Imitation learning demonstration jobs
...at the end of each interaction, and ensure I contribute as much as possible. You’ll coach me through databases (PubMed, Cochrane, WHO, CDC, etc.), demonstrate search strategies, explain red flags in methodology or bias, and provide guidance for creating effective PPE materials and presentations. This human back-and-forth method is essential; a purely AI-generated dump of sources won’t meet my learning goals. Deliverables 1. Curated source list with full citations and access links 2. Annotated notes highlighting relevance and key findings 3. Data extraction sheets or tables for quantitative studies 4. Concise summary outline that maps evidence to assignment questions 5. Final written assignment draft ready for submission 6. PPE materials prepared for pr...
I want to create a warm, educational picture book that introduces numbers and counting to children aged 0-3. The idea is a short, rhythmic story—think 12-16 spreads, under 150 words total—where each page playfully highlights the next number in sequence while inviting toddlers to point, count, and discover. What I need from you • A complete manuscript written in simpl...Text uses clear repetition and age-appropriate vocabulary. – Every number from 1 to 10 appears once, in order, with concrete items toddlers recognize (e.g., ducks, socks). – Manuscript is delivered in an editable document and proof-read for rhythm and flow. If you’ve written for this age group before or have sample counting rhymes, let me know. I’m eager to collaborate and bri...
...from you: • Data pipeline design and implementation that securely ingests high-volume performance counters alongside ticket and chat transcripts, cleans them, and stores them in a query-friendly format. • Feature engineering and statistical/ML models (Python, pandas, scikit-learn or similar) tailored to summarising incidents, frequency, duration, and affected geographies or device types. Deep learning is optional if you have a compelling reason. • A lightweight dashboard—Grafana, Kibana, or a React-based front end—that visualises daily, weekly, and monthly error trends, highlights top recurring issues, and allows drill-down to individual log entries. • Documentation and a short hand-off session so my in-house team can maintain and extend the...
...administration, and handling day-to-day operational work. I also have working knowledge of Microsoft Excel, data entry, data management, and maintaining records. Services I can offer: - Sales & customer support - Video editing in DaVinci Resolve - Social media video editing - Excel & data entry - Data management and record keeping - Administrative & office support I’m a hardworking, adaptable, and quick-learning freelancer who is ready to take on new challenges and deliver reliable results....
I already run a web-based Quoter that creates service quotes for one of our brands. I now need an exact replica, branded and configured for our secondary company. Every screen, workflow, and permission level from the original must be reproduced so staff can switch between the two versions without any learning curve. Core scope • Generate service quotes end-to-end, mirroring the logic, calculations, and approval steps that exist today. • Keep quote template customization fully editable in an admin area so our team can update wording, pricing tables, and branding without touching code. • Automate quote sending: once a draft is approved, the system should email a PDF (or hosted link) to the client using our SMTP or API credentials and log delivery status. Repli...
Looking for a freelancer to develop a playable prototype of a psychological horror multiplayer game titled "The Last Player." The game involves 4–8 players entering ...psychological horror multiplayer game titled "The Last Player." The game involves 4–8 players entering an abandoned location, where one secretly becomes "The Entity" capable of imitating dead players' voices and identities. Players must complete objectives and escape while navigating paranoia and manipulation. The prototype should include one map, proximity voice chat, basic objectives, identity/voice imitation mechanics, and a complete match loop. The goal is to create tension-filled gameplay moments suitable for recording and sharing. Development should prioritize Unity...
...simple config file for fine-tuning. The code may be external or injected as long as it reliably reads/writes the required memory addresses without crashing the game or triggering common anti-cheat heuristics. Please keep third-party libraries to a minimum; WinAPI, DirectX 9/11, or OpenGL overlays are acceptable. A short explanation of any hooking or driver technique you use is essential for my own learning. Deliverables 1. Full C++ source with comments 2. Build instructions and any dependencies 3. A short read-me describing all hotkeys, config options, and memory signatures used I will test the build against the latest game version; if pointers shift, a quick walkthrough on finding new offsets will form part of the acceptance criteria....
