sketch, or Adobe XD source file. • A concise style guide detailing co...

...system that lets me plug in my own DC-DC boost converter topology and then closes the loop with a Proximal Policy Optimization (PPO) controller. The priority is clear: the reinforcement-learning algorithm must deliver high accuracy in tracking the reference—voltage, current, or power—throughout irradiance and load changes. Here is what I expect: • A modular Simulink file where the PV array, my custom boost converter, the single-phase inverter, the LCL or LC filter, and the grid interface are clearly separated so I can swap devices in or out. • A PPO training script (MATLAB RL Toolbox or compatible Python interface) that learns directly on the Simulink environment and saves the trained agent for deployment. • A deployment variant of the mo...

I need assistance setting up an NVIDIA-based Ai rig on for leasing processing power. Key Requirements: - Configure and optimize the rig for machine learning tasks - Ensure the setup is suitable for TensorFlow, PyTorch, or Keras - Focus on high performance, particularly in GPU power Ideal Skills and Experience: - Expertise in NVIDIA hardware and machine learning frameworks - Experience with platform - Strong background in system optimization for ML workloads Looking for a freelancer who can ensure a smooth and efficient setup.

More details: What programming language is your code written in? Python What kind of adjustments are needed with the API communication? Fixing bugs What types of checks need to be adjusted or added? This question was skipped by the user

I’m deep into a set of large-scale clinical-trial datasets and need a seasoned partner who can move effortlessly from raw tables to polished Tableau dashboards. The stack is Google Cloud Platform (BigQuery in particular), Amazon Redshift, advanced SQL, and Python, so you should feel at home optimizing long, complex queries, tuning warehouse performance, and scripting repeatable data-quality checks. Where you’ll start I already have a working schema, but it’s straining under growing volume and new KPI requests. You’ll review the existing models, refactor where necessary, and introduce best-practice partitioning and clustering so queries run in seconds, not minutes. From there, we’ll design consumable, high-performance Tableau workbooks that clinicians...

I need a Backtesting framework to be implemented in python per forllowing requirements. 1. I have a data mart in AWS that has all the needed data for to execute the business logic of my Strategies. 2. Same Datalake also includes the table constructs needed to store backtest output. 3. I will also provide the business logic in pseudo kind of code. 4. Need someone with experience in Duck DB to load all the data in-memory , execute backtest and load the backtest input and output dataset in iceberg tables. 5. Some one with Montecarlo experience would be preferable, since various combinations of inputs need to be generated for multiple iterations of Backtest. Project has to be delivered in the following milestones: 1. Python skeleton code for loading data from the mart into...

I’m building Mk21 as an interactive learning suite tailored to university-level engineering courses. The goal is to replace static lectures with dynamic simulations, problem-solving labs, and instant feedback so students can explore core concepts—thermodynamics, control systems, strength of materials—at their own pace. Core experience • Smooth, modern interface that feels intuitive on both desktop and tablet browsers • Modular architecture so new engineering topics can be added without rewriting the codebase • Real-time visualisations, calculators, and step-by-step walkthroughs that accept live inputs • Secure user accounts so lecturers can track progress, assign labs, and export grades Technology preferences Python (FastAPI o...

I’m ready to start producing simple, engaging vlogs and I’d like a patient coach to walk me through the practical side of Clipchamp. My main focus is learning how to bring short clips into the app, let its AI assemble a rough cut, and then polish the result—trimming, adding music or captions, and exporting in the right format for YouTube. Once the video is finalized I’ll also need guidance on actually uploading, writing descriptions, choosing thumbnails, and laying the groundwork for a brand-new channel. Here’s what I have in mind: • A few live or recorded sessions where you share your screen and demonstrate the full editing workflow in Clipchamp—from import to final export—so I can follow along on my end. • Specific tips for ...

I have two hero shots from the homepage of that need a quick, clean makeover. 1. Add the supplied OFLES logo to each driver’s cap so it looks naturally embroidered. 2. Place that same logo on the left sleeve only—please match the fabric fold and lighting so it feels printed, not pasted. 3. For the image with the driver wearing a yellow rain jacket, apply a subtle contrast adjustment so the final look matches the vibrancy and definition of the blue-jacket photo. Deliverables • Two high-resolution, web-ready JPEG/PNG files (same dimensions as the originals) • Layered PSD/AI files for any future tweaks Acceptance criteria • Logo edges are sharp with no obvious haloing • Lighting, shadows, and texture on the logo blend seamlessly with the garm...

