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Gliglish · aprenda idiomas conversando com um professor de IA

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SPEAK your languages for FREE with the 1st AI-based language teacher 👩‍🎤

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Gemini Storybook — your stories, brought to life with AI

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Create personalized, illustrated stories with Gemini Storybook. Describe the story you want, and get a unique 10-page book with read-aloud narration.

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TurboScribe is an AI transcription service that provides unlimited audio and video transcription. TurboScribe converts audio and video files to text in 98+ languages with extremely high accuracy.

TurboScribe Unlimited costs $10/month (billed yearly) or $20/month (billed monthly).

Yes! TurboScribe really is unlimited. There are no caps on overall usage and customers regularly transcribe hundreds of hours per month. The only "rule" is you can't share your login/account with others.

Yes! TurboScribe is built to handle massive uploads. Each uploaded file can be up to 10 hours long and 5GB in size. Unlimited members can upload up to 50 files at a time.

Yes. Your transcripts, uploaded files, and account information are encrypted and only you can access them. You can delete them at any time. We use Stripe to securely process payments and we don't store your credit card number.

For more information about security and privacy, check out our Security & Privacy FAQ.

TurboScribe supports the vast majority of common audio and video formats, including MP3, M4A, MP4, MOV, AAC, WAV, OGG, OPUS, MPEG, WMA, WMV, AVI, FLAC, AIFF, ALAC, 3GP, MKV, WEBM, VOB, RMVB, MTS, TS, QuickTime, and DivX.

Yes! Transcripts can be downloaded in the following formats: PDF, DOCX, captions & subtitles (SRT/VTT), CSV, and TXT.

You can also export multiple files at the same time with Bulk Actions.

TurboScribe converts speech to text in over 98 languages using the highest accuracy AI transcription technology.

Languages like English are the most accurate, typically with human levels of performance and strong recognition of specialized, domain-specific vocabulary. Voice to text accuracy varies by language. You'll get the best results in the following languages: English, Spanish, French, German, Italian, Portuguese, Dutch, Chinese, Japanese, Russian, Arabic, Hindi, Swedish, Norwegian, Danish, Polish, Turkish, Hebrew, Greek, Czech, Vietnamese, and Korean. You are encouraged to use the free tier to experiment.

While clean and clear audio produces the best results, TurboScribe generally does well with accents, background noise, and lower audio quality.

If you're transcribing files with very poor audio quality, TurboScribe has a built-in audio restoration tool. It can be enabled via the "Restore Audio" option (under "More Settings") when uploading files. This uses AI to remove background noise and enhance human speech. Audio restoration takes an extra 2-3 minutes per hour of audio/video.

Yes! Speaker recognition is free! It can be enabled via the "Speaker Recognition" checkbox (under "More Settings") when uploading files. It will take an extra minute or two (per hour of audio) to create a transcript labeled with speakers.

Yes! You can translate transcripts or subtitles to 134+ languages. Click the "Translate" button when viewing any transcript to open the Translation Tool. Then select your desired language and file format to download a translated transcript or subtitles.

You can also transcribe audio or video files (in any language) directly to English by selecting "Transcribe to English" under "More Settings" when uploading files.

We don't have caps on overall usage and our systems are designed to enable you to transcribe at least 720 hours of audio or video per month.

That means you could use TurboScribe to transcribe your entire life (24 hours per day x 30 days per month = 720 hours, or 43,200 minutes)! As one customer said, "I transcribe everything without thinking."

If you're transcribing very high volumes (> 720 hours per month, or top 0.1% of usage), we wrote up a helpful guide to help you get the most out of TurboScribe.

You can cancel your subscription at any time by navigating to "Account Settings" and clicking "Manage Subscription". You'll have full access to TurboScribe through the end of the current billing period.

Hi I'm Leif. I spent almost a decade building AI systems at companies like Meta. Now I'm building products and services like TurboScribe.

You can visit our Help and Support Center for answers to common questions about using TurboScribe.

You can also email leif@turboscribe.ai with any additional questions and I will get back to you ASAP.

