Machine learningpráce

Machine Learning Project Python

Hledám vývojáře a obchodního partnera, pro nový projekt v oblasti vývoje mobilní a webové aplikace pro sportovní střelce olympijských disciplín ISSF. Mobilní aplikace pomocí vestavěné kamery ve smartphonu pořídí foto nebo video zásahů v papírových terčích, vyhodnotí pozici průstřelů a uloží výsledky do smartphonu. V druhé fázi projektu potom bude umět výsledky odeslat na Cloud do uživatelského účtu střelce, kde budou výsledky archivovány, vyhodnocovány a vyhodnocená data společně s doporučeními pro zdokonalení střelby budou odeslány zpět střelci. ...

Machine learning project 2 and 3

Machine learning project or data mining.

Matlab or Python project to be

Moodle online learning, PhP. files will be provided

...zodpovědnost jako ARM programátora: Aby terč mohl přenášet výsledky na telefon, je potřeba mu dát mozek. V současné chvíli již jeden má, ale potřebuje údržbu a další rozvoj. A to bude právě tvá role. Budeš hledat nová řešení a vylepšovat aktuální systém. Budeš se podílet na úspěchu celého týmu. Výhodou bude: Zkušenosti s robotikou a AI. Zkušenost s Image Processing, Computer Vision. Zkušenost s Machine Learning, Pattern Recognition, Signal Processing. Orientace v elektrotechnice. Design hardwaru, tvorba hardwaru zkušenosti s robotikou. APP Dobr&aacut...

We are seeking a skilled character designer to create the main character for our children’s brand. The character is named Momo — a magical, celestial Moon Bear species that is not a typical teddy bear or derivative of Care Bears. Momo should feel original, expressive, kid‑friendly, and visually iconic, designed to anchor a preschool series focused on emotional learning, imagination, and comfort. What We Need: - A full character design package, including: - Turnarounds (front, side, back views) - Expression sheets (range of emotions) - Accessories (wizard hat, wand, star backpack) - Final hero art (high‑definition render) - Style: Celestial fantasy aesthetic — lavender‑iridescent fur with nebula shimmer, glowing crescent‑moon belly core, teal galaxy eyes, crescent‑s...

...text or HTML – Direct integration with SendGrid and Mailgun APIs, with fields for API keys, sender identities, and rate limits – Real-time delivery log showing accepted, deferred, bounced, and failed messages – Mechanisms that boost deliverability (DKIM, SPF, proper header handling, and throttling controls) – Offline licence-key generator; generated keys must activate the app and lock to machine ID or custom parameters – Option to deactivate licences remotely Acceptance criteria 1. I can install the program on Windows 10/11, enter my API credentials, and send a test campaign of at least 1,000 contacts without crashes. 2. Delivery statistics match SendGrid/Mailgun dashboards within an acceptable margin. 3. Messages pass inbox placemen...

I have a finished manuscript (40,000 words plus references) on coaching neurodiverse athletes and now need it transformed inside Atticus into a design that feels informational and authoritative while staying visually engaging. I definitely don’t want readers staring at a wall of uninterrupted text; inst...easy-to-scan elements, bring those ideas—your creative judgement matters. Deliverables: 1. Atticus project file with styles applied and assets embedded. 2. Ready-to-export PDF and EPUB proofs. 3. Quick hand-off guide noting fonts, colour palette, and any custom CSS for future edits. Everything should retain my voice while giving readers a layout that’s sleek, professional, and friendly to different learning preferences. If this sounds like your kind of proje...

...compatible with .NET 6 or later. 2. A small console demo showing order placement, market-data subscription and execution report handling. 3. Setup/readme covering configuration parameters, port mappings and message samples. 4. Unit tests proving logon rejection on failed authentication and checksum validation on corrupted payloads. Acceptance criteria • The demo must run on a clean Windows machine with only the .NET runtime installed. • For each successful order, an execution report with matching ClOrdID and ExecID must be returned within the same session. • Failed authentication attempts must be logged and the session closed according to FIX spec. • Market-data snapshots and incremental updates should honour requested depth and instrument filters...

