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Modernization and Improvement
AI: What to use and when – BRK2292

AI: What to use and when – BRK2292


HELLO, EVERYBODY. MY NAME IS BUCK WOOKY. I WORK HERE AT MICROSOFT. I KNOW THAT SURPRISES A LOT OF PEOPLE. AND WE ARE GOING TO BE COVERING A STUNNING AMOUNT OF INFORMATION IN A VERY FAR TOO LIMITED SHORT AMOUNT OF TIME. AND SO THE DEAL IS I’M GOING TO TALK QUITE QUICKLY AND WE ARE GOING TO COVER A LOT OF INFORMATION QUICKLY BUT YOU LOOK LIKE VERY INTELLIGENT PEOPLE. YOU LOOK MOSTLY AWAKE. SO WE ARE GOING TO BE MOVING FAST. IF I TALK FAST, YOU LISTEN FAST. IS THAT GOOD? THE KEY IS THAT WE BOTH STOP AT THE SAME TIME. I STOP TALKING AND YOU STOP LISTENING. NEITHER ONE OF THOSE THINGS SHOULD HAPPEN BEFORE THE OTHER. SO LET’S GET STARTED. WE ARE GOING TO BE TALKING ABOUT THE AZURE AI SOLUTIONS AND TECHNOLOGIES ALL OF THEM IN 45 MINUTES. AND WHAT TO USE WHEN. YOU WILL GET A PROCESS. THAT’S WHAT WE ARE GOING TO FOCUS ON HOW TO FIGURING OUT WITH ALL OF THE STUFF YOU HAVE SEEN ANNOUNCE NOD WHEN DO YOU USE WHAT AND WHAT IS THE METHODOLOGY FOR THAT. I AM GOING TO COVER EVERYTHING. WE ARE GOING TO PACK A RATHER STUNNING AMOUNT OF INFORMATION INTO A SHORT PERIOD OF TIME. BUT WE WANT TO START OFF ALWAYS, ALWAYS, ALWAYS WITH ETHICS. SO IF YOU HAVE GOT YOUR LITTLE COMPUTING DEVICE YOU ARE WELCOME TO HIT THIS TINY URL. WE WILL CALL OUT A WHOLE BUNCH OF INFORMATION AT ONCE. I PROMISE TO PROVIDE TO YOU AT NO EXTRA CHARGE A FULLY FORMED POWERPOINT PRESENTATION FILE WITH ALL OF THE LINKS TO EVERYTHING WE’LL COVER TODAY. SOUND GOOD? ALL RIGHT. SO WHENEVER YOU START OUT WITH AN AI PROJECT BEFORE YOU PICK A SINGLE TECHNOLOGY BEFORE YOU LOOK AT A SINGLE PROBLEM OR PROJECT GO TO THIS SITE IT IS VERY SHORT. IT IS A QUICK LITTLE 5 MINUTE THING YOU CAN WONDER THROUGH IT. THERE IS A BOOK TO GO DEEP. EVERYTHING HAS THE ABILITY TO GO THROUGH QUICKLY OR TO SPEND AS MUCH TIME AS YOU WOULD LIKE ON IT. FAIR ENOUGH? LET’S TAKE A LOOK AT THAT SITE. LET ME GO OVER HERE TO MY WEB BROWSER AND WE ARE — NOT THAT ONE. SO THE EDGE CALL AI. YOU NEED A BARRY MADE A JAVASCRIPT FILE AND THE SCREEN SIZE IS WRONG BECAUSE I’M SHOWING IT HERE. AT THE END OF THIS THIS IS A FULL FREE BOOK YOU CAN DOWNLOAD. ON THAT VERY FIRST PAGE YOU SEE HERE IS THE FUTURE COMPUTED WHICH IS WRITTEN BY OUR LEGAL TEAM. YOU NEED TO START OUT WITH ETHICS. THAT IS NUMBER 1. IT IS THE THING YOU NEED TO THINK ABOUT FIRST BEFORE YOU DO ANYTHING ELSE. THE REASON WHY IS ARTIFICIAL INTELLIGENCE IS VERY POWERFUL. WE ARE MAKING IT MORE POWERFUL. SOME OF YOU MAY HAVE SEEN THE ANNOUNCEMENT WE MADE THAT WE ARE MAKING SPEECH SOUND MORE HUMAN. HAVE YOU SEEN THAT ONE? IF YOU GET A CHANCE LOOK AT THE IMPROVEMENTS WE HAVE MADE IN THE SPEECH SECTION WHERE YOU CAN TAKE TEXT AND IT WILL READ IT OUT. IT USED TO SOUND LIKE THIS AND THEY SOUNDED LIKE A COMPUTER. THE NEW ONES SOUND LIKE A PERSON. THAT’S VERY HELPFUL. YES, IT HAS GOT THE ABILITY TO BE ABUSED. BUT IT ALSO HAS THE ABILITY FOR YOU TO HELP PEOPLE WHO HAVE LIMITED VISION AND OTHER THINGS. BUT YOU NEED TO START WITH ETHICS. EVERYBODY GOOD WITH THAT ONE? MOVING ON. WHAT IS THE DEAL WITH ARTIFICIAL INTELLIGENCE? FIRST OF ALL PEOPLE ASK ME, IS IT REAL? IS THIS A THING? WE HAVE BEEN HEARING ABOUT ARTIFICIAL INTELLIGENCE FOR HOW LONG? I STARTED OUT WITH AI OUR EXPERT SYSTEMS BACK WHEN IT WAS A DECISION TREES AND IF THEN STATEMENTS. I STARTED WITH THAT IN THE ’70s. ARTIFICIAL INTELLIGENCE WAS A THING IT WAS NOWHERE NEAR AS OWE THEY CALL THAT AI. THIS OLDER SESSION THAT WE HAD JUST DIDN’T HAVE THE COMPUTING POWER THAT WE NEED TODAY DO THE THINGS WE NEED TODAY DO. AND AS WE WENT FORWARD WE TOOK A LOOK AT THINGS AS NEURO NETWORKS. THIS WAS THE NEXT BIG IMPROVEMENT. FOR NEURO NETWORKS TO WORK HE NEEDED VAST AMOUNTS OF DATA. FROM THERE, WE CAME INTO HOW MUCH HAVE EVER HEARD OF DATA MINING. PEOPLE PUT TOGETHER DATA MINING AND DATA INTELLIGENCE. DATA MINING IS PREDICTIVE STATISTICAL ALGORITHMS WE COULD DO THOSE ACROSS SEQUEL SERVER HAD THIS EMBEDDED IN IT. SO WE WENT THROUGH THE HYPE CYCLE BEFORE. THIS TIME IT IS REAL. ONE OF THE THINGS I GET ASKED A GREAT DEAL WHEN I MEET WITH DATA SCIENCE TEAMS IS IT REAL THIS TIME? IS IT REAL THIS TIME? THE ANSWER IS YES. WHAT HAPPENED WAS, THE GOOD OLD FASHIONED AI FROM THE ’70s AND THE NEURO NETWORKS GOT TOGETHER AND THEY LOVED EACH OTHER VERY MUCH. 9 MONTHS LATER MACHINE LEARNING WAS