I need a Kinco PLC program developed in the D-Tool suite to handle three core tasks: logging key process data to non-volatile memory or an external database, pushing that data to a remote dashboard for live monitoring over TCP/IP, and executing closed-loop automated control of the machine. The program must support standard TCP/IP for plant network connectivity, CANopen, and raw CANbus frames for communication with field devices and a supervisory gateway. The PLC will gather readings from temperature, pressure, and proximity sensors, as well as motor-RPM feedback for speed regulation. Clean tag structures, well-commented code, and clear HMI naming are essential for scalability. Deliverables: - Complete Kinco PLC project file (.plc) with fully commented ladder/SFC logic - D-Tool HMI...

...the creation of short clips that isolate each participant’s key moments. • Overlay a configurable sponsor logo on every generated clip. • Add seamless WhatsApp integration so the system can push the personalised clips straight to athletes or organisers. • Clean up, document and hand over the code so the next developer—or I—can maintain it easily. Tech context The previous developer used Python with OpenCV and a YOLO-style model; feel free to refactor or swap frameworks as long as inference remains lightning fast. Expect video streams up to 4K, multiple concurrent cameras and fairly busy backgrounds. Success criteria • ≥95 % accurate bib recognition measured on my test footage. • Clip creation and logo overlay processed withi...

...design a practical programme that turns promising staff into confident, people-focused leaders who can guide teams, handle challenges, and drive results. Here’s what I need from you: • A concise needs analysis that pinpoints the gaps in our current leadership capabilities. • A complete training curriculum—modules, session timing, delivery method (virtual, in-person, blended) and recommended learning activities. • Trainer and participant materials, including slides, exercises, hand-outs and job aids. • Simple assessment tools so we can measure knowledge gained and on-the-job behaviour change. • An implementation roadmap that shows milestones, resources required and success metrics. While leadership training is the core, I’m ope...

Project Description (READ CAREFULLY – STRICT REQUIREMENTS): We need a total of 15,000 tire image URLs. 5,000 unique tire models 3 image URLs per tire (MANDATORY) Each tire MUST include ALL 3 required angles REQUIRED IMAGE ANGLES (NON-NEGOTIABLE): Each tire MUST include exactly these 3 image URLs: Front View (Perfect Circle) Tire facing directly forward Clean circular shape Angled Perspective (3/4 View) Slight angle showing depth and sidewall Tread View (Vertical Pattern) Tire standing upright Clear tread pattern If ANY angle is missing → REJECTED STRICT IMAGE RULES: ONLY tire (NO rim / NO wheel) White or transparent background ONLY No shadows, no environment, no floor No watermarks or logos No tires mounted on cars No lifestyle images ...

...reuse. • Compose a single text message, preview it, then launch a campaign to all active tokens. • Real-time dashboard displaying sent / failed counts, captcha events, and remaining balance on the 2Captcha key or HCaptcha. • Lightweight authentication layer for me only; no public signup. Important details – Only text messages are required; image or embed support can remain disabled. – The tool must run from a standard Linux VPS (Docker or bare-metal Python/Node preferred, but I’m open to any stack you know best). – Parallel sending is essential, but please respect Discord rate limits to avoid mass token bans. – Include simple logging: token status updates, error codes, and full captcha transactions. Delivery expectations 1. Fu...

I have a sizable set of raw financial data that needs to be turned into clear, decision-ready insight. The job covers three linked pieces of work: cleaning and structuring the data, applying the right machine-learning techniques to surface patterns or predictive signals, and packaging the results inside an interactive report that stakeholders can explore on their own. Scope and expectations The data arrives in monthly batches (CSV and XLS) spanning revenue, cost, and balance-sheet metrics. I need a robust pipeline—Python, R, or a notebook environment is fine—that ingests these files, handles missing values, and standardizes the fields. From there, build and validate models that can flag anomalies and forecast key indicators (AR, cash flow, or any other v...

