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AIRPLANEBUDDYMATCHINGUSINGAZURE
FORMRECOGNIZERANDML
@RaduVunvulea
GroupHeadof Cloud,Endava | Microsoft RegionalDirector | Microsoft AzureMVP
“BE THE CHANGE THAT YOU
WISH TO SEE IN THE WORLD”
Mahatma Gandhi
FUTURE IS A BLEND
NEW WAYS OF SEARCH WILL BECOME
MAINSTREAM
BY 2021, 80% OF EMERGING TECHNOLOGIES WILL
HAVE AI FOUNDATIONS
60% OF PEOPLE PREFER TO MESSAGE A CHAT BOT VS.
TALK WITH A HUMAN WHEN COMMUNICATING WITH
A BUSINESS
ROMANIA
MISSION
BUILD A SYSTEM THAT CAN IDENTIFY PEOPLE
THAT FLIGHT TO THE SAME DESTINATION
CHALLENGE
CHALLENGE
COMPUTER
VISION
OCR SUPPORT
FORM
RECOGNIZER
OCR SUPPORT
FORM RECOGNITION
https://azure.microsoft.com/en-us/services/form-recognizer
CUSTOM MODELS PREBUILT MODELS
5 SAMPLES ARE REQUIRED
1. CLUSTER THE FORMS
2. DISCOVER KEYS & TABLES
3. ASSOCIATE VALUES TO KEYS
TEST AND RETRAIN AS MUCH AS YOU WANT
PREBUILT RECEIPT MODEL
TIME AND DATE
MERCHANT INFORMATION
ITEMS AND VALUES
TAXES
TOTAL
PREBUILD MODELS
NOW (2022)
PREBUILT MODELS
2020
PREBUILT RECEIPT MODEL
TIME AND DATE
MERCHANT INFORMATION
ITEMS AND VALUES
TAXES
TOTAL
RECEIPT
INVOICE
BUSINESS CARD
ID DOCUMENT
LAYOUT
GENERAL
DOCUMENT
CUSTOM MODELS WHERE DOES IT RUN?
5 SAMPLES ARE REQUIRED
1. CLUSTER THE FORMS
2. DISCOVER KEYS & TABLES
3. ASSOCIATE VALUES TO KEYS
TEST AND RETRAIN AS MUCH AS YOU WANT
DOCKER CONTAINER
SOFTWARE AS A SERVICE
PRICING
FREE UP TO 500 PAGES / MONTH
CUSTOM S0 $50 / 1000 PAGES
PREBUILD S0 $10 / 1000 PAGES
COMMITMENT
FORM RECOGNIZER
MICROSOFT FLOW
INTERNET
https://docs.microsoft.com/en-us/azure/cognitive-services/form-recognizer/quickstarts/curl-train-extract
rvbuddy.cognitiveservices.azure.com
rvbuddy.cognitiveservices.azure.com
e859035620be4cf8a73775885c6845d8
rvbuddy.cognitiveservices.azure.com
e859035620be4cf8a73775885c6845d8
https://rvticketsstorage.blob.core.windows.net/tickets?sv=
2019-10-10&ss=bfqt&srt=sco&sp=rwdlacupx&se=2020-07-
31T19:43:48Z&st=2020-07-
02T11:43:48Z&spr=https,http&sig=eeeT8Zc5hfAVWkHgCdtT
3iGmKzzcn34Eim9OtroeeDU%3D
https://rvbuddy.cognitiveservices.azure.com/formrecognizer/v2.0/cu
stom/models/ae1f9521-94df-4fbc-b60f-da284bd2d6d9
https://rvbuddy.cognitiveservices.azure.com/formrecognizer/v2.0/cu
stom/models/ae1f9521-94df-4fbc-b60f-da284bd2d6d9
curl -X GET
"https://rvbuddy.cognitiveservices.azure.com/formrecognizer/v2.0
/custom/models/ae1f9521-94df-4fbc-b60f-da284bd2d6d9" -H
"Content-Type: application/json" -H "Ocp-Apim-Subscription-Key:
e859035620be4cf8a73775885c6845d8"
{"modelInfo":
{"modelId":"ae1f9521-94df-4fbc-b60f-da284bd2d6d9",
"status":"ready",
"createdDateTime":"2020-07-02T11:52:28Z",
"lastUpdatedDateTime":"2020-07-02T11:52:54Z"},
"trainResult":{
"trainingDocuments":[
{"documentName":"T1.pdf","pages":2,"errors":[],"status":"succeeded"},
