Sida loo yaqaan 'AI' waxaa loo yaqaan 'intelligent artificial intelligence' (AI) waxaa ka mid ah loo yaqaan 'intelligent artificial intelligence' (intelligent artificial intelligence) iyo 'intelligent artificial intelligence' (intelligent artificial intelligence) oo loo yaqaan 'intelligent intelligence' (intelligent artificial intelligence) waxaa laga yaqaan 'intelligent intelligence' (intelligent intelligence) oo ka mid ah wax soo saarka oo ka mid ah badan 75% oo ka mid ah macaamiisha waa ka mid ah macluumaadka AI, laakiin sidoo kale ka mid ah 60% oo ka mid ah mid ka mid ah macluumaadka macluumaadka (generative models) for basic tasks - writing texts, analyzing data, or working with code. Sidaas, ChatGPT waa mid ka mid ah oo badan oo ah adeegga AI ah, oo loo isticmaali karaa in ay ku salaysan qiyaastii ah, si ay u isticmaali karaa texts, iyo si ay u isticmaali karaa imtixaanka. Markaad ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid Qalabka shirkadda waxaa laga yaabaa in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka iyo wax soo saarka. Waxaa jira shirkad dhismaha ah oo aad u baahan tahay si ay u baahan tahay si ay u aragto user verification. Waxaad u baahan yahay in ay u aragto: module verification full-fledged waa wax soo saarka technology sareeya, laakiin wax soo saarka sidoo kale in ay si ay u aragto dhismaha dhismaha dhismaha kala duwan. Isticmaalka dhismaha dhismaha dhismaha waxaa loo isticmaali karaa in ka mid ka mid ah adeegga dhismaha dhismaha, laakiin sidoo kale si ay u shaqeeyaan dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha. Sida loo yaabaa, waxaa laga yaabaa in ay ka mid ah wax soo saarka dhismaha dhismaha, waxaa laga yaabaa in ay ka mid ah wax soo saarka dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha. Shuruudaha ugu horeysay ee Google Document AI: https://cloud.google.com/document-ai https://cloud.google.com/document-ai Sidaas, waxaan soo baxsanay sida loo isticmaali karaa qalabka ugu horeysay ee Google Cloud, oo loo isticmaali karaa Vertex AI iyo Document AI services. Let’s break it down step by step using the example of Google Cloud: Vertex AI and Document AI. Sidee waxaa laga yaabaa in la soo bandhigiisa in la soo bandhigiisa in la soo bandhigiisa in la soo bandhigiisa in la soo bandhigiisa. — waxaa loo isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa si ay u isticmaali karaa (IDs, paspounds, bills). Document AI API — waxaa loo isticmaali karaa in ay loo isticmaali karaa in ay loo isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa in ay isticmaali karaa. Vertex AI API Integration of Document AI and Vertex AI in your project: step by step 1) Isticmaalka Google Cloud Project If your project hasn't yet been created, add it in Google Cloud, set up billing, and create a Service Account with access rights to the necessary services. Haku: cloud.google.com/document-ai www.google.com/document-ai waxaa laga yaabaa Waxaad ka mid ah soo xiriir in la soo xiriir oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah. 
 
 
 Qalabka API Haku API Sidaas, aad u baahan tahay si ay u dhismaha Documents AI in ay ka mid ah nidaamka loo soo saarka dhismaha. 
 
 
 
 Shirkadda Processor-ka ah oo ku saabsan Processor-ka Document-ka ID (wax yar oo loo isticmaali karaa paspounds iyo baabuurta) Waayo, waxaa loo isticmaali karaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Ka dib markii loo aasaasay, sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Sidaas, website-ka aad ka mid ah interface-ka ah oo aad isticmaali kartaa dokumentada. JPEG, PNG, PDF. Mechanismada shaqada waa sidaas: 
 
 
 
 Backend-ka website-ka ayaa ka heli karaa file-ka ka mid ah user-ka. Markaas oo ka mid ah wax soo saarka, waxaa laga yaqaan "Document AI API". Markaas ka mid ah wax soo saarka, file-ka waxaa la soo saarka Base64. Example of a dhismaha: POST https://documentai.googleapis.com/v1/projects/{project_id}/locations/{location}/processors/{processor_id}:process 
 Dhismaha dhismaha ee dhismaha dhismaha ee dhismaha dhismaha ee dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha: 
 
