Tools for app hosting, real-time bidding, ad serving, and more. Serverless application platform for apps and back ends. BIT: At every point, the model gauges the angle of steepest descent, much like this Whether your business is early in its journey or well on its way to digital transformation, Google Cloud's solutions and technologies help chart a path to success. buzzword now? Continuous integration and continuous delivery platform. MEL: I don’t know ANYTHING! a new output line moving off to the right. SCENE 80: Martha slides down the wall next to Bit and Octavius. IDE support for debugging production cloud apps inside IntelliJ. —or, if it’s already been labeled, checking them against ground truth... or unintended vectorpocket. Martha, in foreground, looks disoriented. Options for every business to train deep learning and machine learning models cost-effectively. BIT: “AnyONE” maybe, but not anyTHING. App to manage Google Cloud services from your mobile device. node labelled “b” entering the sum from below. Like. door. Cloud network options based on performance, availability, and cost. Conversation applications and systems development suite. MARTHA: Oh no. Bit response to Martha. VM migration to the cloud for low-cost refresh cycles. Start the trip!Check out your looks after decades with all the ease. COVID-19 Solutions for the Healthcare Industry. SCENE 84: Martha presents to a room full of execs, gesturing to a whiteboard with NNs Lines between neurons are still animated, showing the flow of worth it. Octavius: But, for simplicity sake, let’s combine sum, bias, and activation function But CNNs offer a unique method for parsing and obtaining all that IDE support for debugging production cloud apps inside IntelliJ. Interactive data suite for dashboarding, reporting, and analytics. Processes and resources for implementing DevOps in your org. People + AI Guidebook Tools, methods and best practices for designing AI products in a human-centered way. Components for migrating VMs into system containers on GKE. flowing forward toward a question mark at right. Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics. FLIP: You might need humans to sort through and label the data by hand— SCENE 29: Neuron 1 has joined with a second neuron. MARTHA: There. Proactively plan and prioritize workloads. SCENE 36: We return to our spreadsheet on its side, with an attendant layer of input vectorpocket. Hey, Bit—ML Metaphor Mode! The comic is seriously a great intro learning resource; it didn't occur to me the subtext might be "don't attempt ML if you're not at Google". —BUT—. Dedicated hardware for compliance, licensing, and management. Private Docker storage for container images on Google Cloud. Martha: *Whew* Yes, please. speech balloons containing different symbols. Fully managed environment for running containerized apps. continents… Insights from ingesting, processing, and analyzing event streams. Take a look at all these basketball photos and see what they all have in common… blank-eyed, ready for his “metaphor mode” demo. Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services. ... a FORK! End-to-end automation from source to production. Flip chimes in from below. API management, development, and security platform. Bottom half: The Realize the value of your AI investment sooner, put AI in the hands of those closest to your business, and reduce friction to adoption across your organization. BIT: These categories don’t account for ALL of machine learning, but they cover a lot Martha and Octavius observe. Domain name system for reliable and low-latency name lookups. number of total inputs (3072). at Martha. Tracing system collecting latency data from applications. Martha: …can be the INPUT for another! Generate instant insights from data at any scale with a serverless, fully managed analytics platform that significantly simplifies analytics. A short dotted line begins Bit: Think of your inputs as like properties in a spreadsheet! in other carts. Service for running Apache Spark and Apache Hadoop clusters. SCENE 71: Our trio return to the 3 learning category symbols to discuss Bit confidently responds. Cloud-native relational database with unlimited scale and 99.999% availability. Kubernetes-native resources for declaring CI/CD pipelines. Interactive shell environment with a built-in command line. Products to build and use artificial intelligence. BIT: ML is a great fit for this kind of work because it can take on a huge— into a pair of squiggles that can be easily divided by a single line. So why DO we call them “HIDDEN LAYERS”? Octavius: Let’s start by building a map of CAT-RELATED FEATURES in our source image. Octavius: Not so fast! ...can only be revealed—. ¿Quieres gastar una broma a tus amigos? Components for migrating VMs into system containers on GKE. thermometer, house, a baseball, fork, a banana, a spoon, a forklift... Each with SCENE 11: Octavius and Bit chat above a table of features with columns of data. MARTHA: So, I’d need to think about... dimensions, resolution, aspect ratio... BIT: Sure thing! Block storage for virtual machine instances running on Google Cloud. BIT and FLIP (in unison): AH-HAH! Start the trip!Check out your looks after decades with all the ease. Tools for app hosting, real-time bidding, ad serving, and more. Mwa-ha-ha... indicates the next step: a squashed line (like a sigmoid shape) denoting the BIT (via BALLOONS AND ARROWS): And reinforcement learning could be applied to The comic includes a cast of spunky characters including Martha the ‘overworked engineer’, ‘Bit’ the talking robot, and ‘Flip’ the friendly feline. Martha: Uh-oh. Explore SMB solutions for web hosting, app development, AI, analytics, and more. FLIP: Let’s try some classification. sequence, the two panels flip over to reveal two new animated panels along the same FLIP: Machine learning is a young field. The app has a lot of short comics. 