...optimize large-scale SQL queries and improve dashboard performance in real-time projects. My primary need is advanced BigQuery query tuning—profiling execution plans, optimizing partitioning and clustering, and reducing cost and runtime—while also getting guidance on Tableau best practices like efficient layouts, calculated fields, and extract vs. live strategies, along with some light support in Python (Pandas) for data preparation. I’m looking for someone who can work with me through daily, plus deeper weekly sessions, using screen sharing or pair programming, and also be available for quick ad-hoc questions during work. This is a long-term collaboration where I need a practical mentor who can help me directly with my daily tasks, explain performance trade-off...

I already have a set of digital drawings for a single machine part and now need them transformed into a fully-detailed CAD model that can go straight to production. The core of the job is to reinterpret my existing files, add any missing dimensions or tolerances, and generate all supporting documents a machinist would expect. You are free to work in SolidWorks, Fusion 360, Inventor, or an equivalent professional package, as long as the final deliverables arrive in both native format and a neutral exchange file (STEP or IGES). A short PDF drawing with key dimensions and tolerances should accompany the model so I can cross-check everything quickly. Deliverables • Parametric 3D model based on my digital sketches • Manufacturing-ready 2D drawing (PDF) with tolerances &bu...

I need a conversion-focused landing page built inside my GoHighLevel account that feeds a simple but effective funnel aimed at B2B decision-makers. The single goal is lead generation, so every element—from headline to thank-you page—must push visitors to submit their details. Th...matches my existing brand colors. • Persuasive copy for the landing page and follow-up emails. • Proper setup of the opt-in form, thank-you page, and any additional funnel steps needed. • Basic on-page SEO and mobile responsiveness. • A quick Loom walkthrough showing me how to tweak text or swap images in the future. Please have solid GoHighLevel experience so we can move fast without a learning curve. If you’ve built similar B2B funnels before, include a lin...

I have an existing research paper on Sports Coaching and Learning methods that came back with detailed feedback. I will share the annotated draft along with the reviewer’s comments; your task is to weave every note into a clean, academically-sound rewrite. What I need from you: • A fully revised research paper that answers every comment in the feedback file, from refining the central argument through to tightening evidence and citations. • Consistent scholarly tone, correct referencing throughout, and clear, logical flow. • A short change log that maps the major reviewer points to the corresponding updates, so I can see where each item was addressed. I will supply the original manuscript, the line-by-line feedback, and the required citation style as soon a...

I'm seeking an electrical engineer with expertise in signal processing, specifically in filtering and noise reduction. The project involves working with image signals in a radio context. Key Requirements: - Proficiency in signal processing techniques - Experience with filtering and noise reduction methods - Knowledge of radio frequency and image signal integration - Strong analytical and problem-solving skills Please provide relevant experience in your bids.

...Overview We are labeling photographs of overhead electric distribution lines (poles, crossarms, insulators, transformers, conductors, switches, cutouts, etc.) against a defined exception schema. For each image, the reviewer identifies the equipment in the photo and classifies the defect ("exception") shown, using a reference guide we will provide. Priority levels are assigned automatically from the chosen exception — reviewers are not responsible for prioritizing. What You'll Do - Review raw inspection photos one at a time - Identify the primary piece of equipment in the image (e.g., wood pole, pin insulator, jumper, cutout) - Select the correct exception from a provided schema (e.g., "Flashover," "Tie wire missing," &quo...

I must submit a compact NLP project for college tomorrow, and I already have the concept sketched out. The system should take short social-med...explains: • your chosen libraries or models, • the steps you’ll follow to clean, detect, and score the text, • and how you’ll demonstrate accuracy within the one-day window. Deliverables I must hand in: 1. Well-commented Python notebook or script that ingests raw posts and outputs sentiment (positive / neutral / negative) plus language-switch positions. 2. A small README with setup instructions and a paragraph explaining the methodology. 3. Sample run on the provided Twitter, Facebook, and Instagram snippets. If everything executes smoothly on my local machine and produces sensible sentiment l...