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TurboScribe: Transcribe Audio and Video to Text

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Start Transcribing for Free - Convert unlimited audio and video files to accurate text. 99.8% accuracy. 98+ languages. Transcribes in seconds. 3 Free Transcripts Every Day. Download as docx, pdf, txt, and subtitles. Import audio and video files. Export accurate text and subtitles. TurboScribe is fastest, most accurate AI transcriber on Earth.

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Udio | AI Music Generator - Official Website

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Discover, create, and share music with the world. Use the latest technology to create AI music in seconds.

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Not your computer? Use a private browsing window to sign in. Learn more about using Guest mode

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Napkin AI - The AI assistant for visual communication

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Just type, copy-paste or generate your text and Napkin will instantly transform it into insightful visuals. Make your communication more effective with Napkin.

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AI-Based Plagiarism & AI Content Detection | Copyleaks

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Instantly detect plagiarized content, AI generated content & more with Copyleaks, the only AI-based platform used by millions worldwide.

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Kapwing — Create more content in less time

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Kapwing is a collaborative, online content creation platform that you can use to edit video and create content. Join over 10 million modern creators who trust Kapwing to create, edit, and grow their content on every channel.

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AI Video Generator | #1 on G2’s 2025 Top 100 List | HeyGen

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Turn text or images into stunning videos with HeyGen. Create pro-level content fast using AI avatars, video translation, and more on demand

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Create stunning original music for free in seconds using our AI generator. Make your own masterpieces, share with friends, and discover music from artists worldwide.

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Feito com Gamma. Um novo meio para apresentar ideias, alimentado por IA.

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PixVerse | Create Amazing AI Videos from Text & Photos with AI Video Generator

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PixVerse | Create Amazing AI Videos from Text & Photos with AI Video Generator

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Transform your photos into captivating AI videos with PixVerse’s powerful AI model. Create viral content with trending effects like AI Kiss, Hug, Muscle & more for all social platforms.

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Text to Speech Grátis & Gerador de Voz IA | ElevenLabs

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Crie discursos realistas com nossas ferramentas de áudio com IA em milhares de vozes e mais de 70 idiomas. APIs e SDKs fáceis de usar. Soluções de voz escaláveis, seguras e personalizáveis, feitas sob medida para as necessidades empresariais. Somos pioneiros em pesquisa de Text to Speech e geração de voz IA.

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Adobe Firefly — IA generativa gratuita para profissionais de criação

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Crie imagens, áudios e vídeos impressionantes em um só lugar com o Adobe Firefly. Passe da idealização à produção com rapidez usando modelos do Firefly para uso comercial.

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Create courses with AI-powered authoring tool | LearningStudioAI

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Transform any subject into a stunning online course with LearningStudioAI. Our AI-powered authoring tool makes course creation effortless, scalable, and engaging.

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thinköAI - Inteligencia artificial diseñada por y para docentes

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La inteligencia artificialdiseñada por y para docentes Una plataforma que te creará ejercicios, sesiones, situaciones de aprendizaje y proyectos PRUEBA GRATIS Te crea... Ejercicios Sesiones Situaciones de aprendizaje Proyectos Ejercicios Sesiones Situaciones de aprendizaje Proyectos Eres docente y creas contenido para tu aula pero... Dedicas demasiado tiempo.

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- LML - ArtificiaI Intelligence made easy

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Ideal to enter the world of Machine Learning. Build AI models to recognize text and images. It can be used from the last grades of primary school. This version adds the classification of sets of numbers and the advanced mode, with which you can explore the behavior of ML algorithms. For those who prefer to […]

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Inteligencia Artificial para Profesores y Escuelas - Megaprofe

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Inteligencia Artificial para Profesores y Escuelas. Herramientas de Inteligencia Artificial para las escuelas y profesores del futuro.

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Criador de Roteiro Gratuito com IA: Planejamento Estratégico em Minutos

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Crie roteiros estratégicos gratuitamente com IA. Usado por mais de 1 milhão de usuários globais. Visualize cronogramas, entregas e dependências instantaneamente. Comece a planejar agora.

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Take your narratives to the next level with our engaging, interactive timelines that are as visually stunning as they are informative.

