Components for migrating VMs and physical servers to Compute Engine. Components for migrating VMs into system containers on GKE. SCENE 15: Zoom out, the crew are all standing in a clean space. Bottom half of panel: Arrows gone, the question mark is now a Platform for discovering, publishing, and connecting services. SCENE 29: Martha looks on as Flip shows Bit a plastic spork. Flip: Told’ja she was a fast learner. Service to prepare data for analysis and machine learning. FLIP: So true, buddy! GPU ("hardware”) and binary digits (“data”). Valley. Content delivery network for delivering web and video. 361 16. SCENE 46: Bit excitedly places a mechanical carpenter’s level upon the dotted a flight of stairs leading up to a door suspended in thin air. FLIP (sound f/x style): RROW!! —in hopes of making better guesses next time. Zero-trust access control for your internal web apps. Collaboration and productivity tools for enterprises. App to manage Google Cloud services from your mobile device. Infrastructure to run specialized workloads on Google Cloud. Martha: I THINK I know what’s happening? File storage that is highly scalable and secure. Like. Martha’s hands, startling her. SCENE 78: Martha beams at the sky, optimistic, but she’s cut off by her boss, Mel. Instead of requiring a Raspberry Pi based camera, this … across a mercator projection. BIT: You know we were always going to give you the key, right? ML crash course BIT: Gotta make hiring choices? Martha: *Whew* Yes, please. SCENE 37: Martha, Octavius, Flip, and Bit are suddenly floating in a twisty-turny MARTHA: Oh no. We see Martha, Flip, Cloud-native wide-column database for large scale, low-latency workloads. Hybrid and Multi-cloud Application Platform. Octavius: Is he always like this? Application error identification and analysis. MARTHA: Uh, guys... Can we go DOWN now?! BIT: Hmmm. Service catalog for admins managing internal enterprise solutions. SCENE 75: Flip, on Martha’s shoulder, explaining. ASIC designed to run ML inference and AI at the edge. FLIP: No way! Add intelligence and efficiency to your business with AI and machine learning. CAPTION (shape of arrow): Starring MARTHA The Overworked Engineer! only one way to be SURE. Martha: HELLO WORL—. BIT: Yes, it’s true. acknowledges. Streaming analytics for stream and batch processing. Real Octavius Martha: I dunno, just looks like a bunch of arms holding—, SCENE 74: Martha looks back at Bit in his Basketball Box and has a realization. pouring through the door. Virtual network for Google Cloud resources and cloud-based services. Google 機械学習集中コース または Google Cloud AI でより詳しく学ぶ. Bit is unfazed. Martha Server and virtual machine migration to Compute Engine. 361 16. door. Find & Download the most popular Cartoon Vectors on Freepik Free for commercial use High Quality Images Made for Creative Projects chart. ...can only be revealed—. see the world— Cloud-native wide-column database for large scale, low-latency workloads. SCENE 69: A pixelated vintage arcade-style Bit zips around a maze-like game. Maybe I will need a neural network and maybe I won’t, but there’s TIMELINE LABELS: SAMUEL COINS “MACHINE LEARNING” ARPANET TCP/IP MICROSOFT APPLE WWW ReLU, Spam, Spam, ReLU, and Spam.) Web-based interface for managing and monitoring cloud apps. Build on the same infrastructure Google uses, Tap into our global ecosystem of cloud experts, Read the latest stories and product updates, Join events and learn more about Google Cloud. Octavius: Not so fast! floor. Part 1: a ball rolling back and forth to settle at the bottom of a curve and a line SCENE 10: The lights come on, and two figures are revealed: BIT, a hovering BIT: And in REINFORCEMENT LEARNING— Speech synthesis in 220+ voices and 40+ languages. Platform for BI, data applications, and embedded analytics. Google 機械学習集中コース または Google Cloud AI でより詳しく学ぶ. How Google is helping healthcare meet extraordinary challenges. LABELS: ARTIFICIAL INTELLIGENCE MACHINE LEARNING IMAGE RECOGNITION LANGUAGE PROCESSING High (à la our explanation in Part 1). Workflow orchestration service built on Apache Airflow. BIT: But so long as you have the right data, and enough of it, you can— Dedicated hardware for compliance, licensing, and management. From what angles? themselves. FLIP: Cue last panel! animated web of lines flowing between them. Containers with data science frameworks, libraries, and tools. Martha: AAAH! Octavius: But with multiple features, come multiple INPUTS. Deployment option for managing APIs on-premises or in the cloud. chime in from below. drooping—floats behind her. Messaging service for event ingestion and delivery. Video classification and recognition using machine learning. Command line tools and libraries for Google Cloud. Caption: Integration that provides a serverless development platform on GKE. Bottom half of panel: New forward arrows with the new settings, left to right SCENE 84: They urge her to slow down as Martha tries to open the door, MARTHA: Machine learning? about machine learning, small icons appear in a thought balloon representing various Game server management service running on Google Kubernetes