>> THANKS. >> WE'VE HEARD A LOT
AND DIGITAL BREAKOUT SEGMENTS. LET'S
DETECT AND PREVENT THREATS. I WOULD
THE STAGE. >> THANK YOU VERY MUCH
SO MUCH FOR JOINING US. JUST LET
ON THE AZURE SECURITY CENTER TEAM?
MANAGEMENT TEAM FOR AZURE SECURITY
THE GET-GO WHEN WE STARTED OFF FIVE
A LOT OF AZURE CUSTOMERS AND WORKLOADS
SECURITY SAYS PEOPLE MIGHT BE WATCHING
PRO TOOL. THAT'S WHAT MY OPERATIONS
CENTER. SOME DEVELOPERS MAY NOT
DEVELOPERS? >> SO, INDEED, AZURE
WORKLOADS AND KEEPING THEIR SECURITY
THREATS AND ATTACKS. NOW, WHILE
ADMINS WE'RE SEEING A MOTION THAT'S
INDUSTRY OF WHAT WE CALL SHIFTING
IN ORDER TO PROPERLY SECURE NATIVE
SECURITY CONTROLLERS AND SHIFT THEM
TO THE BUILD AND DEPLOYMENT STAGES
THOSE STAGES AS WELL. AS PART OF
STARTING TO ACTUALLY SERVE THAT,
THAT. ONE GOOD EXAMPLE IS THE ABILITY
WE ALLOW CUSTOMERS TO USE THEIR
THE REGISTRY TO SCAN THEIR IMAGES
AZURE CONTAINER REGISTRY AND GET
AT THAT STAGE. >> NICE. IF I'M USING
I CAN HAVE THEM SCANNED AS SOON
A NEW VERSION OF MY CONTAINER? >>
YOU HAVE A DEMO TO SHOW US EXACTLY
CAN DEFINITELY SHOW YOU HOW THIS
THIS IS THE DASHBOARD. IF THE YOU
FOR YOU AS CUSTOMER, IT'S CALLED
OF RECOMMENDATIONS AND VULNERABILITIES
AND ALERT YOU TO FIX. AS PART OF
OF VULNERABILITIES WILL BE FOUND
MOVE THAT SLIGHTLY A LITTLE BIT
>> YOU CAN SEE THE LIST OF VULNERABILITIES
DIVE INTO IT AND GET INFORMATION,
ACTUAL CONTAINER IMAGES. YOU CAN
PIVOT THAT VIEW AND ACTUALLY SEE
SPECIFIC EMAIL AND GET A FULL VIEW
CONTAINERS THAT ARE YET TO BE DEPLOYED
GREAT. WE CAN REALLY START GETTING
I SAW THAT IT WAS A RECOMMENDATIONS
INTO THIS PROGRAMMATICALLY AS WELL.
SECURITY CENTER ARE AVAILABLE THROUGH
THEM. >> I'M A BIG SECURITY NERD,
WHAT YOU SAID, WE SPOKE ABOUT DEVOPS
SOMETIMES THE ORGANIZATION DOESN'T
SECURITY CENTER IS ABOUT ASSESSING
SO IT'S GOING TO HELP ME MAINTAIN
AS MUCH AS AUTONOMY AS THEY NEED
AS TO WHAT'S GOING ON. >> DEFINITELY.
IS TO BE ABLE TO TAKE YOUR SECURITY
OF GARY -- GUARDRAILS YOU WANT TO
YOUR ENVIRONMENT AND YOU'RE ABLE
S S -- MISCONFIGURATIONS WHEN YOU'RE
PLUGIN LIBRARIES AS PART OF THE
CHECKS FOR MISCONFIGURATIONS ON
ON YOUR REPO. >> NICE. SO THAT HAPPENS
OF OUR PIPELINE, I GUESS. TALKING
I GUESS THIS COMES INTO THE CATEGORY
ANNOUNCEMENT ABOUT THE AZURE SECURITY
AROUND THAT. CAN YOU ELABORATE ABOUT
IS AN EXC EXCITING EXCITING INITIATIVE
TO DEVELOPERS AND WORKLOAD OWNERS
TO SECURE IN AZURE. THIS IS NOT
IN AZURE, WE'RE TAKING THAT INTO
DURING RUNTIME. A POLICY CAN BE
USING POLICIES AND THEN CAN DRIFT
REALLY NICE. SO WE TAKE THAT FRAMEWORK,
INTO AZURE SECURITY CENTER AND CHECK
WHAT THAT LOOKS LIKE? >> DEFINITELY.