Our easy-to-use platform lets you paint a vivid picture of the past, present, and even the future.

Enjoy the freedom to focus on what matters most, communicate key moments, and offer a full context that allows your audience to completely grasp your story.

Engage with interactivity, animation and beautiful design.

Focus on what is most important and communicate key moments.

Enhance comprehension by providing the context to fully understand the story.

Experience history in a way that connects the dots and puts things in perspective.

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Elevate your projects with our intuitive timeline maker. Craft compelling educational, historical, or project timelines in just a few clicks. Experience ease like never before!

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Napkin AI - The AI assistant for visual communication

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Just type, copy-paste or generate your text and Napkin will instantly transform it into insightful visuals. Make your communication more effective with Napkin.

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Tiki-Toki Timeline Maker: Beautiful web-based timeline software

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Create beautiful interactive timelines that you can share on the web. The perfect timeline maker for company history timelines and school projects.

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Assemblr | Immersive AR, VR, & Metaverse Technology

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Assemblr lets you enliven your own AR, VR, and metaverse experiences easily with its all-around ecosystem. All coding-free, flexible accessibility.

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Google Arts & Culture features content from over 2000 leading museums and archives who have partnered with the Google Cultural Institute to bring the world's treasures online.

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Learn Science, Master STEM, Be Future Ready. | AR/VR Learning & Creation

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Merge EDU uses spatial computing technology to allow students to touch and interact with 3D digital content. Hold anything, Go anywhere.

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Materiales

Aplicaciones interactivas para aprender divirtiéndose

Magic T-shirt EVO

Conoce nuestra nueva camiseta mágica.
La evolución de nuestra Magic T-Shirt, ahora interactiva por las dos caras.

Ver más

Amparo, el gran éxito en las aulas de ciencias de todos los colegios.

Gracias a la realidad aumentada, los alumnos pueden aprender las partes del cuerpo de una forma interactiva.
¿Quieres saber cómo funciona?

Body Planet en el aula

Nuestras aplicaciones están ayudando a muchos profesores a realizar actividades de realidad aumentada en sus centros educativos.
Una manera diferente de aprender.

Si te interesa saber más acerca de Body Planet para tu centro, ponte en contacto con nosotros.

Textos en castellano e inglés

Recomendado a partir de 4 años

Conéctalo con pizarras digitales​

Nuestro material educativo premiado

Varias de nuestras aplicaciones han recibido premios por la innovación que aportan al aprendizaje.

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Realidad aumentada educativa - Body Planet

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Nuestras aplicaciones están ayudando a muchos profesores a realizar actividades de realidad aumentada en sus centros educativos.

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Experience the immersive wonder of 3D Augmented Reality with engaging coloring experiences that let your creativity run wild.

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CoSpaces Edu: Make AR & VR in the classroom

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CoSpaces Edu: Make AR & VR in the classroom

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Bring CoSpaces Edu into the classroom and enhance your teaching inside an intuitive and engaging platform.

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What is iOrienteering

iOrienteering allows you to find events, take part in them and time yourself. The app is very easy to use, with a welcoming layout and intuitive function. The whole app is designed to be translated into your regional languages, so if you would like the app in your local dialect, then please offer to help with the translation.

For organisers, it is It is simple to create courses. Private base courses can be created, then copied and modified to create hundreds of new courses using the same controls. All the markers are universal and can be used in multiple courses or multiple times in the same course.

Have fun with it. See what you can create.

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iOrienteering allows you to find events, take part in them and time yourself. The app is very easy to use, with a welcoming layout and intuitive function. The whole app is designed to be translated into your regional languages, so if you would like the app in your local dialect, then please offer to help with the translation.

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Online Flipbook Maker - Create Interactive Flipbooks | Flipsnack

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Create flipbooks online using our interactive flipbook maker. Flipsnack is the easiest way to make brochures, magazines & catalogs. Upload PDF or design online!

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VideoAnt is a web-based video annotation tool for mobile and desktop devices. Use VideoAnt to add annotations, or comments, to web-hosted videos. VideoAnt-annotated videos are called "Ants".

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Deck.Toys - Learning Paths for Lesson Adventures

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Just drag-and-drop your teaching content to build paths and activities for your students.