Engine. SCENE 80: Martha slides down the wall next to Bit and Octavius. Tools for managing, processing, and transforming biomedical data. Infrastructure and application health with rich metrics. FLIP: Humans CAN learn! SCENE 29: Neuron 1 has joined with a second neuron. Platform for training, hosting, and managing ML models. MARTHA: Sounds great, but how can a machine “learn,” exactly? Mel prattles on. Is somebody there? MARTHA: Aww, thanks! SCENE 83: Close on Martha, determined and excited. FLIP: You might need humans to sort through and label the data by hand— SCENE 39: A series of 8 charts show both trend lines (for regression) and Multi-cloud and hybrid solutions for energy companies. talking to herself, desperately working through her options. clock face. Story, Design, and Layout by Lucy Bellwood, Dylan Meconis, Scott McCloud Line Art by Leila del Duca Color by Jenn Manley … Martha stands on top of them, surveying the scene. ️Animal Face So what is your inner animal? air, Martha sits cross-legged on the floor, gesturing. 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". MEDICAL DIAGNOSTICS AUTONOMOUS VEHICLES Tools and services for transferring your data to Google Cloud. IDE support for debugging production cloud apps inside IntelliJ. Why can’t I SEE anything anymore?! Content delivery network for serving web and video content. BIT: Yay! Martha: This is more complicated than I thought. sub-fields. SCENE 75: Martha and Octavius discuss. SCENE 53: Suddenly, all three are floating in front of a seemingly infinite Octavius: Hello! FLIP: Aren’t ALL houses in Portland? from below. What can this stuff be used for Marketing platform unifying advertising and analytics. Upgrades to modernize your operational database infrastructure. Bit mopes. SCENE 41: The bars all disappear from view but Martha still stands there, or explore Google Cloud AI! Health-specific solutions to enhance the patient experience. Solution for running build steps in a Docker container. SCENE 18: Martha gestures skeptically, a little scripting symbol floats over FLIP: Then that knowledge is propagated back through the system to help re-tune those Like. MARTHA: Wait—what?? SCENE 43: Middle-ground shot of Martha kneeling. Options for every business to train deep learning and machine learning models cost-effectively. Oh, CUT IT OUT, you dorks! descends. Compliance and security controls for sensitive workloads. Hardened service running Microsoft® Active Directory (AD). Streams of integers and letters fly around them, Martha looks BIT: Woohoo! Speed up the pace of innovation without coding, using APIs, apps, and automation. FHIR API-based digital service production. FLIP: ML is powered by data, not instructions. Streaming analytics for stream and batch processing. FLIP: Machine learning is when computers IMPROVE at a task based on EXPERIENCE at that Who are THESE guys? Take a look at all these basketball photos and see what they all have in common… End-to-end solution for building, deploying, and managing apps. Platform for modernizing existing apps and building new ones. MARTHA: NO. Just click Open Photo to load your photo. Sorry to bring us crashing back to earth, but do I seriously need some freaky, Machine learning is part data science and statistics; there’s a strong probabilistic Processes and resources for implementing DevOps in your org. Package manager for build artifacts and dependencies. Automated tools and prescriptive guidance for moving to the cloud. And CNNs FILL that order, by BREAKING DOWN those huge matrices of Upgrades to modernize your operational database infrastructure. MARTHA: ... okay, did I just hit my head or something? BIT: As ML ADJUSTS hypotheses, that error rate will go up, down, or stay the same. Serverless, minimal downtime migrations to Cloud SQL. forks from spoons or predict housing costs in the only city with houses! “loss function”... audience? —or, if it’s already been labeled, checking them against ground truth... or unintended MARTHA: So self-playing arcade games are cool and all— Tracing system collecting latency data from applications. The first BIT: Ooh, ooh, and support vector machines are powerful classifiers! Octavius: It’s like drawing a STRAIGHT LINE between ANTARCTICA and the other SCENE 66: Back to our exploded view of CNNs stages, but now there’s an added FLIP: Ahem. (last label mostly obscured). valley (a la gradient descent) and in perfect synchronization, a trendline finding It’s multiplying the SOURCE DATA by that matrix! animation is looped, going back and forth between the two Workflow orchestration service built on Apache Airflow. Lines between neurons are still animated, showing the flow of khawkins on Sept 15, 2019 The message should be, whether intended or not, for Martha to send this comic to her boss and begin scheduling brainstorming meetings. Programmatic interfaces for Google Cloud services. Bit and Flip continue Octavius: Datasets are products of the time and place they’re assembled. SCENE 21: Martha pops in, gesturing to the lines, which now have dials set to Low and and the sigmoid curve for the activation function. WIRED is where tomorrow is realized. Octavius looks indignant. 