I need a full-funnel B2C campaign that turns curious students into paying, certified users of our mobile upskilling app (). The app lets anyone earn a recognised certificate in the lat... • Optimised landing page or in-app funnel recommendations • Pixel and conversion tracking setup, plus weekly performance reports • Iterative optimisation until certification volume goals are met Proficiency with Meta Ads, Instagram Reels, TikTok, Google Ads (Search & Display), and basic app-store optimisation will be key. If you have previous wins marketing low-cost certification or e-learning products to students, let me know. The faster we can prove traction, the sooner we can scale this “job-ready university” vision worldwide.

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Demonstrate strong conversion acumen to transform inbound leads into high-intent walk-ins through value-centric pitching. Deploy consultative communication frameworks to articulate Dhanvidya Academy’s learning ecosystem and drive enrollment momentum. Execute end-to-end lead lifecycle management — qualification, nurturing, objection-handling, and final conversion. Maintain a structured daily pipeline tracker and deliver performance-aligned reporting to ensure operational visibility. Leverage industry-grade communication etiquette (Hindi/English) to elevate stakeholder experience and enhance brand trust. Drive outcome-focused engagement strategies that maximize footfall to our Boring Road, Patna campus. Exhibit agility in adopting scripts, workflows, and conversion p...

Project Requirement: ESG & Financial Market Research Guidance (Indian Stock...Which ESG index is best suited for research Why it should be selected What independent variables (financial / risk / macro / factor-based) should be studied Clear rationale linking sustainability concepts with stock market behaviour. Formats may include: ✔ consultation calls ✔ written notes ✔ research outline suggestions The output will be used to shape my PhD analysis framework and guide machine learning / econometric modelling of ESG index behaviour. So academic clarity and Indian market insight are more important than trading signals. Ideal for Financial analysts ESG / sustainability analysts Portfolio managers Academics or doctoral researchers with finance exposure Index methodolog...

I’m looking for someone who can physically come to our New Delhi office—remote work is not an option—to take charge of an urgent Mobodoa mail server assignment running on Ubuntu. The machine is already live on the old Mobodoa build, but I need a specialist who can refine the initial server setup, complete the configuration, and handle a full upgrade-and-migration cycle to new hardware without disrupting mail flow. You’ll be expected to arrive on-site, review the existing Ubuntu environment, adjust any misconfigurations, migrate data and user accounts cleanly, then validate that everything functions exactly as before—or better—once the cut-over is done. Solid knowledge of Ubuntu server administration, Postfix/Dovecot, DNS, SSL/TLS and mail securit...

I want a Python-based workflow that starts with gathering historical stock prices and ends with a working deep-learning model that can generate forward-looking signals. The data should come from Prowess CMIE, NSE/BSE feeds, and—where gaps exist—Yahoo Finance. Once collected, the prices must be cleaned, merged, and stored in a reproducible format (CSV or a lightweight database is fine). After the data pipeline is in place, I’d like you to design and train a predictive model—preferably a deep neural network—using well-known libraries such as pandas, NumPy, scikit-learn, and either TensorFlow or PyTorch. The emphasis is on producing an end-to-end, repeatable process that I can run locally to refresh the dataset and retrain the model. Deliverables &bull...

I have a fully finished WordPress site running perfectly on my local machine and I’m ready to push it live on my Hostinger account. All I need is a clean, hassle-free deployment—no theme tweaks, plugin changes, or content edits. You’ll receive my Hostinger panel credentials along with the local site files and database export. Please handle the upload, database import, wp-config adjustments, and any DNS or SSL steps so the domain resolves correctly. When you’re done, the live site should look and behave exactly like my local copy: every page loading fast, images and links intact, and the WordPress admin area accessible without errors. I’m hoping for someone who deploys WordPress regularly on Hostinger, is comfortable with hPanel / FTP / phpMyAdmin, and...

I am scaling up product...each SKU • CorelDRAW (.cdr) file organised by layers for Cut / Engrave / Print • A flattened .pdf or .png proof for quick visual approval - JPEG image • A brief text note (material thickness, finishing suggestions) Acceptance criteria • Vector paths closed and optimized for CO₂ laser cutting • No overlapping or duplicate lines; zero open nodes on cut layer • Colours mapped to our machine palette (I will share the palette file) • File opens without warnings and prints at 100 % scale I have continuous work and pay per approved design batch, so if you already have a portfolio of laser-ready or UV-ready artwork, please share it in your bid. Consistency, speed and an eye for modern aesthetics will keep us workin...

