Gemini & Vertex AI: Revolutionizing Search with Generative API

Event Name: Google Cloud Odyssey: Into The Gemini & Infrastructure
GitHub Repo: https://github.com/punsiriboo/vertex-ai-search-conversational/
Event Link: https://gdg.community.dev/events/details/google-gdg-on-campus-king-mongkuts-institute-of-technology-ladkrabang-bangkok-thailand-presents-google-cloud-odyssey-into-the-gemini-amp-infrastructure/?fbclid=IwY2xjawI6XKNleHRuA2FlbQIxMAABHeBl8X6aV4nCKW-opBZZl-4ZiHXR1xKOWPDX43OIeJTaVlsdH3dssBab9w_aem_hsF5mH2UfC2pqX3nB0txlA

Transcript

1. Editable Location Gemini & Vertex AI Revolutionizing Search with Generative API
2. Introduction Punsiri Boonyakiat - Lead Data Engineer @ Central Food Retail Group - Speaker @ Women Tech Maker 2024 - Speaker @ LINE DEV CONFERENCE 2021, 2024 Linkedin: https://www.linkedin.com/in/punsiri-boonyakiat-13909786/
3. Agenda 01 Search behavior in each generation 02 POV: AI assisted search tools 03 Generative AI Trend 2024 vs. 2025 05 Vertex AI Agent Builder 01 Vertex AI Search 02 Gemini Multimodal x Vertex AI Search 06 Key Takeaway
4. Who uses AI every day? Who want to developed the AI App or AI Agent?
5. What Generation You are?
6. https://www.gwi.com/blog/ai-and-search Social Media by Generation
7. https://www.gwi.com/blog/ai-and-search Search Habit by Generation
8. LINK: https://notebooklm.google/
9. Research AI Tools that YOU Must Know LINK: https://aistudio.google.com/ LINK: https://notebooklm.google/
10. DEMO : Google AI Studio
11. LINK: https://aistudio.google.com/
12. DEMO : NotebookLM
13. LINK: https://aistudio.google.com/
14. LINK: https://aistudio.google.com/
16. Re-Cap Generative AI Trend in 2024
17. Multimodal AI: Unleashing the power of context AI agents: The evolution from chatbots to multi-agent systems Assistive search: The next frontier for knowledge work AI-powered constituent experience: seamless and personalized Security gets tighter— and tougher— with AI
18. AI Developer AI Users Trend Shift
19. A little bit grossary
21. Challenge: LLM has limited knowledge, causing hallucinations User LLM What was Google Cloud's revenue in 2021? Hmm I actually don't know. Just going to guess...
22. Why grounding with LLMs? LLMs are great at generating content but they fall short in a number of ways: 1. Generated content can be fake (hallucinations). 2. Generated content can be stale (not based on up-to-date information). 3. Generated content has no citation to its source. 4. Generated content has no relation to your private data (based on public knowledge only).
23. Solution: Grounding / Retrieval Augmented Generation (RAG) Use search engine to enhance LLM capability and reliability User LLM Search engine Docs Hey Search, find reports on Google Cloud's revenue! What was Google Cloud's revenue in 2021?
24. Grounding in Gemini with Vertex AI Search I need advanced groundings! Want to try Grounding in Gemini?
25. Building a grounding is not so easy... Text Chunking 01 02 03 04 05... Query Expansion Hybrid Search Knowledge Graph Reranking etc... Why not just use Google Search? It has them all. I need these advanced groundings to find right information!
26. Build AI Agent with Vertex AI Agent Builder
28. Vertex AI Search in Agent Builder: Google Search for enterprise data Extraction & Summarization Collection (web, files, DBs, connectors, etc.) Parsing Search Chunking & Annotation Tokenizing & Embedding Token & Vector Indexing Collect Build Serve Vertex AI Search in Agent Builder
29. DEMO : Vertex AI Search
30. Vertex AI Search - Website Vertex AI Search - Unstructured Data - PDF Vertex AI Search - Semi-structured Data - JSON Vertex AI Search + Gemini Image understanding Integration with LINE Messaging API DEMO: Vertex AI Search
31. https://cloud.google.com/generative-ai-app-builder/docs/try-it Vertex AI Search - Website
32. https://cloud.google.com/generative-ai-app-builder/docs/try-it LINK: www.cloud.google.com/generative-ai-app-builder/docs/* Vertex AI Search - Website TRY IT!!
33. Vertex AI Search - Website
34. Vertex AI Search - Website
35. Vertex AI Search - Unstructured PDF
36. Vertex AI Search - NDJON
37. Vertex AI Search - NDJON
38. Vertex AI Search + Gemini Image understanding
39. Multimodal AI
44. DEMO : Vertex AI Search + Gemini Multimodal
46. Key Takeaway
47. Punsiri Boonyakiat she / her Thank you
48. ฝากไปอ่าน ติดตาม บทความ medium กันได้นะค่ะ https://medium.com/@punsiriboonyakiat