WE'RE GOING TO GO BACK TO THE MAIN
TO THE REGULATORY COMPLIANCE VIEW
CUSTOMERS ASSESS THEIR RUNTIME ENVIRONMENT
STANDARDS LIKE HIPAA, ET CETERA.
BE BENCHMARK, WHICH IS THE FRAMEWORK
CONTROL BREAKS DOWN TO SUBCONTROLS
STANDARD. AND THEN THE COOL THING
MAP THESE USING AZURE POLICIES AND
AND CAN ACTUALLY TELL YOU NOT ONLY
TESTS BUT HOW MANY OF YOUR SERVERS
ALSO CLICK ON IT, LIKE ANY OTHER
ACTUALLY SEEING THE RESOURCES AND
THE REMEDIATION, IF YOU CHOOSE TO
ON THAT. IT'S NOT NECESSARY LY SPECIFIC
REMEDIATION . I LIKE IT. IT'S NOT
LOT EASIER. IF YOU'RE WATCHING THIS,
A GREAT FEATURE. SO THAT'S KIND
BUT ONE THING I THINK IS IMPORTANT
ENGINEERS AND DEVELOPERS, I THINK
AS WELL, RIGHT? WHAT ARE YOUR THOUGHTS
>> THIS IS A VERY INTERESTING CONTROL
GO BACK AND LOOK AT THIS SECURITY
KNOW, BUT ATTACKS ARE ONE OF THE
INFRASTRUCTURE. THIS IS FOR VARIOUS
ON-PREMISE ENVIRONMENTS AND THE
IS EVEN MORE TRUE FOR DEVELOPER
NOW, BEING SUCH A MAJOR ATTACK SURFACE
STARTING FROM, WE WANTED TO CREATE
BY T DEGREES OF MAGNITUDE. THIS
ELEMENT FOR ACCESSING YOUR MANAGEMENT
FOR ALL THE TIME BASICALLY PREVENTING
SURFACE. BUT, AT THE SAME TIME,
TO BASICALLY REQUEST AND RECEIVE
ACCESS WINDOWS TO A CERTAIN VM ON
THAT WAS ASSIGNED. SO ON THE ONE
UNBLOCK HIMSELF ACCESS THE MACHINE
TIMES THE VM IS NOT ACCESSIBLE FROM
THAT ARE SO POPULAR. >> IT'S SO
SCAN IP ADDRESSES FOR OPEN NSH.
BEEN GUILTY FOR OPENING UP SSH FOR
DOWN AT THE END. THE ONE THING I
CAN SET A TIME LIMIT ON THE AMOUNT
FOR. THERE'S AN AUDIT ANGLE FOR
YES. IT AUDITS ALL OF THESE WINDOWS
OPENS A QUESTION TO CREATE A NETWORKING
AT WHAT TIME, AND FOR WHAT REPORT.
AND INVESTIGATE AND UNDERSTAND ROOT
HAPPEN IN THAT VERY SMALL WINDOWS.
THIS WAS THE ORIGIN OF THE ATTACK.
SOME OF THOSE LOGS TO SEE WHEN THOSE
THE YOUR COLLEAGUE, HE DESCRIBED
WANTS GOLD MODE. HE REFERRED TO
CAN HAVE IT, BUT ONLY WHEN YOU NEED
THE PEOPLE WATCHING THIS, THE DEVELOPERS
THAT PART OF OF THEIR LIFE CYCLE,
START? >> I WOULD GO AND LOOK AT
WE HAVE TONS OF DOCUMENTATION EXPLAINING
THE AZURE SECURITY CENTER. I WOULD
THE PAGE FOR COMMUNITY CENTER WHERE
ALL KINDS OF POLICIES AND TOOLS
SECURITY CENTER AND TO AUTOMATE
MUCH ENCOURAGE YOU TO GO THERE AND
CONTRIBUTE ONES THAT YOU FIND THERE
SOME. THANK YOU SO MUCH, GILAD,
CAN BENEFIT THE COMMUNITY. >> CHEERS.