I need an experienced AWS engineer to spin up and fully configure a new EC2 instance ready for production use. The work goes beyond a vanilla launch—I want the machine hardened and aligned with basic compliance requirements from day one. Core tasks • Configure the EC2 instance with the chosen AMI, correct instance size and network settings. • Implement firewall rules through Security Groups and, if useful, NACLs so only the intended ports are exposed. • Enable data encryption at rest and in transit—this includes encrypted EBS volumes and SSL/TLS for any services you help me install. • Activate compliance auditing with tooling such as CloudTrail and AWS Config, making sure logs are stored safely and immutably. I will provide the AWS account, VPC deta...

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I’m ready to turn my personal-development frameworks into a polished, sell-able online course and need help bringing the entire package together from concept through final assets. Scope • Map a clear learning journey (roughly 8–10 bite-sized modules, 15–20 min each) that takes students from goal-setting basics to daily habits and mindset shifts. • Draft engaging lesson scripts and talking points that sound natural on camera. • Design slide decks and downloadable worksheets using Canva or PowerPoint so visuals feel cohesive and on-brand. • Edit my raw video and screen-recordings in Camtasia, Premiere, or a tool you prefer, adding lower-thirds, light motion graphics, captions, and royalty-free background music where it lifts the energy. ...

...design can inspire, motivate, or guide people — like health awareness posters, charity campaigns, or educational visuals. **5. Makes Learning Easier** Colorful graphics, diagrams, and visual explanations help students and readers absorb information faster. **6. Supports Creativity & Expression** It allows individuals to express ideas, culture, and stories visually. **7. Solves Everyday Problems** From traffic signs to instructions on products, graphic design helps people navigate the world safely and efficiently. If you want, I can also explain how graphic design helps society, how it helps businesses, or how you personally can benefit from learning it . ...

I’m putting together a beginner-friendly picture book that helps 4- to 6-year-olds with zero English background take their very first steps into the language. The whole focus is educational: every spread should gently introduce alphabet and phonics, reinforce numbers and counting, and build basic everyday vocabulary—all wrapped in bright, engaging visua...a child-friendly word) – Numbers 1–20 woven naturally into the storyline – Core vocabulary (colours, shapes, family words, etc.) reinforced through context • Consistent style and palette across all pages • Final files cleared for commercial use If this sounds like the kind of creative-educational blend you enjoy, let’s talk process and milestones so we can get this delightful ...

...proven experience in SaaS or B2B lead generation -Already automate LinkedIn at scale -Are skilled in writing SEO content and guest-post pitches -Understand backlinks and technical SEO -Can manage multiple KPIs without supervision -Can speak and write fluent English -Are comfortable being held to performance numbers -Act like a growth owner, not a freelancer taking tasks Not a Fit If You: -Are “learning” LinkedIn automation -Can’t prove results -Need tools provided -Want hourly work -Avoid accountability or targets -Can’t do both execution and reporting How to Apply (Required) Your proposal must include: What tools you currently own (screenshots welcome) Your LinkedIn automation experience (numbers preferred) Proof of backlinks, content, or dashboard...

I run a premium GoHighLevel agency and I’m ready to hand the keys to one elite builder who can architect a complete revenue engine that clears at least $10,000 every single week—on autopilot. Timeline • Days 1-5: design and build • Days 6-10: optimise and deliver live, verifiable sales results What the build must include Custom AI agents, high-converting automated funnels & websites, plus voice and chat bots that jointly cover lead generation, sales conversions and customer support. You can employ n8n, 10Web, Apify, Vapi, CrewAI or any other tools you trust; just make sure everything is wired into GoHighLevel through clean API integrations. Revenue share Name the percentage you believe matches this level of execution—30 %, 40 %, 50 %, even 60 %. Wha...

I’m putting together a structured learning track for a small team of junior analysts who are stepping into data engineering roles, and I need an experienced trainer to lead it. The focus is squarely on three pillars—data warehousing fundamentals, end-to-end ETL process design, and modern big-data technologies (think Spark, Kafka, and cloud-native tooling). I’m aiming for an intermediate depth: the group already writes SQL and basic Python, so we can skip the absolute basics and dive straight into best-practice architectures, performance tuning, and hands-on lab work. All sessions will be delivered live over Zoom or a similar platform, ideally in two-hour blocks spread across several weeks. I’ll need you to supply concise slide decks, lab exercises that can b...