BORN. THAT’S LITERALLY WHERE MACHINE LEARNING COMES FROM. IT IS THE COMBINATION OF OUR DATA MINING EXPERIENCE, OUR GOOD OLD FASHIONED AI EXPERIENCE AND NEURO NETWORKS. THERE ARE 3 BIG PIECES THAT MAKE THIS TRUE NOW. THIS IS NOT MARKET WEAR THIS IS WHAT YOU WILL NEED TO FOCUS ON IF YOU WANT TO BE SUCCESSFUL IN YOUR ARTIFICIAL INTELLIGENCE CONSTRUCTS. WE WILL NOT GO INTO THE MATH TODAY. I WILL ALLUDE TO A LOT OF IT AND I WILL GIVE YOU RESOURCES TO FIND IT. SO THE FIRST THING WE THINK ABOUT IS BIG DATA. WE NEED LOTS AND LOTS OF DATA TO DO AI. WE WANT THE DETAIL. TO DO THAT WE NEED THE ABILITY TO WALK ACROSS THAT WITH VARIOUS ALGORITHM. THOSE ALGORITHMS WE HAVE ARE VERY KNEW. WE HAVE NETWORKS AND RECOUPLE BENT NETWORKS AND WE HAVE NEURO NETS AND WE HAVE ALL KINDS OF MATH THAT WE CAN USE TO WALK ACROSS THESE THINGS. WE HAVE SYSTEMS WE CAN USE TO DO IT. WE HAVE GOT BOTH SERVICES AND WE HAVE GOT SERVERS THEMSELVES THAT CAN WALK THROUGH THIS. SO AI IS REAL. AND IT REALLY WILL HAPPEN. IT IS HAPPENING AND THE PLACES YOU ARE GOING TO SEE IT WILL SURPRISE YOU. SO LET’S TALK ABOUT WHERE THAT IS. SO WHEN WE THINK ABOUT ALL OF THE THINGS THAT YOU ARE LEARNING ABOUT AI DURING THIS CONFERENCE I WANT TO YOU THINK ABOUT 4 THINGS. JUST 4. NUMBER 1, USING AI. EVERYBODY SAY USE AI. VERY GOOD. I WAS GOING TO CALL YOU WEAK BUT THAT WASN’T WEAK THAT WAS WELL HARD. THE CARD PEOPLE ARE SAYING A AWAKE. THAT’S WHERE YOU START. NEXT WE SAY INCLUDE AI. SAY INCLUDE AI. EXCELLENT. THERE WILL BE A TEST ON THIS LATER. THIS MEANS YOU CAN WRITE CODE. VIDEO STUDIO COAT. .NET. YOU CAN DO GRAPH A YOU CAN DO COMMAND LINED. HOW MANY HAVE HEARD OF CURL? YOU CAN CALL THESE SERVICES FROM CURL AND GET AN ANSWER. WE HAVE BUILT STUFF FOR YOU THAT I WILL SHOW YOU IN A FEW MOMENTS. YOU DON’T HAVE TO WRITE ANYTHING. THERE IS NO DATA SCIENCE CODE. THERE IS NO MATH. YOU CAN SIMPLY CALL AND THESE ARE THERE WAITING FOR YOU. I WILL SHOW YOU WHEN WITH TO PICK THESE. NEXT OF COURSE WE NEED TO CREATE SOME AI. WE NEED TO CALL THESE SERVICES OR CREATE THESE SERVICES. EVERYONE SAY CREATE AI. EXCELLENT. THERE IS A METHOD TO MY MADNESS I’M KEEPING YOU AWAKE. I AM I AM PLANTING MEMORIES IN YOUR HEAD. WE HAVE USE, INCLUDE AND SOMETIMES YOU NEED TO BUILD YOUR OWN AE. WE WILL TALK ABOUT WHEN YOU NEED TO DO THAT. FINALLY IT IS REALLY DIFFICULT TO LOCATE ALL OF THESE THINGS. SO WE HAVE HELPED YOU WITH THAT WITH FINDING AI. EVERYBODY SAY FIND AI. ALL RIGHT. THE REST OF THE SESSION IS GOING TO BE ON THESE CONSTRUCTS ARE WE GOOD? EVERYBODY GOOD? GO LIKE THIS. AWESOME. HERE WE GO. THIS IS YOUR FIRST URL. BECAUSE I KNOW SOME OF YOU ARE I AM PATIENT AND YOU DON’T WANT TO WAIT FOR THE POWERPOINT DECK YOU WANT TO TAKE YOUR MILLENNIUM COMMUNICATION DEVICE AND USE THE I’M TAKING A PICTURE INSTEAD OF BEING ON VACATION AND YOU CAN TAKE A PICTURE OF THIS SCREEN. WHAT IS THIS? THIS PARTICULAR LINK WE HAVE. I AM GOING TO POP OVER THERE NOW YOU HAVE THAT TAKEN A PICTURE OF IT. AND LET’S GET RID OF EDGE ICS I HAVE A FULL ARTICLE ON EVERYTHING THAT LINK YOU JUST SAW IS EVERYTHING YOU NEED TO DO TO LEARN HOW TO USE ANY OF THESE WITH ABSOLUTELY TONS OF LINKS LEARNING PATHS, AI SCHOOLS AND SO ON. IS THAT USEFUL? OKAY. GOOD STUFF. YES, I CAN. I WILL EVEN STAY HERE. SEE, I TOLD YOU YOU WANT TO TAKE A PICTURE. I KNEW YOU WERE I AM PATIENT. I CAN TELL THAT YOU ARE IMPATIENT. THAT’S OKAY. I AM TOO. GOOD? HERE WE GO. ALL RIGHT WE START OUT. WE SAID WITH USE AI. THAT’S WHAT YOU TOLD ME. THE FIRST PLACE TO LOOK AT CORTANA. THAT IS MY BEST FRIEND. MY WIFE IS SO HAPPY SINCE CORTANA I DON’T BOTHER HER ANY MORE. WE HAVE A THOUSAND SKILLS. 133 MILLION USERS. 12 BILLION QUESTIONS THAT IT CAN ANSWER THAT IS BEING ADDED TO ALL OF THE TIME. AS YOU KNOW WE HAVE ANNOUNCED A PARTNERSHIP WITH ALEXA. SOME OF YOU LISTENING AT HOME YOUR SYSTEM JUST WOKE UP. ALEXA PLAY ONE DIRECTION. I’M SORRY THAT WAS WRONG. ALEXA PLAY BRITNEY SPEARS. THAT WAS JUST WRONG. ALEXA, DON’T DO ANYTHING. HERE IS THE DEAL. INSIDE CORTANA IF YOU CLICK MOST OF YOU HAVE NOT CLICKED THE LITTLE GEAR ICON ON THE CORTANAICON YOU CAN OPT INTO 365, OFFICE 365 AND SO ON. IT WILL DO THINGS LIKE REMIND YOU THAT YOUR FLIGHT IS COMING UP POTENTIALLY EVEN FIND YOU A QUICKER FLIGHT OR A CHEAPER FLIGHT. IT WILL REMIND YOU WHO YOU HAVE TALKED TO AND WHAT YOU TALKED ABOUT AND THE E-MAILS THAT YOU SENT AND SO ON. THE MORE YOU LET IT SEE THE MORE IT DOES. WE ARE SERIOUS ABOUT PRIVACY. DON’T