IT'S REALLY NICE TO SEE THAT EVERY
EVERYTHING IS ON GITHUB. YOU CAN
DO THAT. I REALLY LOVE SEEING THAT
I'M A BIG FAN OF OPEN SOURCE AND
WORLD IS GOING TO BE A BETTER PLACE.
ALL ABOUT. DON'T FORGET TO KEEP
WE STILL WANT TO SEE YOUR TWEETS.
LOVE SEEING ALL THE STUFF THAT YOU
SO #MSBUILD ON TWITTER. AFTER THE
IT'S BEEN LAUNCHED HERE AT BUILD.
PRE-RECORDED, AND ON-DEMAND CONTENT,
AND LEARN MORE ABOUT MICROSOFT AZURE
GOOD THING IS THIS IS NOT GOING
IT DOESN'T STOP HERE. I'M EXCITED
THIS RIGHT? OUR NEXT SEGMENT IS
DID. EVERYONE, JOIN IN. WE'RE GOING
PLAYING MINECRAFT AND AZURE MACHINE
THE DIGITAL BREAKOUTS COMING UP,
WE SPOKE TO ANITA. CHECK OUT BELOW,
ON. NOW, TO A CONVERSATION I'VE
NOT JUST BECAUSE IT'S MINECRAFT.
THANK YOU SO MUCH FOR HAVING ME.
US AND BEING A PART OF OUR BUILD
WAY. FIRST THINGS FIRST, KATJA,
>> I'M A PRINCIPAL RESEARCHER AT
OUR MISSION AS ADVANCING THE STATE
ESPECIALLY REINFORCEMENT LEARNING
WE'RE ESPECIALLY LOOKING AT APPLICATIONS
NICE. VERY NICE. AND EVERY TIME
-- I HAVEN'T BEEN IN A WHILE. I
IT'S SUCH AN EXCITING SPACE TO HEAR
AMAZING TO HEAR ABOUT YOUR TEAM
YOU COLLABORATE VERY CLOSELY WITH
WE DO I HAVE INTO IT, IN THE TITLE
LEARNING. I KNOW YOU AND YOUR TEAM
BUT CAN YOU BREAK IT DOWN FOR EVERYONE
THE REINFORCEMENT LEARNING IS A
MODEL A SYSTEM AS AN AGENT THAT
IT HAS TO INTERACT WITH THAT ENVIRONMENT,
THE CONSEQUENCES OF THESE ACTIONS.
TO ME. ONE, IT KIND OF MODELS THIS
ALIGNS REALLY WELL WITH THE LEARNING
WHEN WE TAKE THESE NEW MATHEMATICAL
APPROACH TO LEARNING HOW TO MAKE
AND THIS IS A VERY GENERAL, VERY
EXCITED ABOUT IS THIS TYPE OF TECHNOLOGY,
WILL ENABLE A HUGE NUMBER OF APPLICATIONS,
WILL BE DEVELOPED BY THE USERS AND
TO THIS TECHNOLOGY. ONE KIND OF
YOU ASKED ABOUT SOME OF OUR RESEARCH
AT MICROSOFT RESEARCH IS THAT WE
TO DRIVE IMPROVEMENTS IN THE STATE
AT THE SAME TIME, WE HAVE ALL OF
TO DIFFERENT PARTNERS AND PRODUCT
HOW WHATEVER WE DEVELOPED CAN THEN
AND MADE AVAILABLE TO DEVELOPERS
I UNDERSTAND IN BEING PART OF THE
HARD AND HAS TO OPTIMIZE ACROSS
THAT ENVIRONMENT AND HOW BIG THAT
EXAMPLE, IS UNBELIEVABLE AND SEEING
OF RESEARCH AND KIND OF STARTING
COMMUNITY. THINKING ABOUT THE COGNITIVE
IT'S FASCINATING TO SEE THAT COME
TO START USING IT. I KNOW YOU'VE
BEEN COLLABORATING WITH INSIDE OF
WE'VE JUST STARTED TO PUBLIC SIZE
WITH THEM OVER THE PAST YEAR TO
TO TAKE REINFORCEMENT LEARNING TO
SO WE HAVE JUST ANNOUNCED IN PREVIEW
IS A PLATFORM ON AZURE WHERE EVERYONE
LEARNING AND CAN START TO LEARN
COME UP WITH EXCITING NEW APPLICATIONS
>> FANTASTIC. WELL, I'M REALLY EXCITED.