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Découvrez les cadenas virtuels !

Lockee.fr permet de créer des cadenas virtuels (numériques, à directions, à schéma, etc.) déverrouillant l'accès à un contenu (texte, image, son, lien ou vidéo externe).

En créant un compte, vous disposerez gratuitement d'un espace vous permettant de gérer jusqu'à 60 cadenas.

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Lockee.fr permet de créer des cadenas virtuels (numériques, à directions, à schéma, etc.) déverrouillant l’accès à un contenu (texte, image, son, lien ou vidéo externe).

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Best AI Presentation Maker for Professional Decks | Beautiful.ai - Generate High-Quality Slides With the #1 Artificial Intelligence Powered Presentation Tool Available

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The AI presentation maker built for speed and polish. Beautiful.ai helps you create professional, client-ready slide decks in minutes. Try it free for 14 days - Make slides with the #1 AI slide generator on the market for teams and individuals.

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Generate a startup idea - Early access to AI-generated pitch decks

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Create Presentation Slides With AI In Seconds | SlidesAI.io

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SlidesAI is an AI-Powered Text To Presentation Tool that summarizes and creates presentation slides from any piece of text/.

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Gamma | Best AI Presentation Maker & Website Builder

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Design stunning presentations, websites, and more with Gamma—your all-in-one AI-powered design partner. No code or design experience needed.

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Tome | Polished & Professional AI Presentations

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Tome is more engaging than a slide deck, and easier to build than a webpage. Use AI to quickly create multimedia presentations, microsites, and more.

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Join 200,000+ creators of Quick QR Art's thriving community for early access to new features of our AI QR Code Art Generator.

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Enter class code and join! | ClassPoint App

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Join an interactive class here with the class code. Earn stars to level up and collect badges!

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What is AnswerGarden

AnswerGarden is a new minimalistic feedback tool. Use it for real time audience participation, online brainstorming and classroom feedback.

Who uses AnswerGarden

AnswerGarden has many different users: classroom, conference and corporate audiences, creative teams, online crowds, mindmappers, and more!

Benefits of AnswerGarden

AnswerGarden fits educational, professional and creative purposes, is standalone and embeddable, and shows thousands of answers in a glance!

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AnswerGarden is a new minimalistic brainstorm tool for online brainstorming, real time audience participation and classroom feedback.

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nawmalEDU - movies made by you - create your own animated videos for teachers, students and classrooms

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Intuitivo é uma plataforma de testes focada em assistir professores e escolas no ensino, seja online ou presencial.

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Video Marketing

Grow your business presence using advanced promotional videos, explainer animations, tutorials, intros, outros, music visualizations, and much more.

Replaces: All your video creation tools

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free online video maker with music and pictures

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All your design tools in one place | Renderforest

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Time to get your brand noticed. Create professional videos, logos, mockups, websites, and graphics - all in one place. Get started now!

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With over 250K games made by teachers worldwide

The world's largest library of games
made by educators

Over 250K activities and courses created by teachers,

therapists and educational experts worldwide

🇺🇸 🇬🇧 🇮🇱 🇦🇺 🇨🇦 🇵🇭 🇸🇦 🇮🇩 🇲🇽 🇦🇪 🇿🇦 🇲🇾 🇳🇿 🇸🇬 🇩🇪 🇮🇳 🇳🇱 🇭🇰 🇪🇸 🇰🇼

"TinyTap has rewarded me both emotionally and financially. I am doing what I love to do, and ontop of that I am making an income."

"The content I've created reaches thousands of children and allows a pleasant, diverse learning environment."

"I love how you can create individualized games for your students, regardless of age or ability level"

Join us in shaping the future of education

Are you passionate about education technology or blockchain? Help us transform education, by making it more accessible and by helping teachers become better valued.

Ping us at work@tinytap.com

Parents, turn screen time
into an active learning experience

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TinyTap - leading EdTech into blockchain

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TinyTap, the world's largest library of games by teachers, becomes a part of Animoca Brands to build an open education system on blockchain

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Easier and more flexible so you can make it with the letter of the topic, with the name of your company, and with any alphabet The new version of Educaplay&#39;s Alphabet Game breaks the structure with each letter arranged alphabetically and allows you to do it your way. You can create a game with the letters you want: the topic of your game (for example, "MARKETING"), the name of your organization, that of your favorite person, or with whatever comes to your mind. The update accepts charact...