HAVE TIME TO COVER THAT BUT I WILL ALLUDE TO IT IN OUR LINKS. MAKE SURE YOU USE CORTANA. THERE IS EVEN MORE. WAIT, THERE IS MORE. THE NEXT PLACE WE SEE IS USING AI IS WHAT YOU HAVE. YOU MAY NOT BE AWARE. INSIDE OF OFFICE WE HAVE EMBEDDED AI. IT IS NOT JUST LIP SERVICE IT IS REAL AI. HOW MANY HAVE EVER DONE FLASH FILL. NOT COPY FILL. COPY FILL. I HAVE A RESOURCE FOR YOU IN A LITTLE BIT. THAT IS OUT OF MICROSOFT RESEARCH. YOU CAN TYPE IN A COLUMN SEVERAL COLUMNS OF DATA TO THE RIGHT OF IT TYPE WHAT YOU WOULD LIKE IT TO LOOK LIKE IT WILL FIGURE OUT WHAT YOU WERE TRYING TO DO AND IF I AM OUT THE REST OF THE COLUMNS FOR YOU. I HAVE GOT A LINK FOR IS THAT. DYNAMICS WE HAVE MADE ALL KINDS OF ANNOUNCEMENTS INSIDE THE DYNAMIC SPACE. HOW MANY OF YOU EVEN KNOW WHAT MICROSOFT PIX IS? ANYBODY? NOW YOU ARE GOING TO TAKE A NOTE TO LOOK UM WHAT PIX IS AND FIGURE THAT OUT. SKYPE HAS AI SO DOES TEAM. WE ARE NOT HERE TO TALK MUCH ABOUT THE OFFICE PLACES I DO HAVE 2 LINKS FOR YOU. TAKE YOUR PICTURES. TAKE YOUR PICTURES. LADIES AND GENTLEMEN, PICTURE TIME. EVERYBODY GOT IT. EVERYBODY GOT IT. ARE YOU SERIOUS TAKING A PICTURE WITH A TABLET? IS THAT WHAT YOU ARE DOING? THAT IS AWESOME. YOU ARE A BRAVE MAN, SIR. THAT IS AWESOME. I AM BRAVE. THAT IS AWESOME. JUST TO SHOW YOU THE LINKS WHAT IS IN THEM THERE IS A FULL FLASH DEMO. THIS PERSON HAS TYPED MICHAEL HATLEY IN THE LIST ABOVE. IT TRIPPED OUT THE MIDDLE NAME UPPER CASED THE FIRST AND LAST. IT FILLS IT OUT AS A VALUE FOR YOU. AND IT GOES FURTHER HOW MANY HAVE HEARD OF PROSE. WRITE THAT DOWN THAT IS A DATA TOOL. YOU CAN CALL WHAT WE ARE DOING IN HERE INSIDE C SHARP OR JAVA CODE OR PYTHON CODE. THERE IS A FULL VIDEO THERE IS A FULL VIDEO HERE ON ALL OF THE OFFICE AI STUFF THAT YOU PROBABLY DON’T EVEN KNOW YOU HAVE. LADIES AND GENTLEMEN WE HAVEN’T EVEN SCRATCHED THE SURFACE WE HAVEN’T GOTTEN TO THE PART WHERE THE DATA PROFESSIONAL OR THE DEVELOPER HAS TO DO ANYTHING. YOU DO NEED TO LET YOUR ORGANIZATIONS KNOW THAT THESE THINGS ARE IN OFFICE. ARE WE GOOD? AWESOME. NEXT MOVING ON FROM USING AI, SO THE USING AI WHAT DO YOU HAVE TO DO? NOTHING YOU JUST HAVE TO LEARN ABOUT IT. THAT’S IT. YOU ARE ALREADY USING IT. WHERE IS MY OLD GUY. REMEMBER THE COMMERCIAL WHERE THE LADY IS SOAKING HER HANDS I AM USING THIS NEW DISH WASHING LIQUID. TELL ME ABOUT IT. YOU ARE SOAKING IN IT. THIS IS THAT. YOU ARE SOAKING IN IT. FOR THE REST OF YOU THAT REFERENCE WENT BY YOU I’M SORRY. OKAY. NOW WE ARE GOING TO INCLUDE AI IN OUR SERVICES. SO WE HAVE A FEW THINGS HERE. COGNITIVE SERVICES THE ABILITY TO IT IS ITEMIZE A COGNITIVE SERVICE THE BOT FRAMEWORK AND KNOWLEDGE MINING NOT TO BE CONFUSED WITH KNOWLEDGE MANAGEMENT. LET’S GET STARTED. ARTIFICIAL INTELLIGENCE IS DEFINED AS THE ACT OF A COMPUTING PROGRAM ACTING LIKE HUMAN REASONING. WE OFTEN THINK ABOUT THAT IN TERMS OF OUR 5 SENSES, SIGHT, SMELL, TOUCH THAT SORT OF THING. SO WE HAVE MIMICKED THAT. THIS IS ARTIFICIAL INTELLIGENCE WE HAVE SEVERAL SERVICES ALREADY BUILT. LET ME EXPLAIN WHAT YOU DO HERE. YOU WRITE CODE. JAVA, C SHARP, F SHARP ANY.NET EVEN CURL. YOU SEND IT WHAT IT NEEDS TO HAVE IN SOME CASES LIKE A PICTURE. IT WILL SEND YOU BACK THE PREDICTION OR CLASSIFICATION THAT YOU REQUESTED. THAT’S IT. THAT’S ALL THERE IS TO IT. IT WILL SEND IT BACK IN A JSON DOCUMENT. JAVA DESCRIPTION OBJECT NOTATION. EVERYTHING WAS INI FILES THEN XML RULED THE WORLD. NOW THEY DECIDE THAT HAD JSON. RIGHT NOW YOU GET A JSON DOCUMENT BACK. WE HAVE VISION. SPEECH, LANGUAGE, KNOWLEDGE AND SEARCH. THEN WE HAVE A LABS AREA. LET’S DIVE INTO THESE A LITTLE CLOSER. THE FIRST ONE IS VISION. YOU CAN SEND A VIDEO TO THE VISION SERVICE YOU GET A KEY. YOU PUT THAT KEY AND THE VIDEO INSIDE YOUR CALL IN YOUR CODE. IT COMES BACK FULLY INDEXED. SO IF YOU NEED TO SEE WHERE WAS THAT PLACE THAT BUCK TALKED ABOUT BEING OLD? YOU CAN FIND THAT. RIGHT? THAT’S WHAT THAT IS FOR. WE HAVE COMPUTER VISION. SO IF YOU JUST NEED TO IDENTIFY THAT’S AN APPLE. THAT IS A PEER. PEAR. THIS IS THE COLOR GROPE AND SO ON YOU WILL GET THAT BACK IN THE JSON DOCUMENT BY MERING SENDING THE PICTURE UP. WE ALSO HAVE THE ABILITY TO RECOGNIZE FACES. WE CAN RECOGNIZE THAT IT IS A FACE. WE CAN TELL YOU IF THAT FACE IS HAPPY, SAD OR NEUTRAL. THERE ARE REAL USES FOR THIS BY THE WAY. WE CAN ALSO GUESS AS TO HOW OLD YOU ARE. THERE IS THAT AS WELL. WE CAN DO THIS WITH DOGS WHICH IS REALLY BY CZAR. TAKE MICROSOFT WHICH DEALING. IT WILL SEND