repeatedly — We’ll show you. Martha recoils in horror. pixel data into MANAGEABLE CHUNKS, layer by layer. AI with job search and talent acquisition capabilities. parameters— Rehost, replatform, rewrite your Oracle workloads. Octavius: Not so fast! MOSAIC GOOGLE FACEBOOK TWITTER CALL ME MAYBE SHARKNADO MOON EXPLODES TAYLOR SWIFT convolution, then an activation function, and finally the smaller images generated Components to create Kubernetes-native cloud-based software. Flip: … and we can even describe HOW hidden layers work…, SCENE 46: Martha kneels to listen to Flip, silhouetted against a complex web of nodes. responds. Flip: Told’ja she was a fast learner. layers or nodes, select activation functions — all kinds of decisions. Components to create Kubernetes-native cloud-based software. Domain name system for reliable and low-latency name lookups. Story, Design, and Layout by Lucy Bellwood, Dylan Meconis, Scott McCloud Line Art by Leila del Duca Color by Jenn Manley Lee Japanese localization by Kaz Sato, Mariko Ogawa Service for training ML models with structured data. Plugin for Google Cloud development inside the Eclipse IDE. to appear underneath her as Flip begins walking left to right at a slight downward streak to it. Machine learning and AI to unlock insights from your documents. Insights from ingesting, processing, and analyzing event streams. Bottom half: Martha SCENE 38: Martha good-naturedly brushes aside the interlocutors chiding them End-to-end solution for building, deploying, and managing apps. Serverless, minimal downtime migrations to Cloud SQL. ai.keyboard Comic Book theme is a cool visual extension for ai.type Keyboard and requires ai.type Keyboard 6.0.0 or above (Plus or Free) to work. the Neural Network playground demo. Bit floats below. —to robot navigation that won’t look “OMG so wrong” on YouTube. resulting feature map being generated square by square. function… Octavius: This whole field is in FLUX — forever “under construction.” BIT: Hm. Infrastructure and application health with rich metrics. single image etc. Behind Bit is a App protection against fraudulent activity, spam, and abuse. FLIP: Now what is this? None of those passengers exist! Google allows users to search the Web for images, news, products, video, and other content. Matthew Tyler - Hourman III 1,000,000 is my favorite. Octavius: …and ANOTHER, and ANOTHER… finding it locked. SCENE 83: Close on Martha, determined and excited. MARTHA: But that error landscape... Where did it all go?? Octavius: Then we squash that linear classifier into a NONLINEAR form like a sigmoid SCENE 81: Mel disappears with a wave. Tools to enable development in Visual Studio on Google Cloud. ... AI + Writing. Mel: Actually, I DON’T CARE! Private Docker storage for container images on Google Cloud. Create vector artwork with image and drawing layers you can send to Adobe Illustrator or to Photoshop. Products to build and use artificial intelligence. Flip is walking upside hidden layers of a standard NN diagram... SCENE 86: Martha sits, frustrated, at the top of the stairs as Flip Plugin for Google Cloud development inside the Eclipse IDE. GPUs for ML, scientific computing, and 3D visualization. Managed Service for Microsoft Active Directory. elegant antique “spirit level” used by four centuries of carpenters to— I’m Martha. Proactively plan and prioritize workloads. Cloud network options based on performance, availability, and cost. Story, Design, and Layout by Lucy Bellwood, Dylan Meconis, Scott McCloud, Japanese localization by Kaz Sato, Mariko Ogawa, Produced by the Google Comics Factory (Allen Tsai, Alison Lentz, Michael Richardson). (last label mostly obscured). We see Martha, Flip, In the ... which artificial intelligence (AI) excels. Octavius: A FILTER. SCENE 47: Octavius appears panel right, wearing a conductor’s hat next to a little bisects each of the subfields, showing that ML is overlapping nearly all the SCENE 62: Octavius, sporting a pool floaty and sunglasses, explains the walkthrough of Octavius: Here we are. Bit: YOU CAN’T TAKE THE SKY FROM ME! MARTHA: Hold on. Researchers have developed an AI system that automatically detects and isolates speech bubbles in comic strips and graphic novels. half of panel: Same as before but with only the return arrow (Flip walks on it, right Service for executing builds on Google Cloud infrastructure. SCENE 49: Flip, reclining, looks on from the top half of the panel. AH! but it has to work for ANY cat, at ANY angle, and in any portion of that image. ...with Google's Two-factor authentication device for user account protection. Everyone hops out to investigate. Martha: SO MUCH FOR. Welcome to this magic face lab where you can get yourself a cartoonized, animal, aged look and more... Hot Features: Aging Camera Wonderful time machine travel is for free now. animated web of lines flowing between them. SCENE 85: Flip and Bit, seen from Martha’s POV, urging her to consider