I have several upcoming campaigns and need an individual designer who can handle every stage of social-media graphics creation—from concept to final, ready-to-post files—without relying on a larger team. What matters most to me is attitude as much as talent: a solid work ethic, discipline, ownership of deadlines, quick learning, active communication, and the ability to deliver under pressure while respecting brand guidelines. Scope of work • Turn each brief into a cohesive set of graphics (posts, stories, carousels, headers) for Instagram and Facebook. • Provide layered source files (PSD/AI) plus exports in 1080×1080, 1080×1920, and 1200×628. • Deliver the first draft within 48 hours and revisions within 24 hours. Acceptance crit...

...and sample payloads ready; you will turn those streams into a clean training pipeline, engineer the right features, and iterate until the classifier meets our performance targets in real-world tests. Scope of work • Data pipeline – pull the API data, handle preprocessing, and produce TensorFlow-friendly datasets for train/val/test splits. • Model development – design, train, and tune a deep learning architecture suitable for tabular inputs (e.g., wide & deep, Transformer, or other proven structures). • Optimization – experiment with hyperparameters, regularization, and callbacks to achieve stable accuracy and minimal inference latency. • Packaging – export the finished model as a SavedModel plus concise Python inference wra...

For a first version of my sports-data bot, I need a Python script that continuously polls seven or more REST APIs, normalises every response into a common JSON schema, then applies a simple surebet check (sum of 1/odds < 1). Whenever the condition is true, the bot must push a real-time alert to a specified Telegram chat. No scraping or machine-learning logic is required—just deterministic maths and robust data streaming. The flow I have in mind is: • Scheduled or event-driven calls to each public or key-secured endpoint, with sensible back-off to respect rate limits. • Fast in-memory merge of the markets returned (odds, scores, shots, etc.) so the algorithm can compare equivalent selections across bookmakers. • Calculation of the surebet metric o...

I need a detail-obsessed partner to own our entire learning-content pipeline. From the moment draft material lands in our repository to the second it goes live, you will be the last set of eyes. That means reviewing a steady mix of web assets—long-form articles, test-prep question banks, embedded videos, even interactive quizzes—and signing off only when every fact is correct, every sentence flows, and every graphic is on brand. You will run the publishing workflow, and keep a tight checklist so nothing slips through. A knack for languages or multilingual polish will help you spot nuance faster, but what really matters is your commitment to accuracy and learner engagement. When you reply, attach a detailed project proposal that shows how you would structure quality che...

...certification level language proficiency efficiently. Role Description As a Front end developer focusing on product features, you will be instrumental in building the UX functionality that our customers interact with every day. You'll be working on our most important product features, from enhancing our autonomous test automation agents to building new tools that help our users enrich their learning experiences. What You'll Do Design, build, and maintain the UX features that delights our users. Conceptualise, design, build and deploy multiple products from the ground up. Work closely with the founders to turn ideas into beautiful, fast interfaces. Help us build a world-class engineering culture and a team that values quality, impact, and ownership. We're L...

I need a dependable writer to create original, well-researched articles and blog posts that read naturally, inform the audience, and follow any brief I provide. Although you may be new to professional freelancing, what matters most to me is your motivation, quick-learning attitude, and willingness to treat each assignment with the care of an experienced pro. Here’s how we’ll work together: I’ll share a topic, target word count, and any key points or keywords. You’ll research, draft, self-edit, and return a clean, proof-read article in a standard format (Google Docs or Word). Plagiarism-free content and a friendly yet authoritative tone are essential. Basic on-page SEO (headline hierarchy, meta description, keyword placement) is a plus, but if you’re ...

My machine-learning manuscript is finished and ready to go. What I need now is an experienced publication service that can take full ownership of finding the right Scopus-indexed journal and moving the paper through submission to final publication as quickly as possible. I am not tied to any specific journal, so your expertise and network will guide the selection. Please respond only if you already provide a full-service journal submission workflow and have a proven track record of placing papers in Scopus-listed titles.

I’m putting together a fully featured, on-demand coffee vending machine that will grind the customer’s chosen beans, brew immediately, and dispose of grounds and rinse water without any manual intervention. The overall concept is already proven feasible with modular off-the-shelf sub-assemblies; what I now need is a mechanical engineer who can turn the concept into a coherent, production-ready design. Your task is to develop every core mechanism—bean grinding, precision brewing, and automated waste handling—and integrate them seamlessly inside a compact, serviceable enclosure. I’ll supply preliminary sketches and a list of preferred modular components; you’ll refine the layout, create detailed CAD models, specify motors, sensors, and actuators, a...