YOU SEND UP A PICTURE IT WILL TELL YOU WHAT KIND OF DOG THAT IS. IT WILL GUESS. I PUT MY PICTURE IN THERE JUST BECAUSE I HAD TO DO IT. YOU ARE GOING TO DO IT. YOU KNOW YOU WILL DO THAT. I PUT MY PICTURE IN THERE IT TURNS OUT I AM A GOLDEN RETRIEVER. I DON’T KNOW WHAT THAT MEANS. ANOTHER THING WE CAN TELL IS THE CONTENT MODERATION. IF YOU ARE PART OF GDPR AND ANY WEBSITE THAT ACCEPTS GRAPHICS INTO THE WEBSITE YOU CAN MAKE A CALL JUST AN API CALL IN YOUR CODE IT WILL TELL YOU IF THAT IS ADULT OR NOT. YOU CAN SET WHAT RANGE YOU CALL ADULT. SO HE CAN INSTANTLY FIND OUT IF IT IS ADULT CONTENT OR NOT. THIS CAN KEEP YOU OUT OF A I WORLD OF HURT. YOU GET IT BACK WITH THE JSON DOCUMENT. YOU WILL NOTICE THE CUSTOM VISION IS IN ORANGE. WHAT THAT MEANS IS WE ALLOW YOU TO TRAIN THE VISION SERVICE A LITTLE BIT MORE TO EXPAND IT. SO IF IT DOESN’T DO EXACTLY WHAT YOU WANT YOU CAN TRY TO MAKE IT DO WHAT YOU WANT WITH THE CUSTOM VISION. WE WILL TALK ABOUT WHEN YOU GROW OUT OF THAT IN A MOMENT. NEXT WE HAVE SPEECH. WE CAN FIGURE OUT IF IT IS CATHERINE TALKING OR BUCK. WE CAN FIGURE OUT IF IT IS BEGINNINGER TALKING OR NOT. SO YOU CAN HAVE VERBAL LOG IN SYSTEMS AND SO ON. THAT IS BUILT IN. PART OF IT. WE HAVE BING SPEECH YOU CAN SEARCH BY TALKING WILL. YOU CAN CHANGE IT. WE HAVE TRANSLATOR SPEECH. I OFTEN USE THE TRANSLATOR FEATURE TO TRANSLATE WHAT I AM SAYING INTO ENGLISH. AND THEN WE HAVE OUR UNIFIED SPEECH THAT WE ANNOUNCE THIS SPEECH. WHAT THAT MEANS THESE USED TO BE SEPARATE CALLS NOW THEY ARE A SINGLE CALL. THEY HAVE CUSTOMIZE ABILITY. WE HAVE LANGUAGE. NATIONAL LANGUAGE PROCESS MLP. WE CAN WALK ACROSS A CORPUS OF TEXT AND CONDENSE IT. HOW MANY OF YOU HAVE READ WAR AND PEACE? LIKE 3 PEOPLE. I READ IT IN HIGH SCHOOL. I FED IT INTO THIS THING AND IT SAYS TURNS OUT IT IS ABOUT RUSSIA. I MADE THAT UP. IT WILL CONDENSE THINGS IF YOU WANT. THE CUSTOMER SEEMED TO BE ANGRY I COULD TELL BY THE USE OF FAT HEAD. WE HAVE A SPELL CHECK THAT YOU CAN BUILD INTO YOUR APP BY MAKING A CALL. WE HAVE OTHER SPEECH OBJECTS SUCH AS TRANSLATOR AS I MENTIONED AND THEN LANGUAGE UNDERSTANDING. IN THE MLP WORLD I WOULD SAY I WOULD LIKE A PIZZA. OR A PIZZA WOULD BE NICE. IT CAN FIGURE OUT THAT IT CAN FIGURE OUT THAT I’M SAYING I WOULD LIKE A PIZZA. YOU CAN SAY THINGS A LOT OF WAYS AND IN OTHER LANGUAGES AS WELL. IT CAN DETERMINE WHAT YOU ARE TRYING TO GO AFTER YOUR INTENT. THAT IS BUILT IN. IT IS A SERVICE. YOU DON’T HAVE TO WRITE THAT. ONCE AGAIN YOU CAN CUSTOMIZE THAT. Q&A MAKER. IF PEOPLE HAVE ASKED YOU WHERE IS THE BREAK ROOM YOU CAN HAVE A POT WILL SAY AROUND THE CORNER. DON’T LEAVE YOUR SANDWICH IN THERE. WE HAVE AZURE SEARCH. AZURE SEARCH IS A LITTLE DIFFERENT THAN THE BING SEARCH. WE HAVE BING SEARCH WHERE YOU CAN SEARCH THE WEB THE STATISTICS WE CAN DO VISUAL SEARCH. YOU CAN SEND IT A PICTURE. THERE IS A DEMO IN THE BOOTH DOWNSTAIRS WHERE YOU CAN SEND IT A PICTURE IT WILL SAY A WANT A DRESS LIKE THIS ONE. IT WILL SHOW YOU ALL OF THE OTHER DRESSES THAT LOOK SIMILAR TO THE ONE YOU LOOKED AT IF YOU ARE BUYING A DRESS. THIS IS GREAT FOR GUYS. GUYS GO INTO A SHOP. WE HAVE BEEN MARRIED FOR 33 YEARS. I DON’T KNOW. I HAVE NO IDEA. I DON’T GO TO — YOU ARE ABOUT HER SIZE. NOT EVEN REMOTELY HER SIZE. I KEEP THE TAG. IT WORKS OUT. THEN WE HAVE A FULL SET OF LABS WE CAN GO TO AND YOU CAN PLACE WITH THIS YOURSELF. LET’S MOVE ON. LET’S TALK ABOUT THAT KNOWLEDGE MINING. WE TAKE A CORPUS OF DOCUMENTS A BUNCH OF DOCUMENTS, POWERPOINT, WORD FILES, PDFS, PICTURES ALL OF THESE DIFFERENT DOCUMENTS WE ALL HAVE THESE. YOU WANT TO MAKE SOME SENSE OUT OF THOSE. I WOULD LIKE TO FIND EVERY TIME THAT GINGER HAS SENT US AN E-MAIL WHERE SHE WAS UNHAPPY WITH THE SERVICE. I WANT TO SAY THAT. SO WHAT I CAN DO IS I CAN ACTUALLY DO ALL OF THOSE AI COMPONENTS YOU JUST SAW ALL OF THOSE SERVICES. I CAN RUN THESE AI COMPONENTS ACROSS THOSE DOCUMENTS. AND THEN THE AZURE SEARCH SERVICE WILL MAKE A FULL SEARCH SEARCHABLE INDEX. NOW I CAN SIMPLY ASK THE INDEX SHOW ME ALL OF THE TIMES GINGER GRANT WAS ANGRY AT ME AND IT BRINGS BACK THE LITANY OF DOCUMENTS OF TIMES THAT SHE HAS DONE PDFS, SHE CREATED A POINTER BOOK WHY I DON’T LIKE BUCK WOODY. ISN’T THIS AMAZING. EVERYBODY IS ASKING US FOR THIS. HERE IT IS. CHECK IT OUT. IN THE BOOTH YOU CAN SEE MORE. THERE ARE LOTS OF SESSIONS. THAT IS NOT GOOD ENOUGH. I NEED TO IF I HAVE YOU SOME RESOURCES HERE. GET YOUR LITTLE MILLENNIAL COMMUNICATION DEVICES OUT WITH