ON BUILD DIGITAL BUT TO GO AND TRY
DOCUMENTATION PUBLISHED SO PEOPLE
HOW MINECRAFT IS INVOLVED IN THIS?
THAT'S A FANTASTIC QUESTION. MINECRAFT
OUR JOURNEY AS A RESEARCH GROUP
OURSELVES AND TRYING TO FIGURE OUT
THE ART AND REINFORCEMENT LEARNING
WE DEVELOP CLOSER TO DEVELOPERS
EXACTLY FOUR YEARS AGO, SO THIS
THAT IS BUILT ON TOP OF THE GAME
MAKE IT AS EASY AS POSSIBLE FOR
AS A PLATFORM TO IMPLEMENT THEIR
BOTH WITH REINFORCEMENT LEARNING
IN THIS SPACE. MAYBE JUST TO GIVE
SITE, EVEN THOUGH, FOUR YEARS LATER,
US IN EXCITING DIRECTIONS. WE JUST
ON REPRESENTATION LEARNING WHICH
WHERE WE LOOKED AT EXAMPLES IN MINECRAFT
CREATE AN AGENT'S MEMORY SO THAT
LEARN LONG-TERM DEPENDENCIES, FOR
TO USE THE KEY TO UNLOCK THE DOOR.
WE CONTINUE TO USE THIS AS A PLATFORM,
ARE USING THIS AS A PLATFORM TO
IS EXCITING ABOUT THE NEW ANNOUNCEMENT
DEVELOPER CAN GO TO AZURE AND START
WITH AN EXAMPLE IN MINECRAFT. YOU
LEARNS TO SOLVE MAZES AND LEARNS
>> I REMEMBER THIS. IT MUST HAVE
SAW YOU GIVE A PRESENTATION AND
AT THIS POINT I DID GO, WOW, I AM
BECAUSE WE WOULD JUST WANDER AN
LIKE THE SIMS OR SOMETHING. YOU
THE W WALLS AND IT LEARNS AFTER
INTO AZURE LEARNING BUT ALSO GIVING
AND I WILL GO AND DO IT MYSELF AND
NEXT STEP. I THINK HAVING A FRAMEWORK
PAGE IS OFTEN EXTREMELY USEFUL.
YOU CAN ALL GO AND FIND OUT WHERE
THAT'S AKA. NS/AZUREML/RL. I KNOW
MINECRAFT HAS BEEN THE SENSOR FOR
BRING THE IDEA OF REINFORCEMENT
A CRUCIAL ENVIRONMENT FOR REINFORCEMENT
SO USEFUL THIS. >> THAT'S A FANTASTIC
OUR FOUNDATION AS THE RESEARCH GROUP.