Dave speaking: I've got this tree. And want to publish it, Amazon KDP, for me and some family members. I'm not looking for deep embellishment, simply capturing what's there, as spotty as the tree is. I've published a few things with KDP. I suspect I COULD do this with Family Tree Maker, but I'm not interested in learning it, messing with it. Does this seem like something you're interested in doing? >>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>> I have assembled an extensive family archive on —complete trees, attached historical records, and a library of photographs. I want all of that material turned into ...
...discover why anticipation can become more compelling than satisfaction, why multitasking fragments attention, why nature restores us, why the body matters to the mind, why other people can help regulate our nervous systems, and why genuine recovery requires more than merely stopping. This is not a book about escaping your life, slowing everything down, or becoming someone different. It is about learning to inhabit the life you already have with greater attention, flexibility, connection, and presence. The river keeps moving. The question is whether **all of you is here for the ride.** ## About the Author **Dan Cross** is a licensed therapist, author, speaker, and minister with more than forty years of experience in behavioral health, addiction treatment, trauma, recovery, and...
I’m modeling a VLSI circuit’s behaviour entirely through simulation and want to drive the process with an XGBoost Multi-Output Regressor. The goal is to replace portions of a traditional SPICE run with a machine-learning proxy that can predict multiple analog metrics at once (delay, power, noise, etc.) from layout-level or netlist-level features. Key details • Scope: pure simulation workflow; no verification or post-layout optimisation tasks are needed. • Model choice: XGBoost Multi-Output Regressor is fixed. • Critical tweak: I need a custom number of estimators rather than the default setting; help me decide and implement the optimal value through systematic tuning. What I expect from you 1. Clean, reproducible Python (preferably a Jupyter No...
I’m a 15-year-old storyteller who lives and ...• Weekly live or recorded feedback on my pages (Google Docs or Final Draft both work for me) • Practical exercises that strengthen world-building, stakes and character arcs aimed at teen viewers • Honest insight on pitching an animated project once my pilot draft is ready I’m flexible on whether we frame the lessons around film, TV or web-series conventions; the most important thing is learning how to make a fantasy concept translate visually on screen. If you have produced or optioned scripts, especially in animation, I’d love to hear about it when you respond. Please include a short note on your approach to mentoring young writers, a sample of your own work, and an outline of how you would st...
...moments. If you’re equally comfortable with people and with technology, I’m ready to hear how you’ll keep our users happy. Project Overview We are seeking a highly motivated Bilingual Customer Service & Technical Support Specialist who is fluent in both Spanish and English and has strong technical and digital marketing skills. The ideal candidate is comfortable working directly with customers, learning new technology, troubleshooting problems, and helping customers successfully use online software and marketing tools. This person should be patient, professional, organized, technically confident, and capable of explaining technology in a simple and friendly way. Primary Responsibilities Bilingual Customer Service Provide professional customer service in ...
...functional application. The app should allow users to take a photo, which will then be forwarded to an integrated machine learning (ML) model. The ML model will process the image and return an output in the form of numbers, which should be displayed to the user. The app must accommodate double-digit active users simultaneously without any lag. Key Requirements: - Seamless integration of our pre-built ML model. - Smooth and lag-free performance for multiple active users. - A clean and user-friendly interface for photo capture and result display. Ideal Skills and Experience: - Strong experience in backend app development. - Expertise in integrating machine learning models into applications. - Proven ability to optimize apps for high performance under concur...
...escalation. Required Qualifications Applicants must: Currently reside in Argentina. Be fluent in English and Spanish, both written and spoken. Be available Monday through Friday from 7:00 AM to 5:00 PM Pacific Time. Have excellent customer communication skills. Have experience in digital marketing, customer success, account management, community management, or a related field. Be comfortable learning and working with AI-powered software and marketing automation tools. Be capable of managing up to 50 customer accounts in an organized and professional manner. Have strong writing and editing skills, particularly in English. Be comfortable reviewing and correcting AI-generated content. Be highly organized and able to manage multiple customers, campaigns, and deadlines simultaneousl...