{"documentName":"T2.pdf","pages":2,"errors":[],"status":"succeeded"},
{"documentName":"T3.pdf","pages":2,"errors":[],"status":"succeeded"},
{"documentName":"T4.pdf","pages":2,"errors":[],"status":"succeeded"},
{"documentName":"T5.pdf","pages":2,"errors":[],"status":"succeeded"},
{"documentName":"T6.pdf","pages":2,"errors":[],"status":"succeeded"
{"documentName":"T7.pdf","pages":2,"errors":[],"status":"succeeded"}],"errors":[]}}
https://rvbuddy.cognitiveservices.azure.com/formrecognizer/v2.0/c
ustom/models/ae1f9521-94df-4fbc-b60f-da284bd2d6d9
e859035620be4cf8a73775885c6845d8
https://rvticketsstorage.blob.core.windows.net/tickets/T1.pdf?sv=2
019-10-10&ss=bfqt&srt=sco&sp=rwdlacupx&se=2020-07-
31T19:43:48Z&st=2020-07-
02T11:43:48Z&spr=https,http&sig=eeeT8Zc5hfAVWkHgCdtT3iGmKz
zcn34Eim9OtroeeDU%3D"
https://rvbuddy.cognitiveservices.azure.com/formrecognizer/v2.0/c
ustom/models/ae1f9521-94df-4fbc-b60f-da284bd2d6d9
e859035620be4cf8a73775885c6845d8
https://rvticketsstorage.blob.core.windows.net/tickets/T1.pdf?sv=2
019-10-10&ss=bfqt&srt=sco&sp=rwdlacupx&se=2020-07-
31T19:43:48Z&st=2020-07-
02T11:43:48Z&spr=https,http&sig=eeeT8Zc5hfAVWkHgCdtT3iGmKz
zcn34Eim9OtroeeDU%3D"
Operation-Location:
https://rvbuddy.cognitiveservices.azure.com/formrecognizer/v2.0/custom/models/ae1f9521-94df-4fbc-b60f-
da284bd2d6d9/analyzeresults/7e6c8c62-521c-4961-b672-ef387200579b
https://rvbuddy.cognitiveservices.azure.com/formreco
gnizer/v2.0/custom/models/ae1f9521-94df-4fbc-b60f-
da284bd2d6d9/analyzeresults/7e6c8c62-521c-4961-
b672-ef387200579b
e859035620be4cf8a73775885c6845d8
OUT OF THE BOX FORM
RECOGNITION
NO CUSTOMISATION
REQUIRED
PAY PER USE
SIMPLE TO TRAIN
SUPPORT MULTIPLE
FORMATS
OFFERED AS SAAS
CAN RUN INSIDE
DOCKER CONTAINER
Thanks!
AIRPLANEBUDDYMATCHINGUSINGAZUREFORM
RECOGNIZERANDML
@RaduVunvulea
vunvulearadu.blogspot.com
https://www.linkedin.com/in/raduvunvulea/
vunvulear@outlook.com

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Build your own airplane ticket processing system using azure cognitive services global ai bootcamp 2022

Editor's Notes

  1. curl -X POST 'https://eastus.api.cognitive.microsoft.com/formrecognizer/v1.0-preview/custom/train' -H 'Content-Type: application/json' -H 'Ocp-Apim-Subscription-Key: 62595d50c45145afa8e45b2152bec382' --data-ascii '{ \'source\': \''https://rvstoragedemo.blob.core.windows.net/?sv=2019-02-02&ss=bfqt&srt=sco&sp=rwdlacup&se=2020-01-10T22:45:19Z&st=2019-12-05T14:45:19Z&spr=https,http&sig=ZWnBde4TbG7F8AHrep65KNZbfe7a8Y5GfBcQ%2FHgrORk%3D'\'}'
  2. Demo https://azure.microsoft.com/en-us/services/form-recognizer/#overview
  3. Source control, build, automation, operation | QA
  4. https://formrecognizer.appliedai.azure.com/studio/document