LOOKING FOR AN ENVIRONMENT THAT
STATE OF THE ART AND REINFORCEMENT
FOR DECADES TO COME. EVEN WITH MINECRAFT
STARTED TO INVESTIGATE IT, IT BECAME
FOR PUSHING THIS KIND OF MORE GENERAL
LEARNING. THERE ARE TWO KEY CHARACTERISTICS
ON THE ONE HAND THERE'S REALLY THIS
FROM EXPERIMENTS THAT ARE PRETTY
SOLVED WITH THE STATE OF THE ART
SAME TIME, YOU CAN USE ANY MINECRAFT
START TO THINK ABOUT, OKAY, WHAT
REALLY COMPLEX TASKS, FOR EXAMPLE,
AS A RESEARCH COMPETITION LATE LAST
HOW AGENTS CAN LEARN TO COLLABORATE
CHARACTERISTIC THAT I'M REALLY EXCITED
YOU CAN EASILY PUT AGENTS AND PLAYERS
OF ROUGHLY EQUAL FOOTING. SO THIS
THE LINES OF LEARNING TO COLLABORATE
IS TO DEVELOP THE FOUNDATIONS OF
BETTER AI SYSTEMS THAT CAN BETTER
OR USER IS TRYING TO DO AND UNDERSTAND
A WAY COLLABORATE TOWARD SHARED
OF THOSE POSSIBILITIES. THAT'S WHY
GREAT TO HEAR WHY THAT WAS PICKED
PEOPLE TO GO AHEAD AND START LEARNING.
AS WELL. THE WORLD IS SO -- IN MINECRAFT
WITH IT AND YOU CAN EXPAND THE AGENTS
AS WELL, ON WE SPOKE ABOUT REINFORCEMENT
IT INSIDE CLOUD SERVICES. WHERE
BEING USED IN THE INDUSTRY? ARE
EARLY? >> AGAIN, A FANTASTIC QUESTION
THAT ARE ALREADY WIDELY USED ACROSS
THAT YOU ALREADY MENTIONED. AS PART
OF REINFORCEMENT LEARNING FOR PERSONALIZATION.
THAT THE AUTONOMOUS SYSTEMS GROUP
IS USED FOR INDUSTRIAL CONTROL.
APPLICATION AREAS. I'M CONVINCED
SUCH A GENERAL TECHNOLOGY, THERE'S
SOME OF WHICH WE CAN'T EVEN IMAGINE
FOR APPLICATIONS AND VIDEO GAMES,
EXCITING AND INFLUENTIAL KIND OF
BECAUSE IT KIND OF ALLOWS US TO
WITH BUILDING UP TOWARDS OTHER APPLICATIONS.
THIS IDEA OF HAVING AGENTS THAT
PLAYERS, ONCE WE UNDERSTAND THE
TAKING THAT, FOR EXAMPLE, INTO THE
TRANSLATING THIS TECHNOLOGY INTO
FINALLY, I'M ALSO SUPER EXCITED
DEVELOPERS MIGHT COME UP WITH. EVERYONE
OWN NEEDS. I'M SURE THERE ARE MILLIONS
EVEN THOUGHT OF YET. >> THAT'S AMAZING.
QUICK POLL ON HOW TO ENCOURAGE PEOPLE
TO THE SPACE, THEN THEY WILL HOPEFULLY
HAD PEOPLE THAT ARE VERY, VERY POSITIVE
LEARNING WITH MINECRAFT. SO THANK
BEEN AN ABSOLUTE PLEASURE TO SPEAK
YOU'RE DOING WITH THE AZURE LEARNING
ME. >> IF YOU WOULD LIKE TO LEARN
>> WE HAVE AZURE SYNAPSE ANALYTICS,
WAREHOUSE. YOU HAVE THE BEST CAMERA
>> I KNOW. IT'S SO EARLY WHERE YOU
FOR JUMPING ON THE STREAM. LOTS
AT MICROSOFT HAVE BEEN GETTING UP
OWN CHRISTINA. A HUGE THANK YOU
ZONE. >> IT'S MY PRIVILEGE. >> LET'S
YOU DO AT MICROSOFT. >> I LOVE THIS
WHAT I DO. THERE ARE THREE THINGS
IT'S ONE OF THE THINGS THAT -- WE
THERE FROM DAY ONE. THIS IS A COMPLEX
MOVING PARTS, AND MY TEAM HELPED
COMPONENTS THAT REALLY MAKES USER
OF. THAT NUMBER TWO, LIKE MANY OF
I'M REALLY DRIVEN BY NUMBERS AND
NUMBERS AND SEEING THE SIGNALS FOR