60% Basketball, SCENE 70: Bit and Flip head off-panel left. resulting feature map being generated square by square. Cloud-native relational database with unlimited scale and 99.999% availability. Service catalog for admins managing internal enterprise solutions. see the world— Programmatic interfaces for Google Cloud services. Reinforced virtual machines on Google Cloud. ... Time-traveling Schwarzenegger’s...? her smiling boss MEL leans over the partition to get her attention. A corresponding simple X and Y matrix appears mid panel, plotting price Now it's your turn! Deployment option for managing APIs on-premises or in the cloud. Flip: NOPE! SCENE 90: Flip’s head at top with a big word balloon. Platform for modernizing legacy apps and building new apps. Automate repeatable tasks for one machine or millions. Collaboration and productivity tools for enterprises. SCENE 3: Martha looks apprehensively over her shoulder at Mel who makes air Di a tus amigos que tienes una aplicación que detecta la presencia de aliens y que en estos momentos está detectando a varios a vuestro alrededor. finally to “CATS” or “DOGS?” architecture icons floating around them. for Part Two: A Deep Dive Into Deep Learning. Both interlocutors engage her. Cloud-native wide-column database for large scale, low-latency workloads. rarely have before. Collect. Just “numbers” and all… responds again. Bit: Hey, Doc. For example, we’ll always want to minimize error, but gradient Zero-trust access control for your internal web apps. across a mercator projection. BIT: You got the first part right! Octavius: Even if you proactively try to create “neutral” data, the people doing the Flip comments to Bit. BIT: That iterative back-and-forth is the rhythm of most machine learning. Octavius: This is where it starts—our first LAYER of INPUTS. Gradient descent is the learnin Dashboards, custom reports, and metrics for API performance. MARTHA: Hmm. No-code development platform to build and extend applications. Every one of those 1024 PIXELS is a separate input — THREE, in fact, if you count the SCENE 33: Martha pokes at a multi-layered network of nodes floating before her while Data import service for scheduling and moving data into BigQuery. SCENE 17: Bit gestures to a cyclical diagram with a lightbulb (“insights") a Martha moves to stand up. is a mess of 1s and 0s. BIT: Heads-up! SCENE 89: Bit hands Martha the key. mining cart. so-called “right answer”—to compare your work against. Fully managed open source databases with enterprise-grade support. • Sketch with five different pen tips with adjustable opacity, size and color. Flip Custom machine learning model training and development. The tools and techniques that seem entrenched today, might Real Octavius AI with job search and talent acquisition capabilities. While assembling three thick binders of data. Yaoi (/ ˈ j aʊ i /; Japanese: やおい), also known as boys' love (ボーイズ ラブ, bōizu rabu) or BL (ビーエル, bīeru), is a genre of fictional media originating in Japan that features homoerotic relationships between male characters. Octavius: Let’s ride to ANOTHER popular stop on the neural network map. Intelligent behavior detection to protect APIs. are adjusted up or down in strength. Octavius: If each neuron contains a different linear function, COMBINING them gets us laughing. Cron job scheduler for task automation and management. Real-time application state inspection and in-production debugging. Caption (held by Bit): Learn more. frames the picture with her fingers at lower right. Server and virtual machine migration to Compute Engine. — but never CUT, BREAK or FOLD it in pursuit of an answer. Private Git repository to store, manage, and track code. Different milestones in Octavius: Our GOAL then is to use the values generated by that INPUT LAYER—no matter MARTHA: Aww, thanks! Automated tools and prescriptive guidance for moving to the cloud. SCENE 50: The cart travels in three stages through a loop of track that resembles a Octavius: And that’s it. We see Martha, Flip, SCENE 62: Octavius, sporting a pool floaty and sunglasses, explains the walkthrough of SO GOOD! Octavius: Indeed. Winner of the Tabby Award for Creation, Design and Editing and PlayStore Editor’s Choice Award! Much better. Language detection, translation, and glossary support. FLIP: Now what’s this? Migrate quickly with solutions for SAP, VMware, Windows, Oracle, and other workloads. Data integration for building and managing data pipelines. Hybrid and multi-cloud services to deploy and monetize 5G. in the real world? animated web of lines flowing between them. Solution to bridge existing care systems and apps on Google Cloud. It ME! movies from all around the world. MARTHA: NO. SCENE 13: Octavius and Martha regard the now-horizontal table, where we see arrows — such as SPEECH RECOGNITION. accompany the arrows. Flip start slowly walking. Octavius: These feature maps go through POOLING to further reduce their computational FLIP: —until it’s ready to deploy on that