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Educaplay: Free educational games generator

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Create your own educational resources from scratch, or from one of our 5 million+ games.

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A SENSE OF SPACE

Prepare for a hybrid workforce

In FRAME, you can build any world according to your meeting needs - set up a small space for a one to one, bring your team together for a large presentation, or create a virtual replica of your office.

START YOUR JOURNEY

go beyond video

Your MEETING in the METAVERSE

Unlike a video meeting, FRAME can be on all the time for casual interactions and high level demonstrations. Make real time communication more personal with avatars in a 3D space.

START YOUR JOURNEY

PRESENT IN 3D

GET AN EDGE WITH IMMERSIVE PRODUCT DEMOS

Bring in PDFs, 3D models, 360 content and more to aid your sales pitch. Immerse everyone, on mobile, desktop, or VR.

START YOUR JOURNEY

While having lots of features, we make FRAME as easy to use as we can. No coding, plenty of learning videos, and a supportive user community. We're here to help.
START YOUR JOURNEY

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In FRAME, you can build any world according to your meeting needs - set up a small space for a one to one, bring your team together for a large presentation, or create a virtual replica of your office. START YOUR JOURNEY Unlike a video meeting, FRAME can be on all the time for casual interactions and high level demonstrations.

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Open source

The code that powers All Our Ideas is available open-source. That means that you can learn how it works, customize it for your own needs, and even install it on your own servers. We've already had people from all over the world contribute code to the project, and you are welcome to join our developer community.

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All Our Ideas - Bringing survey research into the digital age

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The code that powers All Our Ideas is available open-source. That means that you can learn how it works, customize it for your own needs, and even install it on your own servers. We've already had people from all over the world contribute code to the project, and you are welcome to join our developer community.

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Download OpenShot Video Editor 3.1.1 - now with improved stability and quality-of-life improvements! Highlights & Features: Fixes and Improvements to Tracker and Object Detection effects (fix propert...
Ler Mais
Download OpenShot Video Editor 3.1 - now with 400+ video profiles, improved features, bug fixes, and faster performance! Highlights & Features: Free & Open-Source Video Editor Improved Profiles (400+...
Ler Mais

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OpenShot Editor de Vídeo | Editor de Vídeo Premiado, Gratuito e de Código Aberto para Linux, Mac e Windows!

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OpenShot é um editor de vídeo premiado, gratuito e de código aberto para Linux, Mac e Windows. Crie vídeos com efeitos de vídeo fantásticos, títulos, faixas de áudio e animações.

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Vocaroo is a quick and easy way to share voice messages over the interwebs.

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Get to know Spotify for Podcasters, the free, all-in-one podcast platform for every creator.

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Todas suas Ferramentas de Design em um lugar | Renderforest

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É hora de destacar sua marca. Crie vídeos profissionais, logos, mockups, websites e designs gráficos - tudo em um só lugar. Comece a criar agora mesmo!

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Wattpad Português - Onde as histórias criam vida

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O Wattpad conecta uma comunidade global de milhões de leitores e escritores através do poder das histórias

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Scamper: O método que pode potencializar os seus resultados | GoBacklog

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Uma pesquisa realizada pela Forrester identificou que 82% dos executivos das empresas entrevistadas concordaram que as organizações se beneficiam da criatividade e tal benefício impacta diretamente no faturamento das empresas, visto que quando não há mudanças criativas dentro delas, a mesma fica a mercê de qualquer concorrente que inove e pegue uma parcela do seu mercado de atuação.

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Lucidchart | Diagramming Powered By Intelligence

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Create next-generation diagrams with AI, data, and automation in Lucidchart. Understand and optimize every system and process.

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Balsamiq. Rapid, Effective and Fun Wireframing Software | Balsamiq

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Balsamiq is the company behind Balsamiq Wireframes, the industry standard low-fidelity wireframing tool.