I’m putting the finishing touches on my AI capstone report and need a sharp editorial eye to make the writing crystal-clear. The document walks readers through the algorithms and models I designed, so a light technical background will help you spot wording that might c...correct any grammar or punctuation slips while keeping all technical terminology and formulae untouched. I still want my own voice to shine through—just smoother, more readable, and free of distracting errors. Deliverables: • One version with tracked changes showing every edit • One polished, ready-to-submit version If you’re experienced in proofreading technical material—especially AI, machine learning, or related algorithmic content—and you care about clarity ...

...third-party art is used No stock art is used No clipart is used No traced art is used No AI-generated images are used No copyrighted elements are allowed Don't trace others clip art, graphics. It must be 100% original hand drawn work. No copying, no tracing. Examples of scene types include: • business owner thinking through problems • being overwhelmed with work and paperwork • choosing between learning skills and hiring help • using freelancers to build products • teamwork, ideas, systems, and business growth • focusing on what matters most • showing tasks that slow a business owner down Deliverables Please provide: • High-resolution PNG files • Editable source files (AI, EPS, SVG, or PSD preferred) • Vector format prefer...

I'm looking for a trainer named Claude to provide technical skills training. Additionally, Claude will focus on enhancing communication skills, specifically interpersonal communication....Claude to provide technical skills training. Additionally, Claude will focus on enhancing communication skills, specifically interpersonal communication. Key Requirements: - Expertise in relevant technical skills - Strong communication and interpersonal skills - Experience in training or coaching - Ability to create engaging and effective training materials - Patience and adaptability to different learning paces Ideal Skills and Experience: - Background in education or professional training - Proven track record in skill development - Excellent rapport-building abilities Looking forward to ...

I’m building an educational multiplayer quiz platform aimed squarely at students, and I need clear, upbeat copy that keeps them clicking while subtly reinforcing learning. The site structure is simple—just four core pages plus a growing blog section—but every word has to pull its weight in search as well as in the classroom-style experience I’m offering. Here’s exactly what I’m after: • Four page-length pieces of website copy (Home, How It Works, About, and FAQ/Support) written in a casual, engaging voice that still feels trustworthy for an academic setting. • An initial set of short blog articles (propose 3-5 topics) that can spark ongoing content marketing and internal-link opportunities. • Full on-page optimisation for ever...

...a result is safely stored, a second requirement kicks in: the data has to be forwarded automatically through a Web Service (REST preferred, JSON payloads) to an existing web application. A simple status response confirming successful transmission will keep everything in sync. The web service must be hosted on our server with .NET or IIS; I’m flexible as long as installation on the same Windows machine is straightforward. Core deliverables • Windows desktop program (C#, .NET) that imports data from the BK-280 in real time • Embedded data storage layer with create / read / update / delete capabilities • REST endpoint that relays each record to the web app and reports success or failure. Besides, manual relay records, after manual edition. • Source ...

...concise set of written notes, checklists and any templates you use will round out the training materials. If questions come up between sessions, I would appreciate short follow-up clarification by chat or email so momentum isn’t lost. Please outline your proposed session structure, the tools you rely on for keyword research or listing audits, and the total time you expect we’ll need to hit the learning goals....

...Ship a production feature that spans React UI through backend API, complete with automated tests and monitoring hooks. • Identify a performance bottleneck, propose a fix, and demonstrate measurable improvement in p95 latency. • Contribute to at least two design reviews, documenting trade-offs and decisions. Skills Required • 5+ years of fullstack development experience • Strong expertise in Python backend development (Flask preferred) • Strong frontend experience with React or Vue + TypeScript • Experience building and scaling production-grade systems • Strong understanding of REST APIs and system architecture • Solid knowledge of databases (PostgreSQL preferred) • Experience working with cloud infrastructure (AWS preferred) &bull...

I have a spreadsheet (Excel/CSV) containing roughly two-lakh Indian addresses and I need clean latitude–longitude pairs generated for each of them. This is a pure forward-geocoding task: every row already has the full textual address, there is no reverse lookup involved. You may use the tooling or API stack of your choice—Google Maps, OpenStreetMap, Mapbox, Python Geopy, ArcGIS, QGIS, etc.—as long as the final deliverable reaches solid positional accuracy. What matters to me is the finished dataset: one GIS shapefile (point layer) that mirrors every record in the spreadsheet, plus an updated CSV with the new coordinate columns and any status notes for addresses that could not be matched. Key points for a successful hand-off • Import my Excel/CSV, geocode a...