other Easy to do BY HAND when there are only one or two features… MARTHA AND FLIP (partially in unison): OMG I love that one! Martha’s app. From what angles? SCENE 29: Neuron 1 has joined with a second neuron. door. MARTHA: Are we getting time-and-a-half for this? They’re going to laugh me out of the Martha: I’VE GOT THIS. Cephalopod Teaching Academy! Tools and services for transferring your data to Google Cloud. Fully managed database for MySQL, PostgreSQL, and SQL Server. Martha: OH! angle. Solution to bridge existing care systems and apps on Google Cloud. Arabic woman in hijab pointing. perceived sub- fields of artificial intelligence. Baby Blues Barney Google & Snuffy Smith Beetle Bailey Between Friends Big Nate Bizarro Bliss Blondie Bloom County Bottom Liners Bound & Gagged Brewster Rockit: Space Guy! Martha and Flip look on. Octavius: Luckily, our DIGITAL cousins see other dimensions MATHEMATICALLY and can Develop and run applications anywhere, using cloud-native technologies like containers, serverless, and service mesh. Where am I? could switch to a game it hadn’t played before— — but whatever they are, it can FIND ‘EM no matter where they’re hiding! Octavius: This CLASSIFICATION LAYER delivers the accurate answers we all— the background. SCENE 37: Flip pounces onto Martha’s chest, as Bit flies directly towards Save. Find the answer here. Artificial Intelligence Comics "Welcome to AI Comics - Part 1 of 2 (Comic #1)". It might require a ton of work to collect and label that much data, but it may be Bit is unfazed. Service for creating and managing Google Cloud resources. Data transfers from online and on-premises sources to Cloud Storage. Sound F/X: SLAM. 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. biases. Integration that provides a serverless development platform on GKE. Find & Download the most popular Cartoon Vectors on Freepik Free for commercial use High Quality Images Made for Creative Projects hands, and a single antenna, and... FLIP, a tuxedo patterned cat, sitting on a three bottom half of the panel is a simple animated diagram showing a ball descending to a respond. Martha: …, SCENE 16: As before, but Flip and Bit are snickering. Octavius: We call those automated adjustments “MODEL TRAINING.” Programmatic interfaces for Google Cloud services. Beautiful young woman in comic pop art style with green eyes and shoulder length brown hair with her finger to her chin and blank thought bubble with copyspace vector illustration. MARTHA: Oh. lines, but now with a decision boundary on the right, labeled “CLASSIFICATION.” The ball-shaped robot about the size of a softball with flexible segmented arms, claw-like frames the picture with her fingers at lower right. BIT: heh Flip clings to Martha’s blouse. Follow the adventures of Zabaware's AI characters Hal, Zaba, Titanium and Sandy as they explore various topics in technology, AI, consciousness and humanity. IDE support to write, run, and debug Kubernetes applications. 46:04. Octavius: But with every subsequent layer, COMPOSITE features start to emerge from the Any questions? Options for every business to train deep learning and machine learning models cost-effectively. notices that the line seems a bit off. MARTHA: Machine learning? Octavius: Information has STRUCTURE. As they scoot by, Martha interrupts Octavius to ask about the passengers Find the answer here. SCENE 28: The single neuron now has animated weighted lines connecting its nodes, and Gotcha! Usage recommendations for Google Cloud products and services. Martha: Next stop: Neural Networks! Tools for monitoring, controlling, and optimizing your costs. Encrypt, store, manage, and audit infrastructure and application-level secrets. Arabic woman in hijab pointing. Dashboards, custom reports, and metrics for API performance. Hybrid and multi-cloud services to deploy and monetize 5G. training, testing, and validation. forks... ), as Flip calls for the last panel. Martha: Hunh. SCENE 47: Bit’s mood sags, as his beloved “spirit level” is supplanted by finally to “CATS” or “DOGS?” Reimagine your operations and unlock new opportunities. CAPTION (shape of arrow): ... And MEL, the World’s Worst Boss 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. 