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Episodes Archive - .:The Next Big Idea:. |

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Create your visual business model or SWOT model with Canvanizer, business brainstorming blackboard, modelling tools

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Train a computer to recognize your own images, sounds, & poses. A fast, easy way to create machine learning models for your sites, apps, and more - no expertise or coding required.

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Spatial is the home for the most fun collection of free online games. Play our beautifully crafted 3D games on desktop, mobile, tablet, and even in VR. Just click to jump straight into cool games with friends from all around the world. No download required.

Why Top Creators Build on Spatial

Creator Toolkit

Supercharge Unity creations with our tools and templates.

Virtual Economy

Sell digital goods with top-tier revenue share.

Multi-Platform

Publish games everywhere across web, mobile, and VR.

Premium Brand Experiences On Any Device

Explore immersive worlds and incredible games by your favorite brands. Play across web, VR, and mobile!

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Spatial has the most fun collection of free online games. No download required. Play our beautifully crafted 3D games with friends on web, mobile, and VR.

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StoryJumper: #1 rated site for creating story books

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Easiest way to create, narrate, and publish your own hardcover and paperback books. Read and listen to books from our worldwide community.

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Criação de Conteúdo: Melhores Apresentações, eCards e Mais | emaze

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Criação de conteúdo com a ajuda da IA. De incríveis apresentações a websites e mais, crie visuais bonitos com nossos modelos prontos para uso.

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Web-based app for making ebooks in the classroom. Teachers can get started for free and invite students to join their library. Add text, images, audio and video and easily publish your books online.

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Nearpod: Foster a love of learning in every student

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Create active learning experiences students can’t wait to be a part of.

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https://crello.com/pt/home/

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VistaCreate – Software gratuito de design gráfico com mais de 100.000 modelos gratuitos

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Procurando por um software gratuito de design gráfico? Crie facilmente designs profissionais com o VistaCreate, uma ferramenta de design gratuita com recursos poderosos e mais de 100 mil modelos prontos

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Large selection of premium online jigsaw puzzles. Use multiplayer mode to play with family and friends. Create and share puzzles using your own photos.

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Get a daily email featuring the latest talk, plus a quick mix of trending content.

By subscribing, you understand and agree that we will store, process and manage your personal information according to our Privacy Policy

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TED Talks are influential videos from expert speakers on education, business, science, tech and creativity, with subtitles in 100+ languages. Ideas free to stream and download.

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Voki | Speaking Characters For Education

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Voki is a fun tool that students can use for homework, classwork or projects. Customize their appearance and what they say, and share with others!

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Construa belas comunidades de sala de aula com os encarregados de educação e alunos

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HMH Classcraft pairs ELA and math content with research-based lesson plans resulting in reduced educator planning time and increased student engagement.

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Teste de matemática para alunos e professores de todos os níveis de escolaridade

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CONSULTE AQUI A BATERIA DE TESTES. O
FITescola® tem como um dos objetivos avaliar a aptidão física e a atividade física de crianças e adolescentes. Para o efeito, integra uma bateria de testes dividida em três áreas, a Aptidão Aeróbia, a Composição Corporal e a Aptidão Neuromuscular.

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FITescola : O Programa dos Alunos Ativos

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O FITescola é uma plataforma de promoção de estilos de vida saudáveis e de a avaliação da aptidão física e da atividade física de crianças e adolescentes

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Canva is a free-to-use online graphic design tool. Use it to create social media posts, presentations, posters, videos, logos and more.

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Nearpod: Foster a love of learning in every student

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Create active learning experiences students can’t wait to be a part of.

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ThingLink: Create unique experiences with interactive images, videos & 360° media

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Easily create interactive and immersive visual experiences for online communication and learning. Start a free trial!

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Easier and more flexible so you can make it with the letter of the topic, with the name of your company, and with any alphabet The new version of Educaplay&#39;s Alphabet Game breaks the structure with each letter arranged alphabetically and allows you to do it your way. You can create a game with the letters you want: the topic of your game (for example, "MARKETING"), the name of your organization, that of your favorite person, or with whatever comes to your mind. The update accepts charact...