THE I SHOULD BE PAYING ATTENTION ON VACATION INSTEAD I AM SNAPPING A PHOTO WE HAVE ALL SEEN IT. YOU ARE HOLDING UP THE LEANING POWER OF PIZZA. TAKE A PICTURE OF THIS ONE. WHAT I HAVE FOR YOU IS 2 THINGS. I AM GOING TO TAKE A COUPLE OF MINUTES HERE. WE HAVE TIME. I WANT YOU TO SEE THIS. IT IS PRETTY IMPRESSIVE. THIS IS THE OFFICE STUFF. HERE IS THE COMPUTER VISION. THAT WAS THAT SECOND LINK. I WILL COME BACK TO THAT PAGE. THIS IS OUR REGULAR PAGE. IT SHOWS YOU HOW TO USE THE VISION API AND HERE IS THE PRICING AND THE PORTAL. HERE IS THE DEAL. HERE IS THE SEE IT IN ACTION. THIS IS ACTUALLY MAKING A CALL OUT WITH THIS PICTURE TO THE VISION API. THAT’S WHAT I AM DOING RIGHT NOW. THIS IS SOMETHING I TALKED ABOUT A MOMENT AGO. YOU CAN TOO. WHEN I DO THAT NOTICE WHAT CAME BACK TRAIN PLATFORM, STATION, INDOOR, SUBWAY, TRACK. MY CONFERENCE FOR TRAIN IS 99. CONFERENCE FOR PLATFORM IS 99. MY CONFERENCE FOR PULLING I’M NOT SURE WHAT THAT MEANS AND I’M NOT SURE WHAT I WANT TO ASK IS 43. BUT YOU CAN SEE PEOPLE, LUGGAGE, LARGE, WOMAN NOT LARGE WOMAN, LARGE AND WOMAN, YELLOW SUITCASE AND CAPTIONS. YOU CAN SEE THAT THESE THINGS COME BACK ALL AUTOMATICALLY. CAPTIONS ARE THE THINGS THAT IT AUTO CAPTIONS. THIS SAYS PEOPLE WAITING AT A TRAIN STATION AND IT IS 83 CONFIDENT THAT’S WHAT YOU SHOULD CALL THAT PICTURE. THAT IS JUST UP THERE. THAT IS NOT REAL. LET’S TRY IT FOR REAL. YOU CAN DO THIS FOR REAL. HERE IS ONE. LET’S SEE. I’M GOING TO UPLOAD A PICTURE. IT IS GOING TO GUESS AT THAT DESCRIPTION AND TAGS. SO THIS IS ME AND I’M NOT USE TODAY ELECTRONICS OR TECHNOLOGY. SO I WAS A LITTLE CONFUSED AND SO THIS SAYS PERSON, MAN INDOOR SITTING SITTING SMALL FOOD CAMERA, FRONT, WEARING OLD — WAIT? I SHOULD HAVE TESTED THIS. OKAY. SUIT, OLDER. OLDER? OKAY. WELL LET’S GO TO SOMETHING ELSE. IT SAYS A MAN HOLDING A CAMERA. AND I’M 85 CONFIDENT IN THIS. WATCH THIS. MAYBE I SHOULDN’T MOVE OVER HERE. GENDER MALE AGE 51. I’M TAKE THAT. I WILL TOTALLY TAKE THAT. WE DON’T NEED TO TALK ABOUT HOW CLOSE THAT IS. YOU CAN SEE THAT IT LITERALLY FIGURED ALL OF THIS STUFF OUT. THAT’S ALL I DID — BY THE WAY RACY FALSE. SO THAT IS GOOD. I HAVE A RACY SCORE OF .01. NOT SURE HOW I FEEL ABOUT THAT EITHER. THAT IS FINE. HERE IS THE FACES. BY THE WAY WHEN YOU GET THE FACES IT BRINGS BACK THE RECTANGLE OF PIXEL TO GRAB THE FACE IF YOU WANT. THIS IS ALL AUTOMATIC. I CAN SHOW YOU THE CODE FOR THIS IT IS 15 LINES. IT IS IN JAVASCRIPT FOR.NET. EASY. IS THAT USEFUL>>AUDIENCE MEMBER: SCROLL UP. GLASSES WHERE DID THAT COME UP.>>THE GENTLEMAN SAID SCROLL UP. I AM NOT WEARING GLASSES NOW. PERHAPS IT KNOWS IT IS ME AND I’M NOT WEARING THEM. IT SAYS FLAYS. IT MAY MEAN GLASSES OF WATER. IT SEES I AM IN A TENT. THIS IS AT A WEDDING. WHAT WEDDING IS THIS JOHNNY? YOU DON’T? IT IS YOUR WEDDING. EVERYBODY GO AH. THIS WAS DOWN — WHERE WAS IT? THAT IS RIGHT IT IS IN WASHINGTON STATE. THIS IS AT THE WEDDING WHEN YOU ASKED ME TO TAKE A PICTURE OF YOU. AH. LOOK AT THE TIE-INS I AM MAKING. EVERYBODY GOT THIS? LET ME SHOW YOU BECAUSE WE ARE OUT OF TIME FOR PLAYING AROUND LIKE THIS. WE HAVE TO GET BACK TO ACTUAL WORK IN JUST A SECRETARY. I HAVE GOT A FULL BOOT CAMP FOR YOU. SIMPLIFYING COGNITIVE APP DEVELOPMENT. UNDERSTAND HOW TO CONFIGURE THEM AND BUILD AN ENTIRE APPLICATION THAT CALLS VARIOUS COGNITIVE SERVICES SPECIFICALLY COMPUTER VISION AND I HAVE EVERYTHING YOU CAN IMAGINE TO DO BOT FRAMEWORK. STORAGE BLOGS, LEWIS, META DATA AND SO ON. IT IS ALL IN THAT COURSE THAT IS IN THAT LINK. OKAY. WE’RE DOING GREAT. ISN’T THAT AWESOME. THIS STUFF IS AMAZING. BOTS IT IS SO OLD. I PUBLISHED A BLOG ON OUR TEAM SITE. LET ME KNOW IF THIS WOULD BE AT ALL USEFUL FOR YOU. THE PERSON CALLS UP AND SAYS I FORGOT MY PASSWORD. CAN YOU FIX IT FOR ME? WOULD THAT BE USEFUL TO ANYONE? HOW WOULD YOU LIKE TO GIVE THEM ULTRON INSTEAD? SO HE PUBLISHED A BLOG ENTRY ON HOW YOU CAN USE A BOT TO HELP THEM SET UP THEIR OWN PASSWORD. WOULDN’T THAT BE AWESOME. I AM WORKING ON ONE OF THESE. IT WILL JUST CALL IN AND IT WILL SAY RANDOMLY HOW DO WE THINK THAT WILL AFFECT THE CUSTOMER? HAVE WE THOUGHT ABOUT CICD AND WHO IS DOING THE TESTING TO ARE THIS APP. THAT’S WHAT IT WILL DO. I WILL BE PUBLISHING THAT BOT SOON. IF YOU PROVIDE INFORMATION YOU CAN USE A BOT. IF YOU NEED TO PERFORM SOME TASK LIKE GO OFF AND DO WORK AND COME BACK LIKE RESET THE PASSWORD YOU CAN DO THAT. IF YOU WANT TO MAKE RECOMMENDATIONS LIKE YOU SHOULD GO HERE PLEASE STOP