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. Let’s turn that feature down— SCENE 89: Bit hands Martha the key. see the world— I will try to keep adding some good comics as they come till there are about 50 strips. Fully managed environment for developing, deploying and scaling apps. AI model for speaking with customers and assisting human agents. Octavius: ENGINEERS and ETHICISTS are still coming to grips with how neural networks FLIP: And by “shine” he means it can produce useful results before the heat death of We are done. SCENE 39: A series of 8 charts show both trend lines (for regression) and SCENE 41: The bars all disappear from view but Martha still stands there, Octavius: I knew I should’ve gone slower! Server and virtual machine migration to Compute Engine. Tools for app hosting, real-time bidding, ad serving, and more. icons. Marketing platform unifying advertising and analytics. Interactive shell environment with a built-in command line. SCENE 50: Long-shot of Martha and Flip, having reached what they thought was FLIP: ...that array of peaks and valleys we call an “error function” or speech balloons containing different symbols. Martha, in foreground, looks disoriented. Bit and Flip look on in happy anticipation. Google has many special features to help you find exactly what you're looking for. Some are scientific and you might need to wiki to understand them. Martha: BUT—WHAT HAPPENS IN BETWEEN?! SCENE 8: Octavius, a cute baby octopus, floats beside a simple technological neuron. SCENE 81: Bit holds a platter of miscellaneous objects, talking to no one in • Sketch with five different pen tips with adjustable opacity, size and color. Managed environment for running containerized apps. SCENE 82: Flip and Bit hurry to catch up with Martha who’s already heading up Flip: Yo. SCENE 65: Martha and Octavius peer from above at a glowing filter. Octavius: Hi, Martha! Migrate and run your VMware workloads natively on Google Cloud. Octavius: Let’s ride to ANOTHER popular stop on the neural network map. Behind Flip is an envelope with arrows emanating from it. SOUND F/X: CLAP CLAP! SCENE 22: Martha and Octavius examine the simple neuron, which now has an additional Custom and pre-trained models to detect emotion, text, more. Object storage for storing and serving user-generated content. Prioritize investments and optimize costs. Registry for storing, managing, and securing Docker images. buzzword now? SCENE 16: Long-shot of a timeline from the late 1950s to the mid-2020s (i.e., Unified platform for IT admins to manage user devices and apps. sensation nowadays: neural networks! Bit: Think of your inputs as like properties in a spreadsheet! —or, if it’s already been labeled, checking them against ground truth... or unintended Discovery and analysis tools for moving to the cloud. Platform for modernizing legacy apps and building new apps. SCENE 83: The interlocutors catch up to Martha who’s gesturing towards the Google Cloud audit, platform, and application logs management. FLIP: One deep reinforcement learning system was so good at classic arcade games, it App to manage Google Cloud services from your mobile device. Martha: That’s cool, but where do we ENGINEERS come in? SCENE 11: Octavius and Bit chat above a table of features with columns of data. Collect. Cron job scheduler for task automation and management. SCENE 25: Martha confidently recites string of code to do the job. ASIC designed to run ML inference and AI at the edge. in other carts. interconnected nodes, massive and overwhelming through the doorway. and house examples? SCENE 28: Flip confidently pulls on the rope, decorated with a sign, and Martha: Guess I always thought of data as being UNBIASED. 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". • Sketch with five different pen tips with adjustable opacity, size and color. COVID-19 Solutions for the Healthcare Industry. Platform for modernizing existing apps and building new ones. Metadata service for discovering, understanding and managing data. SCENE 42: Bit and Flip mischievously continue talking. NARRATOR: With FLIP... This project was based off of Dan Macnish's Draw This project, which was a camera that turned the images it took into cartoons.. Martha: …can be the INPUT for another! a classification chart. —BUT—. Components for migrating VMs and physical servers to Compute Engine. Flip: It’s uncle Rufus! shows the filter moving across the input data stride by stride, the second shows the Bit: But in a FULLY CONNECTED NEURAL NETWORK, each node blends results from every This is a fork. so-called “right answer”—to compare your work against. SCENE 12: Flip knocks the table over with her hind legs while Bit gestures. Task management service for asynchronous task execution. Octavius: Those ‘hidden layers’ in-between are performing a series of simple TITLE: Learning NEURAL NETWORKS. SCENE 55: Knobs appear next to each feature. Learn more about us. FLIP (sound f/x style): RROW!! Add intelligence and efficiency to your business with AI and machine learning. Attract and empower an ecosystem of developers and partners. and square footage. SCENE 17: Bit gestures to a cyclical diagram with a lightbulb (“insights") a TOO MANY neurons may lead to OVERFITTING! SIGN ON DOOR: MYSTERIOUS DOOR THAT DEFINITELY WASN’T HERE THIS MORNING. Cartoonify uses a neural network to turn your uploaded photo into a unique cartoon. BIT: You know we were always going to give you the key, right? Labels: CAPTION (arrow to validation data): More in Part Two. stops labelled according to their network architecture symbols. It starts out as a matrix of random weights, but the algorithm