 
 OCR text (textixaanka ugu soo saarka ee dhismaha) Qalabka dhismaha: dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha, dhismaha dhismaha. Qalabka JSON ee Document AI + Entities:
! First Name: John (confidence 0.99)
! Last Name: Doe (confidence 0.98)
! Date of Birth: 1990-01-01 (confidence 0.97)
! Document Number: X1234567 (confidence 0.96)
! Expiry Date: 2030-12-31 (confidence 0.95)
 Ma rabtaa in ka mid ah JSON? First Name: John
Last Name: Doe
Date of Birth: 1990-01-01
Document No: X1234567
Expiry: 2030-12-31
 Sida loo isticmaali karaa, sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Shuruudaha ugu horeysay ee Google Document AI: https://cloud.google.com/document-ai https://cloud.google.com/document-ai Waxa uu ka soo saarka data oo ka mid ah wax soo saarka iyo wax soo saarka.In shaqada, waxaa ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. - required_fields = ["first_name", "last_name", "date_of_birth", "document_number"] 
+ for field in required_fields:  
! if field not in extracted_data or not extracted_data[field]:
# raise ValueError(f"Missing required field: {field}")
 Sida loo isticmaali karaa, waxaa loo isticmaali karaa in la isticmaali karaa in la isticmaali karaa in la isticmaali karaa in la isticmaali karaa in la isticmaali karaa in la isticmaali karaa in la isticmaali karaa. Sida loo yaabaa, sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale: - from datetime import datetime
+ dob = datetime.strptime(extracted_data["date_of_birth"], "%Y-%m-%d")
! age = (datetime.now() - dob).days // 365
# if age < 18:
# raise ValueError("Client must be over 18.")
 Sida loo yaabaa, waxaad ka mid ka mid ah loo isticmaali karaa data static oo loo isticmaali karaa AI. 2) Using Vertex AI Sida loo yaqaan "Document AI" waxaa loo isticmaali karaa in la isticmaali karaa "Vertex AI Module" iyo "Document AI" iyo "Document AI" iyo "Document AI" iyo "Document AI". Screenshot ee adeegga ah ee Vertex AI: https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview Waxaad ka mid ah dhismaha ugu badan, sida aad ka mid ah adigaada IP ama ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah. Sida loo isticmaali karaa vertex AI ee loo isticmaali karaa: - from google.cloud import aiplatform endpoint = aiplatform.
+ Endpoint(endpoint_name="projects/your-project/locations/us-central1/endpoints/123456789") 
! response = endpoint.predict(instances=[{ 
! "document_number": "X1234567", 
! "age": 32, 
! "country": "UK", 
! "upload_time": 2.5 }])
# print(response)
 Sida loo yaabaa, Vertex AI ayaa ka mid ah dhismaha ka mid ah dhismaha Document AI: Data from the document (Document AI Output) 
 
 
 
 
 
 First name and last name (Anomaly detection, account dubbed) Taariikhda dhismaha (wax yar oo ka mid ah xafiisyada iyo profile-risk). Nooca dhismaha (Uniquity iyo pattern) Waayo, waxaa laga yaabaa in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka iyo wax soo saarka. Waxaa la soo bandhigiisa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Sida loo isticmaali karaa, waxaa loo isticmaali karaa mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. File metadata 
 
 
 
 Time Upload (wax yar, mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah). File format (JPEG, PNG, PDF) Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka User behavioral data 
 
 
 
 Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkadda Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada Shirkada IP address iyo geolocation (wax yar oo ku yaalaa in ay dhismaha) VPN ama Proxy (sign of hidden). Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Sida loo yaabaa, waxaa laga yaabaa in la soo xiriir: risk_score = 0.12.
 Qalabka dhismaha: If risk_score < 0.2 → approve.
If 0.2 ≤ risk_score < 0.5 → review.
If risk_score ≥ 0.5 → reject.
 Markaas ka mid ah macluumaad ah ee website-ka ama app-ka, aad u soo bandhigi karaa macaamiisha, iyo data-ka dhismaha ah waxaa ku salaysan in database-ka shirkadda (PostgreSQL, MySQL, Firestore, ama sidaas ah). Waxaana sidoo kale: 
 
 
 Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha. Shuruudaha dhismaha iyo email. Sida loo isticmaali karaa model AI ah, waxaa loo isticmaali karaa si ay u isticmaali karaa macluumaadka shirkadda iyo macaamiisha. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Below are examples of AI models and ways to use them: OpenAI (ChatGPT, GPT-4/4o) 
 
 
 
 ChatGPT API – integration of AI chat in apps (support, automation). Assistants API - Assistants Custom for Business Task. Code Interpreter - Analysis of data iyo Python scripts (Financial analytics, dashboards). Google Cloud AI (Vertex AI) 
 
 
 
 Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka AutoML – dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Qalabka AI – dhismaha soo saarka (detailing fraud, credit scoring). AWS AI Services 
 
 
 
 Textract – OCR ka PDFs (taxariisada, dhismaha ugu badan). Qalabka dhismaha - Analysis Text (revisions, sentiment) SageMaker – dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Microsoft Azure AI (Copilot) 
 
 
 Document Intelligence - dhismaha dhismaha iyo dhismaha. Azure OpenAI Service – GPT ee cloud for enterprise solutions. Anthropic (Claude) 
 
 Claude API – chat, loo soo saarka text, data analytics (documents legal, compliance). Fireblocks 
 
 Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka DocuSign AI 
 
 Intelligent Insights - Analysis of contracts and risks. Salesforce Einstein AI 
 
 GPT Albert Einstein – dhismaha dhismaha, dhismaha dhismaha. Qalabka dhismaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha Igor Nikolaiev, Product Technical Lead ee Fintech iyo AI

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