CALLING ME AND SO ON, YOU CAN DO THAT. IF YOU WANT THE USER TO ENTER INFORMATION, THE BOTS ARE NOT JUST BOTS, THEY HAVE CARDS, GRAPHICS AND SPEECH. THEY CAN EVEN TRANSLATE. IN THE COURSE WE SPINNISH FROM SPANISH TO ENGLISH WHEN THE PERSON TALKS IN SPANISH 2 IMMEDIATELY SWITCHES OVER TO SPANISH. IN FLORIDA THAT IS SUPER HELPFUL. THIS IS WHERE WE WANT TO START TALKING ABOUT WHAT TO USE WHEN. HERE YOU COMBINE SERVICES. YOU ARE NOT GOING TO DO AN “OR”. IT WILL BE AND. YOU WILL USE ALL OF THESE THINGS TOGETHER. ARE YOU WITH ME? ARE YOU FEELING THAT? I’M NOT GOING READ ALL OF THIS. YOU CAN LOOK AT IT LATER. LET’S MOVE FORWARD. BOT BOOT CAMP. TAKE YOUR PICTURE. I FEEL BAD NO ONE IS TAKING A PICTURE OF ME JUST OF THE SCREEN. I SHOULD STAND IN FRONT OF THE SCREEN. THEY ARE ON TWITTER. SNAP GIGGLE. WHAT IS THE OTHER ONE? I DON’T REALLY UNDERSTAND OLD MAN SCREAMS AT CLOUD. I DON’T REALLY UNDERSTAND THE KIDS. I USED TO JUST TALK TO PEOPLE. I DON’T KNOW HOW THAT WORKS. GOING TO THIS ONE THERE IS A FULL BOT BOOT CAMP. IT LOOKS LIKE THE OLD ONE. LOOK AT WHAT THIS WILL DO. THERE ARE PRE-REQ SITS. PREREQUISITES. WE WALK YOU THROUGH EVERYTHING. WE GIVE YOU THE INTRODUCTION. YOU HAVE ALL OF YOUR PRE-REQS. WE SHOW YOU HOW TO NAVIGATE. HOW TO NAVIGATE THE LABS. HERE IS THE LAB. HERE IS HOW YOU GET AN AZURE ACCOUNT. HERE IS HOW YOU SET UP YOUR DATA SCIENCE MACHINE. WE WALK YOU THROUGH EVERY PART OF IT. IT IS A FULL BOOT CAMP. IF YOU WANT TO TAKE THIS FROM GET HUB AND RETEACH IT AND CHARGE MONEY FOR TEACHING IT, WE ARE OKAY FOR THAT. IT IS AN OPENSOURCE LICENSE. GO FOR IT. WE WANT TO YOU DO THAT. WOW NOT YOUR FATHER’S MICROSOFT. WELL IT IS MINE. YOU GET THE IDEA. YOU HAVE TO WRITE IT. FOR INSTANCE I WANTED TO FIND OUT HOW OLD BUCK WOODY IS. I WANT TO READ BUCK WOODY LICENSE PLATE. YOU WILL HAVE TO WRITE THAT THERE IS NOISY DATA WITHIN THAT. FOR THAT WE HAVE LOTS OF FEATURES TO HELP YOU. WE HAVE A DATA SCIENCE PROCESS WHICH IS WHERE YOU WILL START. PRE-TRAINED MODELS. SERVICES AND FRAMEWORK AND INFRASTRUCTURE. LET’S LOOK AT EACH OF THOSE. FIRST, LET ME BUILD OUT THIS SLIDE AND THEN TAKE A PICTURE. THE TEAM DATA SCIENCE PROCESS OR DATA SCIENCE PROCESS IS JUST 5 PHASE LS WELL REFER BACK TO IT. THIS IS THE DATA SCIENCE TEAM ALTHOUGH YOU CAN BE ON THE DATA SCIENCE TEAM ASSIST WILLING THEM WITH THEIR WORK. IT INVOLVES THE FOLLOWING PHASES. BUSINESS UNDERSTANDING, DATA ACQUISITION AND UNDERSTANDING, MODELING, DEPLOYMENT, AND CUSTOMER ACCEPTANCE AND RETRAINING. NOW YOU CAN TAKE THE PHOTOGRAPH. I’M GOING TO SHOW YOU THIS LINK IN JUST A MOMENT. THIS EXPLODES IN AN INCREDIBLE AMOUNT OF INFORMATION. WE WILL TAKE A LOOK AT THAT SITE HERE AS SOON AS YOU ARE DONE WITH YOUR CAMERA. GOOD? YES, YES, WHERE IS MY TABLET DUDE. DID YOU GET IT TABLET DUDE. WHAT IS YOUR NAME? YOU ARE JUST TABLET DUDE. I CAN’T HAIR YOU. SO YOU ARE TABLET DUDE NOW FOREVER. THAT’S WHAT YOU ARE. IF YOU GO TO THAT LINK YOU GET THE TEAM DATA SCIENCE PROCESS. WE HAVE EVERYTHING HERE, GUYS. EVERYTHING. WE EVEN HAVE A FULL — OH MY MOUSE IS GOING SKITSO. WE HAVE A FULL PROJECT PLAN FOR WHAT DOES WHAT AND WHEN. IN MICROSOFT PROJECT AND EXCEL. WE HAVE A FULL STRUCTURE FOR YOUR FILE SYSTEM THAT YOU SIMPLY CLONE FROM GET HUB. AND THEN WE HAVE ALL OF THE DIFFERENT RESOURCES YOU NEED TO ACTUALLY DO IT AND ALL OF THE TOOLS AND UTILITIES. WE HAVE BUSINESS UNDERSTANDING AND WE EXPLAIN WHAT IT IS, GOALS, HOW TO DO IT. HOW TO FIND THE ART A FACTS. THERE ARE EVEN THINGS LIKE WE BUILT OUT THE CHARTER DOCUMENT FOR YOU. WHEN YOU START HERE IS THE TEMPLATE YOU NEED WE DID THE WORK. THIS IS WHAT MICROSOFT CONSULTING USES. YOU CAN HAVE IT. USING THAT PROCESS SO WE START HERE AND THAT IS ONCE AGAIN AT THIS TDSP LINK FOR TEAM DATA SCIENCE PROCESS. USING THAT PROCESS YOU NOW HAVE THE FOLLOWING 4 PIECES YOU CAN WORK WITH. FIRST OF ALL YOU HAVE MODELS ALREADY BUILT. WE HAVE SOME AS COGNITIVE SERVICES SOME AS PRE-DEFINED MODELS. FOR THOSE OF YOU DATA SCIENCES THIS IS A BUILD, TRAINED MODEL. THEN WE HAVE POPULAR FRAMEWORK THAT YOU CAN USE. WE ARE COMPLETELY OKAY WITH TENSE OR FLOW AND PIE TORCH AND SCI KIT LEARN AND CIRAS. WE ARE FINE WITH THIS STUFF. IF YOU GUYS WITH JUST SUPPORT — WE HAVE ALWAYS SUPPORTED IT. GO FOR IT. KNOCK YOURSELF OUT. BY THE WAY LET ME GO BACK TO THIS. YES ON THE RIGHT-HAND SIDE HERE YOU SEE THERE IS A PICTURE OF A LITTLE CUBE THERE. IT SAYS THE LETTERS OPEN NEURAL NETWORK EXCHANGE FORMAT. THIS IS