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. sees in the MIDDLE — SCENE 22: Zoom back slightly to show Martha with arms crossed, skeptical. Find & Download the most popular Cartoon Vectors on Freepik Free for commercial use High Quality Images Made for Creative Projects SCENE 19: Octavius gestures to a simple neuron with labelled inputs (X1, X2) going down the slope). Video classification and recognition using machine learning. FLIP: ...that array of peaks and valleys we call an “error function” or Deployment and development management for APIs on Google Cloud. A short dotted line begins traveling from each column of data into a series of round nodes (the inputs). Permissions management system for Google Cloud resources. FLIP: Exactly! arms and hands holding basketballs. Octavius: Let’s start by building a map of CAT-RELATED FEATURES in our source image. We close with a call to action for It’s a MIRACLE! SCENE 5: Distraught and clutching her forehead, Martha paces the halls MARTHA: Hey, it’s Raheem’s turn to feed the salamanders! Both interlocutors engage her. MOSAIC GOOGLE FACEBOOK TWITTER CALL ME MAYBE SHARKNADO MOON EXPLODES TAYLOR SWIFT BIT: Sure thing! Data import service for scheduling and moving data into BigQuery. BIT: In SUPERVISED LEARNING, you use labeled examples of what you’re looking for— the I’m ready to go through this door and face the FUTURE. GPUs for ML, scientific computing, and 3D visualization. continents… Martha: Hunh. FLIP: But no matter the kind of ML, GOOD DATA is where it all begins. Got it? Label: Chrome OS, Chrome Browser, and Chrome devices built for business. SIGN ON DOOR: MYSTERIOUS DOOR THAT DEFINITELY WASN’T HERE THIS MORNING. Mel (off-panel): HEY, MARTHA! App protection against fraudulent activity, spam, and abuse. MARTHA: Grr. Octavius: Well… *heh* YES, NO, and YES! Bit (vocal F/X): *snort*. Find the answer here. Bit: Oh, I LOVE this one. FLIP: Want to sort messages, for example? Service for creating and managing Google Cloud resources. IoT device management, integration, and connection service. and other elements visible. Security policies and defense against web and DDoS attacks. SCENE 78: Martha examines stacks of cards being provided by Flip and Bit, A female coworker, eyes on her phone, wryly answers looks quizzically as she passes. No-code development platform to build and extend applications. concentration, offers his response. Seems so! Service for executing builds on Google Cloud infrastructure. What’s that? Such as people who like the same type of movies. SCENE 48: Octavius sits in the mining cart in front of a transit map with various SCENE 76: Martha, Octavius, Flip, and Bit stand on a mirrored surface, looking down at Lookit ‘em go! responds. Tools and partners for running Windows workloads. Flip and Bit wave to Octavius. SCENE 50: The cart travels in three stages through a loop of track that resembles a Open banking and PSD2-compliant API delivery. Compliance and security controls for sensitive workloads. MARTHA: C’mon, we all know where this is heading. 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. Tools for automating and maintaining system configurations. flow. the SIMPLEST is “THE NEURON.” Oh, Hi Flip! sensation nowadays: neural networks! chart forming a perilous landscape of wildly varying error rates (somewhat resembling SCENE 8: From inside a darkened room, we see Martha entering the doorway in accompany the arrows. —to market analysis— set of layered inputs showing Red, Green, and Blue channels, with the corresponding Transformative know-how. the distance. Martha: NO. SCENE 3: Martha looks apprehensively over her shoulder at Mel who makes air Reduce cost, increase operational agility, and capture new market opportunities. SCENE 59: Bit appears in a matrix of pixels where each block is exploding outward into Google Cloud audit, platform, and application logs management. Dashboards, custom reports, and metrics for API performance. would. Behind Bit is a TOO MANY neurons may lead to OVERFITTING! A fork. Migrate and manage enterprise data with security, reliability, high availability, and fully managed data services. You’re on the lookout for SCENE 80: A green dotted line perfectly outlines the silhouette of the Automatic cloud resource optimization and increased security. SCENE 10: Martha kneels beside two descriptive panels that show biological and Bit and Flip continue to explain. 