...questions (cracked screen, original bill, etc.), I want "One-Tap" buttons: * **Grade A:** Fetches price assuming "Mint Condition/Full Box/Bill." * **Grade B:** Fetches price assuming "Working/Scratches/No Bill." * **Search History Log:** A simple dashboard for me to see what models my staff searched for and what price they offered. ## 5. Technology Suggestion "I am looking for a solution using **Python (Selenium/Playwright)** for the scraping engine and a simple **React or Flutter** frontend. I prefer speed and accuracy over fancy design." ## Important Question to ask the Freelancer: > "How will you handle it when a website like Cashify changes its layout? Do you provide a way for me to update the search 'selectors'...

We are looking for a professional male spokesperson with a beard to create a high-quality video in English about Islamic Maqamat (melodic modes used in Qur’an recitation) for a website specialized in Qur’an and Islamic studies. The content is educational and must be delivered in a clear, respectful, and engaging English presentation style, suitable for an Islamic learning platform. ⸻ Requirements: * Male spokesperson with a beard and a dignified, respectable appearance * Strong and confident on-camera presence * Fluent English speaking ability * Energetic, expressive, and engaging speaking tone * Ability to present Islamic educational content professionally * Clear pronunciation and excellent communication skills ⸻ Video Quality Requirements: * Must be recorded u...

I need the current image on replaced entirely with a new product photo. This is a straightforward change—no colour correction, cropping, or text overlay—just a full swap of the existing picture for the product image I’ll supply. Please update the live page so the new image displays correctly on all devices, matches the existing dimensions, and retains the site’s loading performance.

I'm looking for an AI prompt engineer to create images and a short video for an indoor/outdoor venue prototype. Key Requirements: - Generate ultra-realistic AI images/videos - Focus on making small, detailed edits to what I already have - Collaborate on prototype topics Ideal Skills: - Experience with AI tools (e.g., Midjourney, DALL-E, Artlist, etc.) - Photoshop, Illustrator - Creative and detail-oriented Please provide samples of relevant work.

Hello, We need a team or multiple individuals to submit re-view for teachers of language learning platforms like iTalki, Preply etc. Thanks

Multi-Person Indoor Tracking System for Smart Home — Raspberry Pi 5, Python, Local-Only PROJECT OVERVIEW I'm building a local smart home system that needs to know where each person is inside the house at all times - including persistent re-identification as people move between rooms and camera views. The end goal: the music (AirPlay) follows the person. When someone walks into an...

I have a flattened image that I now need to work with as though it were a fully layered Photoshop file. Please break the artwork apart so every piece is editable: all text elements must come back in live type layers where I can freely change the wording, switch fonts, and adjust colours; each individual picture or graphic in the layout should sit on its own layer; and any additional objects or design accents should also be isolated for easy manipulation. Accuracy is important—fonts should match the original look as closely as possible (or be substituted with free-to-use equivalents if you flag them first), and the final .psd should preserve the current dimensions and resolution. Organise the layer stack logically so I can navigate it without hunting around. When you deliver,...

My mother is a complete beginner in English and feels most comfortable learning through Hindi. I need a patient tutor who can meet her online for roughly 3–4 hours each week. The priority is conversational confidence, so your lessons should revolve around speaking practice and listening exercises, using everyday scenarios and plenty of repetition. Please be ready to explain basic grammar only when it helps the conversation flow, and switch seamlessly between Hindi and English to clarify new words or phrases. A short recap at the end of every session plus light homework—voice notes, short dialogues, or simple listening tasks—will help her retain what she learns. We will connect over Zoom or Google Meet; you may suggest another tool if you prefer. Sessions can ...

Thank you!