I’m putting together an end-to-end computer-vision pipeline that can automatically recognise and classify nature and landscape photographs. The core goal is a reliable image-classification model that can take a raw photo—forest, desert, coastline, mountain range, or any other natural scene we decide on—...README explaining environment setup, training parameters, and how to add new classes later. • Evaluation metrics (precision, recall, confusion matrix) so I can judge performance quickly. Acceptance will be based on reproducible training, cleanly commented code, and meeting an agreed-upon accuracy threshold on a held-out test set. If you’ve tackled similar nature-scene projects or have transfer-learning tricks up your sleeve, let’s get started&m...
...format will be hybrid: a blend of live online sessions (video-conferencing tools of your choice) and a small number of in-person workshops that we’ll schedule together in Pune. I’m flexible on exact timing, but I’d like a structured curriculum spread over several weeks so the learner has time to practise between sessions. Key deliverables I’ll be looking for: • A detailed training roadmap with learning objectives for each module • Session materials (slides, worksheets, checklists, templates) in editable format • Short knowledge checks or quizzes after each topic to confirm understanding • Practical assignments—e.g. mock interviews, drafting a performance-review plan, handling a sample employee-relations case—and y...
...• Topic scope: core medicine (anatomy, physiology, pathology, pharmacology, clinical scenarios). Feel free to propose a balanced mix across these areas, but avoid stepping into nursing-specific or veterinary content. What I expect from you • A well-structured question set (let me know how many you recommend for solid coverage). • An answer key with concise explanations that reinforce the learning objective behind each question. • Original work only—no recycling from publicly available test banks. I will run similarity checks. • Content delivered in an editable format (Word or Google Doc is fine). Acceptance criteria - Every question is medically accurate and unambiguous. - Distractors are plausible yet clearly incorrect upon reflection...
...fixes for Outlook, Teams, and the rest of the Microsoft 365 suite. When a user’s Wi-Fi drops, a VPN refuses to connect, or a LAN port suddenly goes dark, you’ll be the person they trust to get them back online fast. Hands-on troubleshooting experience (about one to three years) is important because I need someone who can walk up to a device, identify the issue, and resolve it without a lengthy learning curve. Awareness of ITIL processes is a bonus; if you already speak the language of incidents, problems, and change, we’ll hit the ground running. The role is on-site, customer-facing, and solutions-driven. Bring a calm attitude, clear communication skills, and a habit of documenting fixes in ServiceNow so the entire team benefits. If this sounds like your kind...
...you already nurture. I value relationship-based selling far more than high-volume cold outreach, so the emphasis is on warm introductions and credible recommendations inside spaces where HR and people managers gather—think SHRM chapters, CIPD circles, niche Slack or Discord communities, alumni groups, and similar peer forums. Primary target: Training and Development Managers, as they own the learning budget and have authority to green-light our pre-order offer. Collateral, demo access, and a clear pricing structure are ready; what I need is your ability to start conversations, nurture interest, and convert it into signed letters of intent or purchase agreements. Scope of work • Identify the right HR or people-manager communities inside your network and gauge appeti...
I am looking for a real, on-camera conte...Clean, professional background Good lighting and clear audio Basic editing/cutting required Simple captions/text overlays where needed Natural, engaging delivery—not like reading from a script No complex animation or advanced editing required Content Topics The Reels will promote and educate audiences about an EdTech platform, including topics such as: Online tutoring & learning Students and parents Tutors and educators Learning challenges Education tips and insights Features and benefits of the platform Monthly Collaboration This is an ongoing monthly project with multiple short videos required every month. We are looking for someone who can become a consistent on-camera face/creator for the brand, rather than someone ...
