Vertex AI Tutorial #6: Document Processing with Vertex AI (Gemini) & Python

In this tutorial, we dive into Google Cloud Vertex AI to process and analyze documents using the Gemini 2.0 Flash model. I'll show you step-by-step how to set up your service account credentials, initialize the Vertex AI SDK, and use the GenerativeModel to extract data from PDFs and text files.

What you will learn:

✅ Authenticating with Service Account JSON in Python.

✅ Initializing Vertex AI with Gemini 2.0 Flash.

✅ Using Part.from_uri to handle PDF and Text files from Google Cloud Storage (GCS).

✅ Prompt Engineering for document summarization and specific data extraction (e.g., invoice details).

Code Highlights:

Setting up PROJECT_ID and REGION.

Handling Multimodal inputs (PDF + Text).

Querying invoices for specific line items and balances.

Timestamps: 0:00 Introduction 0:45 Authentication & Setup 2:30 Processing PDF Invoices 4:15 Extracting Specific Data from Documents 5:45 Processing Large Text Files 7:00 Wrap up

#GeminiAI #VertexAI #GoogleCloud #Python #GenerativeAI #DocumentAI #Gemini2Flash #GCP

Видео Vertex AI Tutorial #6: Document Processing with Vertex AI (Gemini) & Python канала Mohamed Naji Aboo