...I want to leant how to develop such app. I want a developer who can develop the educating app which has course study notes, test(question n answer), revision test based on failed questions on previous test The student should enjoy this Game based app while studying course at the same time.. the developer should make a fun, game-based and additive to educating to app users. Game-based learning app #2_ Student should playing the game while using the contents of study notes and taking test as content of the game.. While Educating, app users should feel like playing video games like Mario,...each stage should have a winning points for the players which can encourage to student to continue studying The format of study notes and question/answers can be in text, video,...

We are in need of an AlphaCam expert to import solid body files and create cut files. We would need machine styles created and queries. Looking for a responsive person who can work on this project for the next 2 to 3 months

I need a clean, command-line–only installation of Ubuntu on a fresh machine. No desktop environment, just the core OS so I can build out services later. Here’s what I expect from you: • Perform (or walk me through) the installation, handling disk partitioning and boot settings as required. • Apply the latest updates and confirm the system boots straight into the CLI. • Enable secure, password-protected SSH so I can reach the server remotely. • Send me a brief summary of the steps taken and any credentials you created. If you prefer to guide me rather than take direct control, that’s fine—just let me know which remote tool you’d like to use and how long the job will take.

...design-only support to lock down the details before the contractor starts. The kitchen must follow a modern style and the overall priority is aesthetic appeal, so finishes, proportions and visual flow matter as much as pure functionality. Scope I need covered • Final kitchen layout showing module sizes, counter heights and exact spots for the hob, chimney, sink, fridge, RO unit and washing machine • Complete electrical layout marking switchboards, lighting points, AC outlets, chimney, fridge, RO, under-counter lighting and TV points • Plumbing layout for kitchen, both bathrooms and the utility area • One or two 3D perspective views of the kitchen plus the living space to communicate material palettes and lighting intent • All 2D working drawing...

...of the web server (Apache or Nginx), firewall rules, DNS/host mapping, and any SSL certificates, provided as scripts or step-by-step notes I can repeat. • Brief documentation explaining file structure, deployment steps, and dependencies. • Git repository access so commits show day-to-day progress. Acceptance criteria • A single command (or concise sequence) launches the site on my test machine. • Page load under three seconds on standard broadband. • Documentation clear enough for a junior developer to replicate the setup alone. Working alongside someone who can explain choices—whether in Git, VS Code, or Linux CLI—will help me understand both the code and the underlying networking. A one-week window works, as long as daily commits...

...telemetry (PresentMon/CapFrameX-style metrics). * Exposure to **kernel concepts** (IRQL, DPC/ISR, scheduler hints) and **driver dev**/WDK. * Experience building around **anti-cheat/AV constraints**, avoiding false positives while doing legitimate system tuning (minimizing hooks, staying compliant, avoiding fragile techniques). * Love for games, frame-time graphs, and squashing jitter out of a machine. # Why Hone? * **Fully remote**: Hone offers a fully remote work experience, allowing you to work from anywhere while staying connected with our diverse team. * **Gaming Industry Impact**: Your work will directly shape how thousands of gamers experience and improve their performance. * **A fun and friendly work environment**: We're a fun and friendly bunch, and we love gamin...

I need a self-contained Windows desktop application that can take a batch of scanned pages—often a mix of text, graphics, and photo...or portable EXE is fine. • I’m comfortable if you build in C#, C++ or Python so long as the final app is standalone. OpenCV, .NET, or similar imaging libraries are welcome. • UI can stay simple—a preview pane and a few buttons are all I need—but processing speed should be optimized for batches of 50–100 pages. Acceptance criteria • A compiled executable that launches on a clean Windows machine. • Sample before/after set showing visible quality improvement on mixed-content scans. • Source code and brief README so I can rebuild later if needed. Let me know which framework you prefer and ...

...reports and a short contract—that must move from Chinese into clear, professional English. This is strictly written translation; no conference interpreting or subtitle localisation is involved. Precision is non-negotiable: financial and legal terminology has to stay exact while the overall tone remains concise and easy for international partners to read. I’ll run an internal review, so please avoid machine-generated text. When you pitch, lead with your experience handling business materials; sample projects or industries you’ve served help me judge fit quickly. Deliverables • Polished English version in editable Word format • Original layout mirrored where practical (headings, tables, bullet points) • Second copy with tracked changes or c...