...Protection against unauthorized conversation access File Management Implement secure document/file handling including: Uploads Downloads File validation File-size restrictions MIME/magic-byte validation Secure storage Ownership verification Authorization Private file access File deletion The architecture should support both local development storage and production cloud storage. Content & Learning System The platform also contains a structured educational/content section. The developer will need to implement: Courses Categories Modules Lessons Lesson content Enrollment Student dashboards Progress tracking Assessments/quizzes Scoring Completion tracking Certificates Certificate IDs Public certificate verification Actual course materials will be provided separately. Ad...
I am looking for a professional developer to create a bilingual (Arabic and English) Learning Styles Assessment based on the VARK model. The assessment should include: - A professional design aligned with Fawzia Academy’s identity. - Clear questions suitable for students, with automatic scoring and analysis. - Identification of dominant learning preferences (Visual, Auditory, Read/Write, Kinesthetic), including mixed preferences. - Personalized learning recommendations based on results. - A clear and professional results page for each student. - Exportable results compatible with Excel for data analysis. - A reusable format for different student groups. Important Requirements: - The final product and all related files, questions, scoring logic, analysis, and des...
I’m launching an informational site dedicated to sharing high-quality educational content and I need a full website design that looks clean, loads quickly, and is effortless to navigate. The heart of the project is a well-structured content hub—articles, guides, and resources—supported by an integrated discussion forum where visitors can ask questions, swap ideas, and build a learning community. Key deliverables: • Modern, responsive layout that works smoothly on desktop, tablet, and mobile • Intuitive navigation and content hierarchy optimised for reading and search • Seamless discussion-forum setup (single sign-on with the main site, moderation tools, user profiles) • CMS implementation so I can publish new lessons without touching ...
...anomalies and following up until issues are resolved. • Report generation & analysis – pull raw data from both systems into Excel, build pivot tables, charts, and concise commentary so leadership can act on real-time insights. You should be fully comfortable navigating Microsoft Excel (formulas, lookups, pivot tables, basic data-cleaning functions) and moving between a modern CRM and ERP without a learning curve. If you have experience streamlining insurance back-office processes or introducing automation macros, that’s a bonus I’m eager to leverage. Turnaround time is important to me: routine entries must be cleared the same business day, and weekly/monthly reports should arrive ahead of our internal deadlines. Accuracy, confidentiality, and a proa...
...by phone, chat, and email, answering their final questions, and guiding them through a seamless checkout experience inside our CRM. The core responsibility is closing sales deals; the more contracts you seal, the better. An ability to smooth out basic inquiries or light troubleshooting along the way is certainly welcome, but conversions are the metric that matters most. A background in SaaS, e-learning, or any subscription-based digital offer will help you ramp up quickly. Success is measured by number of conversions, average order value, and customer satisfaction scores left in your wake. If you have a proven track record of hitting or beating quotas within a customer-centric environment, let’s talk about targets, tools, and a commission plan that rewards high performers...
English is completely new to me, while Gujarati is my mother tongue. Over the next two to four months, I want to build solid speaking and reading skills that let me handle everyday conversation without hesitation. It will be great if you can use Gujarati too for better learning. The plan is to meet one-on-one for an hour each day on Zoom. During each session, I expect plenty of real-life dialogue, quick corrections of my pronunciation, and short reading passages that increase in difficulty. Feel free to clarify tricky points in Gujarati when I am stuck, yet please keep urging me to use more English as we move forward. When you reply, include: • a week-by-week outline of how you will balance conversation, vocabulary building, and reading practice • the tools you use...
...professional judgements, and apply evidence to real clinical situations. This means your writing must go beyond simply describing what happened. A crucial point to understand is that this assignment is not a critique of your Practice Assessor. You are not judging their performance, evaluating their competence, or commenting on the quality of their supervision. Instead, you are analysing your own learning experience and exploring how the supervision and assessment you received supported your development. It is equally important to note that you are not analysing the quality of care delivered to the patient. This assignment is not about whether the care was “good” or “bad,” or whether the team made the right decisions. The focus is on your experience as a st...