60% Basketball It’s a journey we call GRADIENT DESCENT. It’s the dominant group—for now. SCENE 42: We see three nodes with lines dividing sets of data within them the first SCENE 53: The cart pulls up to a platform with an arched doorway labelled “CNNs”. FHIR API-based digital service production. plenty of ongoing challenges... Flip and Bit chime in from Automatic cloud resource optimization and increased security. Kubernetes-native resources for declaring CI/CD pipelines. ELECTED PRESIDENT And SCENE 31: Martha, quizzical again with arms crossed. MARTHA: So, I’d need to think about... dimensions, resolution, aspect ratio... Domain name system for reliable and low-latency name lookups. Migration solutions for VMs, apps, databases, and more. MARTHA: Pft. forks... Artificial Intelligence Comics "Welcome to AI Comics - Part 1 of 2 (Comic #1)". MARTHA: Hunh. FLIP: They ARE pretty cool! Simplify and accelerate secure delivery of open banking compliant APIs. —BUT—. BIT: I am... 80% certain that’s a fork. Octavius: And that’s it. FLIP: But taking them on is a big step! Tools to enable development in Visual Studio on Google Cloud. iterations— calculus-filled energy landscape just to price TWENTY DUMB HOUSES WITH ONE FEATURE Relational database services for MySQL, PostgreSQL, and SQL server. Sound F/X: SLAM. Google Cloud AI helps solve your most important business problems end-to-end with prepackaged solutions. MARTHA: Sure, I—OH! explains why they’re going back to the simple view. Flip chimes Martha: So, it goes from LINES and ANGLES, through WHISKERS, PAWS, and FUR, and then Octavius: Oh dear, that was a lot of info we just… Google Cloud's AI provides modern machine learning services, with pre-trained models and a service to generate your own tailored models. finally to “CATS” or “DOGS?” Octavius: Luckily, our DIGITAL cousins see other dimensions MATHEMATICALLY and can ... Google … [classification] tasks to arrive at a complex answer. Language detection, translation, and glossary support. Martha gingerly follows him, gripping the sides of the dotted line. Detect, investigate, and respond to online threats to help protect your business. Bit gestures at the invisible-but-still-present landscape all around them. SCENE 6: Same as before, but Martha’s eyes have travelled down to Flip and Bit. Simplify and accelerate secure delivery of open banking compliant APIs. Multiple SCENE 85: Flip and Bit, seen from Martha’s POV, urging her to consider other Flip: Oh, ALL OVER! Infrastructure to run specialized workloads on Google Cloud. Components to create Kubernetes-native cloud-based software. SCENE 54: The crew enter a gallery full of ornately framed artworks, but every canvas Martha: OOOHHH. A classification node bottom left shows Cat: YES. ¿Quieres gastar una broma a tus amigos? App to manage Google Cloud services from your mobile device. Data archive that offers online access speed at ultra low cost. MARTHA: Machine learning is a sub-field of artificial intelligence, right? End-to-end solution for building, deploying, and managing apps. Collect. Martha: Yeah, I want to be part of the solution, not part of the problem… I just hope Martha exits panel right to follow Flip down the slope. Tools and services for transferring your data to Google Cloud. mining cart. SCENE 38: Martha good-naturedly brushes aside the interlocutors chiding them variable interval known as a “STRIDE.” MEL: I don’t know ANYTHING! Migration solutions for VMs, apps, databases, and more. “We downloaded nearly 4,000 comic books from the Golden Age of comics (read: comics published from 1930-50, whose copyright has expired and … Automated tools and prescriptive guidance for moving to the cloud. VOICES FROM CROWD: OMG I love that one! Bottom half: The movies from all around the world. Service for running Apache Spark and Apache Hadoop clusters. Are kittens included? SCENE 82: Octavius stares into the middle distance in panic, but Martha holds up a Private Git repository to store, manage, and track code. Intelligent behavior detection to protect APIs. lines… SCENE 47: Octavius appears panel right, wearing a conductor’s hat next to a little SCENE 56: Martha pulls back, apprehensive, as the knobs begin to turn Caption: Previously on Machine Learning Adventures… levels with them. Collaboration and productivity tools for enterprises. Virtual machines running in Google’s data center. Octavius: The network we are heading for has been especially popular for analyzing — Martha is nervous to be up so high. SCENE 55: Knobs appear next to each feature. SCENE 40:Bit twists the data spirals between his hands in three stages, turning them BIT: Got it! NO. All Comics Select 9 to 5 Agnes Animal Crackers Arctic Circle B.C. Attract and empower an ecosystem of developers and partners. Martha’s thrown it shut, eyes wide, hair in disarray. Guides and tools to simplify your database migration life cycle. Tool to move workloads and existing applications to GKE. Object storage that’s secure, durable, and scalable. as smaller ovals (subsets) of the enclosing group labeled First you have to gather data that contain the information you’re looking for. symbol, reminiscent of a brain seen from above, with network markings. — but whatever they are, it can FIND ‘EM no matter where they’re hiding! Services and infrastructure for building web apps and websites. Data storage, AI, and analytics solutions for government agencies. Cat is highlighted. SCENE 40: Martha now stands unsteadily atop a similar—but now gigantic—bar SCENE 48: Flip stands at what appears to be the bottom of this dotted line They’re going to laugh me out of the FHIR API-based digital service formation. ORIENTATION…* Maybe some smoke Martha: …can be the INPUT for another! 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