I run a metal-working shop equipped with a CNC milling machine and I’m looking for someone who can create an efficient, production-ready program directly in Mastercam. The job is straightforward: I supply the 3D model (STEP or native SolidWorks file) together with basic tooling info and any fixture details, and you return a fully proven Mastercam file plus the post-processed G-code for my Haas controller. Because we cut only metal, optimal feeds, speeds, and toolpaths that minimize cycle time and tool wear are essential. Please make sure the program includes: • The complete .MCAM file with clearly labeled operations and tool list • A setup sheet outlining tooling, offsets, and any special notes for the operator • Ready-to-run G-code tested in Mastercam...

...technical perspective * Rapidly iterate MVP (Minimum Viable Product) to support early user growth * Integrate third-party services (authentication, cloud services, push notifications, etc.) * Support app store submission (App Store / Android markets) for name reservation and deployment ⸻ Requirements Must-have (Core Skills) * Proficiency in at least one major programming language (JavaScript / Python / Java / Swift / Kotlin) * Experience with web or mini program development (e.g., WeChat Mini Program, H5) * Understanding of basic full-stack architecture (APIs, databases, user systems) * Ability to independently build features with a 0→1 mindset Nice-to-have (Any of these is a plus) * Experience in mobile app development (iOS / Android / Flutter / React Native) * Experi...

...to pull the full set of contact details from a specific website and receive everything neatly organised in a single Excel workbook. The site displays email addresses, phone numbers and mailing addresses on various pages; I’d like every one of those fields captured, de-duplicated and placed into clear columns so the file is ready for immediate use. Please choose whichever approach suits you best—Python with BeautifulSoup, Scrapy or Selenium are all fine—as long as the result is accurate and the scraping process respects the site’s loading behaviour. If any anti-bot measures appear, let me know your workaround before proceeding. Deliverables • An Excel file (.xlsx) containing all entries of each link • The runnable script or notebook you used, ...

I have a series of steel parts that need crisp, repeatable logo marks applied with a fiber laser. All artwork is ready in vector format; what I need is a seasoned operator who can help me get my machine up and running. The job is strictly on steel—no aluminum, brass, plastic, or wood—and every piece must look identical, so dialed-in focus, power, and speed settings are critical. I have a JPT 30w laser, it would be done on site with my machine • Photos of at least two previous steel logo engravings

...conversations automatically * Re-engage contacts over time --- ### 8. External Data Integration (Future-Ready) * System must be designed to support: * MLS / IDX APIs * third-party data sources * Real-time data usage in conversations --- ## Tech Stack (Preferred): * Twilio (calls + SMS) * Vapi or similar (voice AI) * OpenAI / GPT * GoHighLevel (CRM) * Backend: Node.js / Python (open to recommendation) --- ## Important Notes: * This is a **system build**, not a single feature * Must be clean, scalable, and modular * Must support multiple businesses (multi-tenant in future) * Must be prompt-driven and adaptable --- ## What I’m Looking For: * Strong experience with APIs and system integration * Experience with Twilio and rea...

...(mm or pixels) * maximum movement during the test * Output: * processed video with overlay (tracking points + reference line) * data export (CSV or similar) * simple visualization (movement over time) ⸻ Technical Requirements * Strong experience with OpenCV * Background in computer vision / image processing * Experience with: * object tracking (optical flow, feature tracking, blob detection, etc.) * handling noisy or low-quality video * Preferred: * Python or C++ * experience with industrial measurement systems ⸻ Important Notes * We are open to using ArUco markers or similar visual markers * The developer should evaluate what gives the most stable and reliable tracking * The first prototype should compare: * tracking using natural...

...Encrypt, domain setup) * Knowledge of censorship bypass techniques (DPI evasion, obfuscation) * Experience with VPS providers (e.g., AWS, DigitalOcean, Vultr, etc.) * Ability to debug connectivity and performance issues ⸻ Preferred Qualifications: * Experience building or maintaining VPN/proxy systems * Familiarity with restricted network environments (e.g., China GFW) * Basic scripting (Bash/Python) for automation * Experience with monitoring tools and logging systems ⸻ Project Scope: * Phase 1: Initial deployment (1–3 servers, working configuration) * Phase 2: Stability optimization (multi-node, failover, tuning) * Phase 3: Advanced improvements (obfuscation tuning, scaling strategy) ⸻ Estimated Workload: * Initial setup: 20–60 hours * Full stable system: 6...