FASCINATING WE HAVE WORKED WITH FACEBOOK AND OTHER COMPANIES BUILDING THIS. EL WHENEVER YOU PICKLE A MODEL IT IS LIKE THAT. IT IS THE PICKLED MODEL BUT IT IS A TRANSLATION OF ONE FRAMEWORK TO ANOTHER. LET ME TELL YOU WHAT THIS MEANS. YOU COULD DO WORK IN TENSE OR FLOW BUT SHE USES PIE TORCH. YOU COULD DO YOUR WORK POP IT OUT TO ONX. SHE COULD BRING IT IN NO CHANGES. WE EXPRESS DATA INPUTS AND LOGIC INPUTS. WE EXPRESS THOSE IN THE OTHER FRAME WORKS WE SUPPORT SEVERAL. SUPER USEFUL. BINARY FILE WHO CARES. IT IS BIGGER THAN THAT. ALL OF THE TOOLS TO GO WITH THAT. ASK DOWNSTAIRS IF YOU HAVE QUESTIONS ON THIS. WE HAVE THE INFRASTRUCTURE YOU CAN USE. WE HAVE NEW SIZES OF MACHINES. VIRTUAL MACHINE. DATA SCIENCE VIRTUAL MACHINE HAS ALL OF THE TOOLS YOU NEED ALL OF THEM. IT HAS OUR STUDIO. IT HAS PYTHON. IT HAS ML SERVER. IT HAS ALL OF THOSE THINGS AND IT HAS SEVERAL LABS YOU CAN USE. IT HAS VISUAL STUDIO. VISUAL STUDIO CODE WITH THE ADD INS. EVERYTHING IS THERE. STABBED IT UP, USE IT. I DON’T EVEN BOTHER WITH A STANDARD LAPTOP. I RDP IN AND DO MY WORK THERE. WHEN I AM DONE I GIVE IT TO THE CLIENT. THEY CAN USE IT FROM THERE ON. WE HAVE GPU. IF YOU CAN’T AFFORD TO BUY GPU MACHINES FEAR NOT WE HAVE DONE THAT FOR YOU. AND WE HAVE THAT FPGA WE HAVE THOSE AVAILABLE AS WELL. THOSE ARE SPECIFIC KINDS OF MACHINES THAT RUN SPECIFIC TYPES OF MACHINE LEARNING ALGORITHMS. DATA BRICKS IT IS A COMPANY WE PARTNERED UP WITH THEM. WE HAVE AZURE DATA BRICKS WE PUT A FULL CONTROL PLANE IN FRONT OF IT. IT IS SPARK. IF YOU ARE FAMILIAR WITH SPARK YOU WILL KNOW WHAT IT IS. IF NOT I WILL GIVE YOU A LINK TO READ UP ON IT. A COLLABORATIVE WORK SPACE FOR THE DATA ENGINEER WHICH IS THE PERSON THAT DOES EVERYTHING EXCEPT WILL ALGORITHM. AND THEN THE BUSINESS ANALYST WHO HAS TO MAKE IT ALL WORK AND EXPLAIN IT TO PEOPLE LIKE THE POINTY HAIRED BOSS. IT HAS AN ENVIRONMENT ALL OF THOSE PEOPLE CAN USE DATA BRICKS. IT IS A FORM OF NOTEBOOKS. THEY TAKE DATA FROM ANY SOURCE. YOU CAN SET UP A DATA PIPELINE. YOU CAN DO DATA WRANGLING. YOU CAN SCHEDULE YOUR JOBS. IT HAS A FULL SET OF MANAGEMENT API SO IT HAS NOTIFICATIONS AND LOGGING. AND THEN IT HAS SEVERAL ENGINES IT CAN TAKE ADVANTAGE OF. WHAT IT CAN PUSH OUT ON THE OTHER SIDE IS A TRAINED MODEL. YOU CAN TRAIN ON BIG IRON WITH LOTS OF DATA AND DEPLOY OUT TO A TINY, TINY CHIP. YOU DON’T NEED TO SEND THE DATA JUST THE TRAINED MODEL. THEN YOU HAVE THE DATA EXPORTS AND DATA WAREHOUSES AS WELL. WE HAVE THE ABILITY TO DEPLOY IN THE CLOUD NOT JUST OURS BUT IN THE CLOUD. WE CAN DO CLUSTERS. WE HAVE A CLUSTER SYSTEM. WE HAVE THE ABILITY TO DEPLOY ON PREMISES LIKE IN SEQUEL SERVER OR ML WE HAVE THE ABILITY TO PUSH OUT TO IOT. HEAVY AND LIGHT. IT IS LIKE A LINUX BOX. IT DOES THE PREDICTIVE MAINTENANCE THINGS AND IT NEEDS A LOT OF PROCESSING POWER. YOU CAN PUSH YOUR MODEL OUT THERE. HAVE THE DEVICE DO THE PREDICTIVE MAINTENANCE WHEN IT GETS BACK AND HOOKS UP YOU CAN USE THAT FOR RETRAINING WHEN YOU GET BACK OR WE CAN PUSH OUT TO TINY STAMPS LIKE RASPBERRY PIES. BY THE WAY WHEN YOU ARE IN THE COGNITIVE SERVICES AT THE VERY END TAKE A LOOK WHEN YOU ARE PLAYING AROUND WITH CUSTOM VISION THERE IS A LITTLE BUTTON THAT SAYS DEPLOY TO IOT. IT WILL CREATE A MODEL YOU CAN PUSH ON TO A CHIP. WE HAVE SOME COOL EXAMPLES IN LABS FOR THAT. NOW HOW DO YOU TO DO ALL OF THIS? WE FULLY SUPPORT JUPITER? JUPITER CODE. VISUAL STUDIOS STILL GOING STRONG. I USE VISUAL STUDIO WHEN I HAVE TO TALK TO LOTS OF SERVICES WE SUPPORT THIRD PARTIES BY THE USE OF STK. WE HAVE LIBRARIES THAT YOU CAN USE FOR OUR STUFF IN PYTHON. ML AZURE ML IS NOW AVAILABLE AS A PIE THAN LIBRARY. YOU CAN BRING IT IN, DO ALL OF THIS FROM INSIDE OF PYTHON. IF YOU WANT IT INSIDE OF A NOTEBOOK. WE HAVE AZURE NOTEBOOK. TYPE THAT IN AZURE.NOTEBOOK.COM. LOOK IT UP. THERE IS A TINY URL HERE. IT HAS ALL OF THE TOOLS INSTALLED. IT DOESN’T COST MORE THAN A REGULAR VM. WE DIDN’T CHARGE MORE FOR THE LICENSING. EVERYBODY GOT YOUR PICTURE OF THAT ONE. 3, 2, 1. ALL RIGHT. PROFESSIONAL DEVELOPER BOTTOM SATURDAY P. IF YOU WANT TO GET INTO THE WEEDS OF THE BIG TIME BOOT CAMPS, WE’VE GOT THESE HERE ARE ALSO TWO DAYS HERE. HERE YOU ARE GOING TO USE THE TEAM DATA SCIENCE PROCESS AND USE AZURE MACHINE LEARNING SERVICES TO PUSH AN EVALUATION OF MODELS ALL THE WAY OUT TO THE EDGE INCLUDING THE SCORING SERVICE WHERE YOU COLLECT THE LOGGING. WE HAVE FULL CICD AND MODEL MANAGEMENT BUILT IN. YEAH. ONCE AGAIN THIS IS A 2 DAY, IT IS FAIR A INTENSE 2 DAY SET OF LABORATORIES. GOOD ON THAT ONE? DO YOU WANT A PICTURE. WAIT FOR JUST A MOMENT. EVERYBODY IS STILL AWAKE. THAT IS AWESOME. I AM SO PROUD OF YOU GUYS.