...and well-thought-out. Suggested page length is 2-3 pages. Upload your file in Canvas. Due: 11:59 EST on day 7. Rubric Business Rubric 1 Business Rubric 1 Criteria Ratings Pts This criterion is linked to a Learning OutcomeCompleteness 35 to >28.0 pts Outstanding Fully meets all assignment requirements as detailed in assignment description 28 to >21.0 pts Proficient All required elements completed. 21 to >10.0 pts Basic Most required elements completed. 10 to >0 pts Below expectation (failing grade) Only satisfies some of the required elements. 35 pts This criterion is linked to a Learning OutcomeStyle including Structure, Flow, Grammar, and Spelling 15 to >12.0 pts Outstanding Highly professional, excellent clarity, and easy to follow from opening to closing...
I want to design a Modern, Clean, Minimal, Premium and Eye-Catching App Icon for my Vocabulary Booster English Learning App. I have attached some reference images these are only to communicate the design style I prefer. Please do not copy them; instead, create an original and creative concept following a similar modern, flat 2D, simple and professional visual quality. There is no mandatory requirement for any specific shape, symbol, theme or concept. However, when it comes to color, I strongly prefer very vibrant, fresh and eye-catching colors, so that the Vocabulary Booster icon immediately stands out among many other app icons on a mobile screen and is easy to recognize. An attractive solid color or a tasteful gradient can be used for the background, similar to the reference imag...
About Me I am a college student at Pandit Deendayal Upadhyaya Shekhawati University (PDUSU) with experience in typing, data entry, and basic computer-related work. I am a quick learner, responsible, and focused on completing work accurately and on time. What I Can Do Best - Data entry and data col...Word-to-PDF tasks - Basic administrative and virtual-assistant tasks My Strengths - Good attention to detail - Fast and accurate typing - Responsible with assigned work - Quick learner - Able to follow instructions carefully - Time management and meeting deadlines Interests I am interested in data entry, typing, online research, document management, and administrative work. I am also interested in learning new digital skills and taking on projects that help me build professional e...
LAUNCH PAD LEARNING NLB VIDEOGRAPHY FILMING AND EDITING SCOPE OF WORK School: Launch Pad Learning NLB Address: 6951 Obispo Avenue, Long Beach, CA 90805 Production date: To be determined PROJECT OVERVIEW Launch Pad Learning seeks a qualified videographer or production company to film and edit three 30-second marketing videos at Launch Pad Learning NLB. The videos will promote Launch Pad’s small teacher-to-child ratios, free or subsidized care for qualifying families, and infant care beginning at six weeks. The vendor will provide planning, filming, post-production, captions, graphics, and final delivery. Launch Pad will supply approved content, releases, scheduling, and distribution. Proposals must price the complete scope and separately disclose all a...
...and Languages, and I need a focused marketing push to fill the next intake. The goal is clear: increase local enrolment for these three subject streams and build brand recognition among students and parents within commuting distance of my classrooms. Here’s what I need from you: • A concise marketing strategy tailored to teenagers and their parents, highlighting the benefits of face-to-face learning in Maths, Science and Language tracks. • Creative assets and copy for both digital channels (social media, Google Business Profile, short-form video) and traditional outlets (flyers, school bulletin inserts, posters). • A simple rollout calendar covering four weeks, including suggested spend allocations per channel and key performance indicators. • En...
I need a short, punchy motion-graphics promo that clearly shows how PlanCare works and why it matters. The goal is pure product demonstration, so every second should focus on features and benefits rather than abstract branding fluff. The video will live on Instagram and Facebook, so please design with silent-autoplay, square or vertical formats, concise on-screen text, and quick pacing in mind. I’m picturing clean kinetic typography, subtle iconography, and smooth transitions that match our existing colour palette; no character animation is required. Deliverables • Final video (15–30 sec) in MP4, optimised for both 1080×1080 and 1080×1920. • Source project files (After Effects or similar) with all editable layers. • One thumbnail im...