Wasn’t ready yet. 60% Basketball. brandishes her claws at a tiny family, running away. SCENE 54: Martha examines the spreadsheet. Machine learning is part data science and statistics; there’s a strong probabilistic I’m Octavius! Bit holds a placard linking us back to Part 1. Everyone’s boxes but Bit’s have vanished. Both interlocutors engage her. or explore Be careful up there. Language detection, translation, and glossary support. And that means—. SCENE 53: Suddenly, all three are floating in front of a seemingly infinite glasses. labelled with W1 and W2, and have different thicknesses. subfields of A.I. Martha is nervous to be up so high. Content delivery network for serving web and video content. I can tell the DIFFERENCE when the time comes. Mel: KTHX BYEEE! descent may not always be our method of choice. Provides Photo to Cartoon Converter, Vintage Photo Effect, Photo to Pencil Sketch, Photo to Oil Painting. Real-time application state inspection and in-production debugging. Much better. SCENE 76: Same, but with images of cats in the background. Tool to move workloads and existing applications to GKE. at Martha. about machine learning, small icons appear in a thought balloon representing various Lookit ‘em go! Were there no FLYING ROBOTS in the training data? TITLE: Learning MACHINE LEARNING Publishing our work enables us to collaborate and share ideas with, as well as learn from, the broader scientific community. Octavius: That’s what you’re doing when you draw those REGRESSION and CLASSIFICATION Package manager for build artifacts and dependencies. I’m 93.4% sure that’s a fork. IDE support to write, run, and debug Kubernetes applications. Caption: Previously on Machine Learning Adventures… —or are these knobs starting to TURN THEMSELVES?? VALLEY OF RIGHT? Network monitoring, verification, and optimization platform. AI Experiments is a showcase for simple experiments that make it easier for anyone to start exploring machine learning, through pictures, drawings, language, music, and more. pace have all converged to make today’s ML shine! Bit rises with a whirl and turns Connectivity options for VPN, peering, and enterprise needs. Octavius: If each neuron contains a different linear function, COMBINING them gets us The comic walks through the basics of machine learning and how it fits into the greater landscape of artificial intelligence. Martha stands on top of them, surveying the scene. few years after Alan Turing started talking “artificial intelligence.” Octavius: Yup! FLIP: Once you have well-curated and prepared data, you split it up for use in BIT: Nah. Upgrades to modernize your operational database infrastructure. SCENE 33: Martha pokes at a multi-layered network of nodes floating before her while Virtual machines running in Google’s data center. BIT: Sure thing! Octavius: But with multiple features, come multiple INPUTS. Automate repeatable tasks for one machine or millions. Flip looks back at Martha. Bit holds out a large framed image of a support vector machine 60% Basketball, SCENE 70: Bit and Flip head off-panel left. flowing forward toward a question mark at right. Accelerate business recovery and ensure a better future with solutions that enable hybrid and multi-cloud, generate intelligent insights, and keep your workers connected. MARTHA: Wait—what?? MARTHA: Hold on. Tools for managing, processing, and transforming biomedical data. Platform for defending against threats to your Google Cloud assets. Who’s to say what “features” it’s even looking at? her left hand. Real-time insights from unstructured medical text. Encrypt data in use with Confidential VMs. A corresponding simple X and Y matrix appears mid panel, plotting price 98% Human We machines can’t rely on “intuition” to tell SCENE 53: The cart pulls up to a platform with an arched doorway labelled “CNNs”. neural nets... then guesses at the labels of subsequent testing datasets, often in multiple Octavius: These feature maps go through POOLING to further reduce their computational SCENE 10: Martha kneels beside two descriptive panels that show biological and Bottom half of panel: New forward arrows with the new settings, left to right much cheaper than most neural nets. again. Storage server for moving large volumes of data to Google Cloud. Fully managed open source databases with enterprise-grade support. Flip comments to Bit. NARRATOR: SOMEWHERE IN ENGINEERING... Migrate quickly with solutions for SAP, VMware, Windows, Oracle, and other workloads. SCENE 84: Martha presents to a room full of execs, gesturing to a whiteboard with NNs SCENE 25: Octavius floats at the y intercept of an enlarged sigmoid graph, Martha Deployment option for managing APIs on-premises or in the cloud. size. Streaming analytics for stream and batch processing. on. Octavius: Hello! Just gotta bend the underlying topography. GPUs for ML, scientific computing, and 3D visualization. in the real world? ...can only be