>>SMILE.>>DID YOU TAKE MY PICTURE? THANK YOU. NOW WE NEED TO FIND AI. THIS ONE IS VERY SIMPLE. YOU GO OUT TO A PORTAL WHICH I WILL SHOW YOU JUST FOR A MOMENT. YOU CAN FIND ANY OF OUR SOLUTIONS AND YOU CAN TAKE A LOOK AT THEM. HOW MANY HAVE PLAYED WITH AZURE ML STUDIO BEFORE? STILL AROUND, STILL GOOD, STILL EXPERIMENTS AVAILABLE FOR THAT. IT IS NOT GOING ANYWHERE. I KNOW YOU WERE WONDERING. IT IS NOT IT IS A GREAT TOOL. YOU CAN FIND THAT HERE. GET YOUR CAMERAS READY. GALLERY.AZURE.AI. IF YOU GO OUT TO THAT YOU CAN GO FROM THERE. HERE WE GO. HOW TO DO ALL OF THIS? I AM GOING TO GIVE YOU THIS. TAKE A PICTURE. LEARN ETHICS. THE FIRST THING YOU ARE SUPPOSE TODAY DO IS EXPOSE YOURSELF TO THE TECHNOLOGIES. YOU NEED TO GAIN SOMETHING CALLED AWARENESS. SO YOU HAVE JUST SEEN A WHOLE BUNCH OF TECHNOLOGIES. YOU NEED TO BE AWARE THEY EXIST AND YOU NEED TO BE GENERALLY AWARE WHAT THEY DO. I MAKE A ONE NOTE THIS IS WHAT THIS THING IS AND HERE IS WHERE I USE IT. I DO A COMPLETE GRID OF THAT STUFF AND URL OF THE MAIN DOCS PAGE THAT’S HOW I LEARN. NEXT, FORGET THE TECHNOLOGIES. STOP WORRYING ABOUT DATA BRICKS AND ML AND COGNITIVE SERVICES. START WORRYING ABOUT WHAT YOU ARE TRYING TO FIGURE OUT. HOW DO YOU DO THAT? THE TEAM DATA SCIENCE PROCESS PHASE 1. HOW DO YOU DO IT? WHAT DO I DO NEXT? GIVE ME THE STEPS IN IT IS ALL IN THERE IN PHASE 1. IT IS EASY WHATEVER I DO IS FOCUS ON 2 THINGS. FIRST THE REQUIREMENTS. WHAT DOES IT HAVE TO DO? SECOND, CONSTRAINTS. WHAT CAN’T IT DO. A REQUIREMENT MIGHT BE THAT THE THING MAKE A PRE-WITHIN LESS THAN 10 SECONDS THAT IS A REQUIREMENT. A CONSTRAINT MIGHT BE IT CAN’T LEAK DATA. YOU SAY WELL OF COURSE THAT IS A CONSTRAINT. DON’T SAY THAT. WRITE THAT DOWN. WRITE THAT DOWN. WHEN THE DEVELOPER WRITES IT TO WHERE IT LEAKS DATA YOU CAN SAY SEE YOU DIDN’T DO THE SPECS. WHAT IS A SPEC. THAT WAS A DIG. IT WAS WRONG. I APOLOGIZE A LITTLE BIT. SO FOCUS ON THE SOLUTION. THIS IS WHERE YOU TRY TO FIND OUT WHAT ARE YOU TRYING TO SOLVE. DO WE WANT TO FILTER RACY CONTENT? THAT COULD BE A SOLUTION WE ARE TRYING TO FOCUS ON. HERE IS THE DIFFERENCE. INSIDE BI PROJECTS AND SO ON WE DO A SOLUTION FOR OR LOTS OF SOLUTIONS IN A SINGLE IMPLEMENTATION, DATA SCIENCES ONE AT A TIME. THE ALGORITHM ARE DIFFERENCES. CREATE A DECISION MATRIX. GIVE THEM A SCORE. THIS DOES THIS WELL AND NOT THAT MUCH AND IT COST THAT MUCH. BASED ON THE LOWEST LEVEL OF EFFORT. SO WHAT YOU WANT TO DO IS YOU WANT TO MOVE FROM STUFF THAT IS ALREADY IN OFFICE. DO YOU ALREADY HAVE THIS? IS THIS ALREADY IN? IF YOU HAVE POWERPOINT AND YOU ARE USING THE LATEST VERSE OF OFFICE AND YOU DROP IN A PICTURE IT WILL AUTO CAPTION IT. THAT IS USING THE VISION SERVICE. THEN MOVE ON TO PRE-BUILT. IF YOU HAVE TO CALL THE SERVICE IN CODE. THEN TALK ABOUT BUILDING YOUR OWN AI. DON’T START OUT WITH SPARK FOR CRYING OUT LOUD STOP IT. MAP THE DATA PATH. WHERE DOES THE DATA COME FROM AND WHERE DOES IT GO TO? YOU NEED THIS FOR YOUR SECURITY AND PIPELINE AND FOR YOUR SPEED OF IMPLEMENTATION. ENSEMBLE. HAVE A DATA INGESTION MODEL. AS A MODULE YOU CAN FLIP IT OUT WHENEVER THE NEW THINGS COMES OUT AT IGNITE. THIS HELPS FUTURE PROOF YOU. OKAY. NOW TAKE YOUR PICTURE. YOU GET THE WHOLE DECK TOO. IF YOU WANT TO TAKE THIS DECK PUT YOUR NAME ON IT AND CLAIM THAT YOU INVENTED ALL OF THIS THAT’S FINE. I DON’T CARE. I HAVE A JOB. IF YOU NEED A JOB AND THIS WILL HELP YOU IT’S YOURS. WE HAVE 1 MINUTE AND 10 SECONDS LEFT SO I WILL BUILD OUT THE NEXT SLIDE VERY SLOWLY I AM GOING TO CLICK HERE. HERE IS THE THING, GUYS. LET ME END UP WITH THIS. FILL OUT YOUR EVALUATIONS PLEASE. PUT IN THERE BUCK IS AWESOME. HE IS AMAZING. FILL OUT YOUR EVALUATIONS IN ALL OF THE SESSIONS YOU GO TO IT IS AN EXTRA EFFORT DO IT. THE PEOPLE I HAVE BEEN DOING THESE CONFERENCES FOR DECADES. THE PEOPLE THAT RUN THESE THINGS IT IS THEIR LIFE BLOOD. FILL IT OUT. SECOND MAKE SURE YOU ARE USING MYIGNITE. THERE IS A LITANY OF STUFF IN THERE. YOU CAN SORT BY INTEREST AND IF YOU ARE INTERESTED IN ANYTHING I HAVE TALKED ABOUT TYPE THE TECHNOLOGY IN. I GUARANTEE YOU THERE IS A SESSION ON IT. IS THAT GOOD? HAS THIS BEEN USEFUL? AWESOME. GUYS, WE HAVE 20 SECONDS LEFT. [APPLAUSE]>>THROUGH THE MAGIC OF

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