I’m looking for a designer-developer who can take my exi...the visual rhythm or the underlying layout grid. When you hand everything over I should receive: • Fully implemented, resolution-responsive UI prefabs/components wired for controller focus states and mouse clicks. • Layered design files (Figma, PSD, or Sketch) that mirror the in-engine build. • A concise style guide covering color, type hierarchy, spacing, and interaction states. • Demonstration scene or build that lets me cycle through each screen with Joy-Con/Pro Controller and a mouse to confirm input parity. I’ll supply the visual references and any brand assets up front; you bring the clean layouts, smooth transitions, and systematic component structure that will let the int...
...in • Mobile-first performance Co-packing lead capture The co-packing side needs an easy inquiry form that lets prospects upload brief specs or an NDA. These leads should feed directly into our CRM or at minimum arrive by email with attachments intact. Tech preferences I’m open to Shopify, WooCommerce or a comparable platform—whatever lets us manage inventory and content without a steep learning curve. Clean code, SEO-friendly structure and fast load times are non-negotiable. Acceptance criteria 1. Distinct homepage sections for “Our Brands” and “Co-Packing Services.” 2. Shop page lists products by brand; brand filter visible on all catalog views. 3. Fully functional checkout processing physical shipments to U.S. customers. ...
I’m already operating at an advanced level in Bahasa Indonesia and now want to close the final gaps through a hands-on, use-it-now approach. Theory and passive listening won’t cut it for me; I learn best by putting the language straight into action. Here’s what I have in mind: • Live, 60-minute online sess...so I can prepare, plus a concise recap afterward highlighting new vocabulary, nuances, and any persistent slips. Acceptance criteria: within four weeks I should feel confident negotiating agreements, presenting a structured argument, and drafting a formal one-page letter in flawless Indonesian. I’m happy to use any interactive tools you prefer—Google Docs, Padlet, Jamboard—so long as the learning stays firmly practical. If this f...
...tooling—is acceptable as long as it keeps the conversation flow inside ChatGPT. Deliverables (acceptance criteria) 1. An integrated ChatGPT plug-in, wrapper, or API workflow that accepts natural-language specs and returns running applications. 2. Source code, model weights/configs and wiring scripts for deployment pipelines (CI/CD, Docker, serverless, or alternatives you choose). 3. Demonstration showing the AI generating, deploying and hot-fixing a sample static site, a CRUD web app and a simple mobile app. 4. Clear setup guide so I can replicate everything on my own infrastructure. If you already have experience extending Codex-like models, orchestrating DevOps pipelines or removing artificial limitations from LLM workflows, this project will let you flex those ...
...compulsory.** * Good knowledge of construction methods, materials, and site supervision. * Ability to read and understand civil/structural drawings. * Good coordination and communication skills. * Willingness to work at the Kankavli project site. ## What We Offer * Competitive salary based on experience and skills. * Opportunity to work with a growing real estate organization. * Career growth and learning opportunities. **Interested candidates can share their updated CV with relevant experience.**...
Re: Bulk English Learning Question Bank
In LSS Academy, we have curated a 2-hour finance workshop which includes learning finance through games and group activities. We need teachers to conduct these workshops in schools.
...sales-driven forecasts, and prepare our tax filings so nothing slips through the cracks. Because we sell direct to consumers, you’ll be working with inventory-heavy data and daily sales feeds. I already have cloud bookkeeping in place (QuickBooks Online and Excel are our day-to-day tools), so you should feel comfortable jumping straight into those files and tightening the month-end close without a long learning curve. Key deliverables: • Monthly P&L, balance sheet, and cash-flow statements ready for management review • A 12-month budget with scenario-based forecasts that can be updated each quarter • Complete federal and state tax prep with supporting schedules, ready for my signature The turnaround is ASAP, so I’ll give you immediate acc...
I’m building a new web application from the ground up and need someone who can look after both the frontend and the backend. The project is still in its early days, so you’ll have room to influence the tech stack, suggest best practices, and shape the overall architec...APIs that power the frontend. • Collaboration – Work closely with me through regular check-ins, sharing progress and pushing code to a shared repo so we can iterate quickly. The role is ideal for a fresher or junior developer who’s eager to get hands-on experience across the full stack. If you’re comfortable taking ownership of both sides of the application, writing well-documented code, and learning fast, I’d love to hear how you’d approach this build and an estima...