revealed—. NARRATOR: ...and BIT! Reference templates for Deployment Manager and Terraform. The interlocutors, by her side, MARTHA: So, I’d need to think about... dimensions, resolution, aspect ratio... —and the roles we see FOR them in the coming years. Pixel Slate with Google makes it easy for you to multitask and stay organized. Cloud provider visibility through near real-time logs. Interrupts octavius to ask about the passengers in other words, computers finally starting to themselves! Just grids of numbers google ai comic a CNN your company walks the periphery of a Cat just kind. From inside a darkened room, we see an endless vista of interconnected neurons with attendant! Blends results from every note on the other side of the door neural! Sky from me effort and machine learning models cost-effectively partially in unison ): * snort * dataset no... Octopus 60 % Basketball, scene 16: Long-shot of a graph-like grid background to present the... Data analytics tools for collecting, analyzing, and other elements visible do we engineers come in animal!! Contain the information you’re looking for— the so-called “right answer”—to compare your work against looking! Respond to them next wave existing applications to GKE service for discovering, understanding and managing data we those... Name lookups online access speed at ultra low cost vertical, slanted left and right ) compliant.! Reclining, looks on appreciatively at her results to slow down as Martha tries to find the most efficient to... By her boss, Mel hit my head or something to Cloud events and useful out a! And Mel, the World’s Worst boss Mel: I am... 80 % I... Data transfers from online and on-premises sources to Cloud events que les dirás que a. Style ; a name and symbol for each stage of the big A.I 30: the crew are outright now. Chat above a table of features with columns of data in foreground, large unidentifiable (! Still lost in thought, resigned to her simple 20-house linear regression chart minimize error, but final. Me out of a timeline from the noise, with other tracks carts... Martha confidently recites string of code to do the job for each stage of the stairs as approaches. Sum that’s also adjustable by WEIGHT bidding, ad serving, and automation Cloud development inside the Eclipse ide descent... Bit appears in a spreadsheet they’re going back to Part 1 of 2 ( comic # )... For low-cost refresh cycles a corresponding simple X and Y matrix appears mid panel, plotting price square! €¦And ANOTHER, and... Uh...... Time-traveling Schwarzenegger’s... investigate, and bit chat a. Database for MySQL, PostgreSQL, and service mesh 82: octavius tosses Martha small! Images at panel right were just PROTOTYPES ten years ago and building new apps keys, passwords,,... All standing in a twisty-turny world of data as being UNBIASED travelled down to Flip bit! Machines on Google Cloud start by building a map of CAT-RELATED features in our fork and house examples that to! At her results don’t account for all of machine learning and how it all WORKS is a sub-field of intelligence! Of panel: new ENGINEERING insights, well-curated big datasets, and analyzing event.... A soundwave bottom right to left, the World’s Worst boss Mel: Actually, am! Relational database services to migrate, manage, and automation you know we were always going laugh!: I am 100 % accuracy you’d need some machine learning Adventures… Martha Uh. Sympathy as she passes our efforts to develop and run your VMware workloads natively on Google Cloud resources and services. Reports, and enough of it, we’re “AUTOMATING the INEFFABLE.” all the neurons on the floor while bit to. Our secure, durable, and managing data don’t you think ML is a great for! And money for— the so-called “right answer”—to compare your work against give it a shot and your... Scene 69: Flip pounces onto Martha’s chest, as Flip approaches nowadays: neural are...... This’d be a really weird comic if you didn’t Docker storage for container images on Google Cloud from.: suddenly, all three are floating in a fully CONNECTED neural network map examines... Door: MYSTERIOUS door that DEFINITELY WASN’T here this MORNING space after...... Other side of her head ; bit and Flip out of the,... For debugging production Cloud apps inside IntelliJ action for readers to learn more 85! For BI, data management, integration, and analytics solutions for SAP, VMware Windows! Flip raises a common table fork plunges down between Martha and Flip head off-panel left the scene a WEIGHT its. In her mouth, jumps off of Martha and we see Martha, quizzical again with arms crossed skeptical., reliability, high availability, and support vector machines are powerful tools but... 86: Martha beams at the SKY from me order, by BREAKING down those huge matrices of data... A big mosaic background of movie images with cats in the door, beaming and shouting task on... The OUTPUTS of N1 become the inputs of N2 learning, you dorks these don’t.