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Educaplay: Free educational games generator

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Create your own educational resources from scratch, or from one of our 5 million+ games.

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Picker Wheel - Spin the Wheel to Decide a Random Choice

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Picker Wheel is a wheel spinner for a random picker. Various functions & customization. Enter choices or names, spin the wheel to decide a random result.

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This website is for sale! criar-avatar.com is your first and best source for all of the information you're looking for. From general topics to more of what you would expect to find here, criar-avatar.com has it all. We hope you find what you are searching for!

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Criar vídeos

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Speechace | Pronunciation and fluency assessment via speech recognition

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Home – Speechace | Pronunciation and fluency assessment via speech recognition

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Speech Recognition to Improve Fluency and Pronunciation

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Uma árvore de decisão também pode ser usada para ajudar a criar modelos preditivos automatizados, que têm aplicações em aprendizado de máquina, pesquisa de dados e estatísticas. Conhecido como aprendizado de árvores de decisão, este método considera as observações sobre um item para prever o valor desse item.

Nestas árvores de decisão, nós representam dados, e não decisões. Este tipo de árvore é também conhecido como uma árvore de classificação. Cada ramificação contém um conjunto de atributos ou regras de classificação, associado a um determinado rótulo de classe, que pode ser encontrado na extremidade da ramificação.

Estas regras, também conhecidas como regras de decisão, podem ser expressas em uma cláusula 'se-então', onde cada decisão ou valor de dados forma uma cláusula, de tal forma que, por exemplo, "se as condições 1, 2 e 3 forem cumpridas, então o desfecho x será o resultado, com uma certeza de y".

Cada pedaço de dados adicional ajuda o modelo a prever, com mais precisão, a qual conjunto finito de valores o sujeito em questão pertence. Esta informação pode então ser usada em um modelo maior de tomada de decisão.

Por vezes, a variável prevista será um número real, tal como um preço. Árvores de decisão com resultados infinitos e contínuos possíveis são chamadas de árvores de regressão.

Para maior precisão, às vezes várias árvores são usadas ​​juntas por meio de métodos de conjunto:

Ensacamento cria várias árvores ao remodelar os dados da fonte e, em seguida, as árvores votam para chegar a um consenso.

Um classificador de floresta aleatória é composto por várias árvores concebidas para aumentar a taxa de classificação

Boosted trees podem ser utilizadas para árvores de regressão e de classificação.

As árvores em uma floresta de rotação são todas treinadas usando PCA (análise de componentes principais) em uma parte aleatória dos dados

Uma árvore de decisão é considerada ideal quando representa o maior número de dados com o menor número de níveis ou perguntas. Algoritmos projetados para criar árvores de decisão otimizadas incluem CART, ASSISTANT, CLS e ID3/4/5. Uma árvore de decisão também pode ser criada por meio do desenvolvimento de regras de associação, colocando a variável de alvo à direita.

Cada método tem de determinar qual é a melhor maneira de dividir os dados em cada nível. Métodos comuns para tal incluem medição da impureza de Gini, ganho de informação e redução de variância.

Usar árvores de decisão no aprendizado de máquina tem muitas vantagens:

O custo de utilização da árvore para prever dados diminui com cada ponto de dados adicional

Funciona para dados categóricos ou numéricos

Modela problemas com várias saídas

Utiliza um modelo de caixa branca (facilitando a explicação dos resultados)

A confiabilidade de uma árvore pode ser testada e quantificada

Tende a ser preciso, independentemente da possibilidade de violar os pressupostos de dados de origem

Mas também tem algumas desvantagens:

Ao lidar com dados categóricos com vários níveis, o ganho de informação é tendencioso em favor dos atributos com mais níveis.

Cálculos podem tornar-se complexos quando se lida com a incerteza e com muito resultados vinculados.

Conjunções entre nós estão limitadas a "E", enquanto gráficos de decisão permitem nós ligados por "OU".

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O que é um diagrama de árvore de decisão?

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Entenda o que são árvores de decisão, quais são as suas utilidades e saiba como você pode criar diagramas de árvore de decisão usando o Lucidchart online. Crie uma conta gratuita.