Exploring Conversational AI: Crafting AI-Powered Django Apps with Gemini

Transcript

1. Exploring Conversational AI: Crafting AI-Powered Django Apps with Gemini Hassan Bahati @HassanBahatiM blog.hassanbahati.com
2. Conversational AI 🤔 • Software that can interact with users through text or speech using Natural Language Processing (NLP) to understand, process, and respond to human language.
3. Django ?? • Robust Framework - “batteries-included” • Security • Scalability • and so many more amazing features…
4. Gemini ?? • Accurate Intent Recognition • Contextual Dialogue Management • Customizable Models • backed by Google
5. Django + Gemini for Conversational AI • Django: Handles the web interface and routes. • Gemini: Powers the conversational logic and generates responses
8. Picking the Right Model • Use Case • Performance vs. Efficiency • Latency • Data Sensitivity
10. What influences a great architecture for conversational applications ??
11. What enables someone to answer a question well?
12. What enables someone to answer a question well? • Knowledge of the topic being asked • Context of the conversation
13. What makes up a person’s response to a question ?
14. What makes up a person’s response to a question ? • Understanding of the question • Interpretation of the question • Tone in which the question is asked
15. How best can we architecture Conversational AI Applications for efficiency ?
17. Considerations to make… • User Interface • Knowledge Search Approach • Prompt engineering • Safety and privacy
18. Prompt🤔🤔🤔Engineering • Assigning a temperature value • Knowledge • Chat Context • Setting guidelines for user’s prompts responses.
19. Diving into the development
20. Prerequisites • Basic understanding of Python • Understanding of web development with Django • Development environment(Python, pip,IDE)
21. Step 1: Install Django & Google Generativeai
22. Step 2: Create a Django Project
23. Step 2: Create a Django Project
24. Step 3: Create a Django App
26. Step 4: Add your app to the project’s settings
27. Step 5: Define Models
28. Step 6: Migrate the Database
29. Step 7: Create Views
30. Step 8: Wrapping it up by creating templates🚀 🚀 🚀
31. Thank you!! Happy Coding Hassan Bahati @HassanBahatiM blog.hassanbahati.com
32. References https://www.djangoproject.com/ https:/ /deepmind.google/technologies/gemini/ https://docs.djangoproject.com/en/5.1/