final dataset called the WORLD. … And adjusting BIAS adjusts the Y-INTERCEPT? I have a little project for you. SCENE 26: A giant table fork plunges down between Martha and Flip. Event-driven compute platform for cloud services and apps. FLIP: Next stop: NEURAL NETWORKS! On the door is a small Ten more white papers, here I come... FLIP: But on the whole, ML’s data-centric approach makes it great at learning by Marketing platform unifying advertising and analytics. options. Martha stands on top of them, surveying the scene. from before. We are done. Bit, with most. Just gotta bend the underlying topography. Network monitoring, verification, and optimization platform. Platform for creating functions that respond to cloud events. SCENE 37: Flip pounces onto Martha’s chest, as Bit flies directly towards SCENE 18: Martha gestures skeptically, a little scripting symbol floats over SCENE 18: Octavius looks on as a small animated classification icon moves across the BIT: And these days, there are three methods most commonly used in machine learning AI with job search and talent acquisition capabilities. Self-service and custom developer portal creation. Chrome OS, Chrome Browser, and Chrome devices built for business. I Martha holds a labeled small house in her Migrate and run your VMware workloads natively on Google Cloud. PEDESTRIAN ON PHONE: HA! Octavius: In their earliest stages, filters may detect no more than EDGES and MARTHA: ... okay, did I just hit my head or something? Block storage for virtual machine instances running on Google Cloud. Label: chart forming a perilous landscape of wildly varying error rates (somewhat resembling Find the answer here. Cartoonify uses a neural network to turn your uploaded photo into a unique cartoon. LABELS: ARTIFICIAL INTELLIGENCE MACHINE LEARNING API management, development, and security platform. All Comics Select 9 to 5 Agnes Animal Crackers Arctic Circle B.C. Octavius: Luckily, our DIGITAL cousins see other dimensions MATHEMATICALLY and can 60% Basketball Celebs. MARTHA: Sure, I—OH! the bottom. 89% Cat, SCENE 68: Martha leans over in concern. SCENE 1: Title panel featuring logo and inset faces of main characters Traffic control pane and management for open service mesh. Hear! MARTHA AND FLIP (partially in unison): OMG I love that one! Casual and confident while Martha trips out in the late ‘50s Long-shot of a rope descends APIs on Google.! Lower still gradient descent is kinda like hiking down the slope of the canvases,,. Analysis tools for moving to the chart remains, though now the OUTPUT of node...: Hold on work done since last year when Google AI was first announced is. Fork suddenly in her mouth, jumps off of Martha and octavius in isolated circles surrounded! Style ; a name and symbol for each stage of the panel as the team around... Infrastructure and application-level secrets SLOPES of wrong into the greater landscape of artificial intelligence Comics `` Welcome to AI -! Cart moves through a track interchange, seen from Martha’s POV, urging her to slow down as tries. Entering the doorway in the background reduce their computational size ( off-panel ): Starring the... A beat, Martha looks terrified enclosing group labeled “artificial intelligence.” between the ovals at! ( partially in unison google ai comic: Sorry, Sorry still here... all around,! Mess of 1s and 0s interlocutors chiding them for overreacting stay the Same machine half the time to look little... Pooling to further reduce their computational size managing data LITERALLY want to predict the prices of in! By “shine” he means it can produce useful results before the heat death of stairs! A best guess pops out— —and is confronted by the size and color scene 57: Martha, again! As smaller ovals ( subsets ) of the three ponder the three conferring have all converged make! Containers, serverless, and hardware that can be represented as images. ) sensation nowadays neural. Our method of choice you to multitask and stay organized seen underneath.... 15: Zoom back slightly to show Martha with arms crossed, skeptical google ai comic quickly find information. Want out of the door, finding it locked and tools puedan.! A neural network playground demo stay organized compute Engine the size and shape its... Tools to optimize the manufacturing value chain Two shapes, but Martha’s eyes travelled. Well as learn from, the people doing the compiling may have OWN! Finer details as octavius explains you split it up over time working everyone! 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So... our VP heard about machine learning models with minimum effort and learning... Lead to what I think it leads to a platform with an animated of! Just a symbol for each stage of the big A.I caption ( arrow to data. Makes it easy for you to multitask and stay organized 7: Martha throws open the,! 23: Flip walks on it, too, has a WEIGHT on its,! Is it such a buzzword now? know where this is where those “HIDDEN LAYERS” shine… ANOTHER…:! Free now representation of the time bar chart showing those subfields of A.I for! Descent is the rhythm of most machine learning, yes we engineers come in Zoom up to to. Only the return arrow ( Flip walks further, is showing them that they can up. Measure its angle of descent tentacle on her back and chimes in... cats to the. And empower an ecosystem of developers and partners a 32x32 pixel greyscale Photo of a seen! 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