I’m building a Design Thinking course and need a series of fully interactive e-learning modules—no passive video or text lessons, only hands-on experiences that keep learners engaged from start to finish. What I need Each module should blend clear explanations with three core interaction types: quizzes for quick knowledge checks, scenario-based simulations that let users experiment with the Design Thinking stages, and drag-and-drop activities to reinforce empathy mapping, affinity clustering, and prototyping. I’m aiming for 10-15 minutes per module so learners can move through the content in focused bursts. Authoring & tech specs Feel free to use Articulate Storyline 360, Adobe Captivate, or a comparable HTML5 authoring tool—as long as the final out...

I run a small B2B cosmetics manufacturing company and we’re ready to stop copying order details from our custom-built React portal into QuickBooks Online by hand. I need a new section inside the portal that talks directly to the Quick...Scheduled batch creation or template customization—flag if you can include these as extras. Acceptance criteria • A new order in the portal produces a matching invoice in QuickBooks within 30 seconds. • Customer receives the QuickBooks-generated email with PDF. • Invoice status updates visibly in the portal. • Source code, .env sample, and README compile with “npm run start” on a fresh machine. Security around OAuth token storage and refresh is critical, so please follow best practices and keep th...

I am building a college-level project called “Hemolink” that streamlines the entire blood-donation workflow, and I need a full, working implementation delivered in the next one to two weeks. The scope covers a responsive web application and a c...(acceptance criteria) • Full, well-commented source code for both web and mobile clients • Database schema and any seed data required to run the system locally • Step-by-step setup guide and build instructions • Project report/documentation covering architecture, feature mapping to requirements, and future-work suggestions Once the deliverables install and run error-free on my test machine, the project will be considered complete. Let’s create a polished, intelligent blood donation framework ...

Project Overview I am looking for a full-s...FastAPI, SQLAlchemy, Alembic. • Storage: MinIO (S3 compatible), PostgreSQL (Database). • Frontend: React 18, TypeScript, Vite, React Query, (for 3D). • Mobile: React Native, Expo. • DevOps: Docker Compose. Payment Terms (Strict) • Milestone 1 (100%): Payment is released ONLY upon the delivery of a working demo. • You must provide a screen recording of the system running on your machine and a guide/fix for me to run it on mine. • If the demo does not work or the 3D models fail to load, the project is not complete. To Apply Please confirm you have experience with FastAPI, , and Docker Compose. If you can fix broken environment configurations and debug full-stack connections quickly, this is t...

...material choices, manufacturing processes, and maintenance considerations I plan to handle prototyping locally once the design package is finished, so the files you hand over should be ready for CNC machining, sheet-metal fabrication, and standard industrial sourcing. If this scope matches your expertise in designing new manufacturing equipment, I look forward to collaborating and bringing this machine to life....

...handling for new users/videos - Admin dashboard for monitoring algorithm performance - Multi-language support for content categorization ## Budget & Timeline - **Deadline:** 1 day from project - **Preferred Candidates:** Developers with prior experience in recommendation systems or machine learning engineering ## Ideal Candidate Profile - 3+ years experience with Node.js and - Proven MongoDB expertise with complex queries/aggregations - Understanding of recommendation algorithms and machine learning concepts - Experience with recommendation systems or content discovery algorithms - Ability to deliver production-ready code under tight deadlines - Strong problem-solving skills and communication abilities - Experience with self-hosted deployment (Docker, ...

I’m putting together a cash-envelope budgeting set to rival Amazon ASIN B07V44H4C7 and need a designer who can tra...writing space without clutter. I’ll need: 1. Editable source files (AI or InDesign) and press-ready PDFs with proper bleeds. 2. Colour palette breakdowns (CMYK + spot if you use one) so the printer can match tones across envelopes and sheets. 3. A quick mock-up placed on a white background to visualise the full set together. Accuracy in measurements is essential because the envelopes will be machine-cut; please factor a standard 0.125-inch bleed. No stock graphics—original, licence-free artwork only. If you have experience designing stationery or packaging with bright colour blocking, I’d love to see a couple of relevant samples and hea...