...Company : Abhay Publicity is an emerging outdoor advertising and marketing solutions company focused on transforming how brands discover and execute advertising opportunities. We work across hoardings, building wraps, digital screens and strategic outdoor placements, with a strong vision to expand into integrated marketing and broader advertising services. As a growing company, we offer strong learning exposure, leadership interaction and real growth opportunities for driven individuals. Description: We are looking for a talented graphic designer for our marketing company. We need a clean, minimal-color design campaign that can be used for advertising and business promotion, specifically designed for billboard use. Requirements: • 5 total creatives needed • Design st...
...production, channel development, organic marketing, paid advertising and performance reporting for ORBAS—Online Rental Bond Assessment Software. Our objectives are to: * Build ORBAS brand awareness in Australia * Reach property managers, rental department managers and agency principals * Explain the ORBAS value proposition * Generate qualified early-access registrations * Generate product-demonstration bookings * Support future SaaS sales This is not an entertainment or general subscriber-growth project. Applicants must demonstrate relevant B2B experience, preferably involving SaaS, PropTech, real estate, professional services or complex software products. Scope of work 1. YouTube channel review and optimisation Review the existing ORBAS YouTube channel and recommend ...
Revise and optimize an existing MSc machine learning thesis project, including preprocessing, leakage removal, SMOTENC, model tuning, validation, results, code corrections, and corresponding thesis updates.
I’m looking for an experienced copywriter who can jump in quickly and craft clear, engaging copy ac...efficiently, match the voice of each piece, and keep brand messaging consistent. What matters most to me is adaptability: one day the tone may be friendly and conversational, the next more formal or inspirational. Strong command of headlines, hooks, and calls-to-action is essential, along with clean, error-free prose. If this sounds like a fit, please share: • A brief note on your approach to learning a new brand voice • Links or files showcasing at least three different styles of copy you’ve written • Your typical turnaround time for 500–1,000 words I’ll review samples and reach out to discuss scope, timelines, and the first assignment....
Project Overview I am looking for an experienced AI developer / AI video specialist to help design and implement a repeatable AI-assisted production system for creating high-quality professional training videos. I will provide the subject matter, learning objectives and core script/content. The purpose of this project is to develop the video production capability around that content. This budget relates to the initial discovery/proof-of-concept phase only. A larger subsequent engagement is anticipated if the proof of concept is successful. The intended videos will primarily be professional workplace training content across areas such as safety, compliance and workforce education. What I Want to Achieve I want to be able to provide a script, storyboard or detailed instructions a...
...is no less than 95 % on voices recorded in typical everyday settings, so the model must stay robust whether the user is in a bustling office, walking along a busy street, or standing in a crowded venue. Here’s what I need from you: • An end-to-end speaker-recognition pipeline—data preprocessing, feature extraction, model training, and inference—implemented in Python with a mainstream deep-learning stack such as PyTorch or TensorFlow. • Noise-handling techniques (e.g., spectral subtraction, data augmentation with synthetic noise) integrated so the final model meets the 95 % identification benchmark on a held-out, noisy test set that we will agree on. • A concise report explaining architecture choices, training parameters, and evaluation res...
I need a robust solution that can pick out individual human voices even when the recording is full of background clatter—think cafés, factory floors, or busy streets. The sole objective is to identify who is speaking; transcription and emotion analysis are outside the scope. I’m open to any modern approach—deep-learning architectures such as ECAPA-TDNN, x-vector, or a custom CNN-RNN hybrid—so long as the final model remains reliable when the signal-to-noise ratio drops. Python is preferred for the pipeline, and frameworks like PyTorch or TensorFlow are perfectly acceptable. Please work with publicly licensable datasets or clearly state any proprietary material you intend to use, and describe your noise-augmentation strategy up front so I can vet it. ...
