5-Day Gen AI Intensive
copied from /villagepump/5-Day Gen AI Intensive
https://www.kaggle.com/learn-guide/5-day-genai
Geminiベースでやるシリーズみたいtakker.icon
いいかも
ひととおりやれておもしろかったcak.icon
申込みは必要?takker.icon
kaggle accountとdiscord accountでログインするだけかな
kaggleのcode labでいろいろ試せるみたいなのがウリの講座なのでkaggle accountさえあれば申し込み不要のはずcak.icon
なるtakker.icon
とりあえずkaggle accountだけでやってみます
✅Sign up for a Kaggle account
Google loginで作れた
✅learn how Notebooks work
✅ Sign up for an Google AI Studio account and ensure you can generate an API key.
このあとはアクティブ読書に持ち込む
Day 1 (Foundational Large Language Models & Prompt Engineering)
Day 2 (Embeddings and Vector Stores/Databases)
ここまでやったtakker.icon
Day 3 (Generative Agents)
Day 4 (Domain-Specific LLMs)
In today’s reading, you’ll delve into the creation and application of specialized LLMs like SecLM and MedLM/Med-PaLM, with insights from the researchers who built them.
In the code labs you will learn how to add real world data to a model beyond its knowledge cut-off by grounding with Google Search. You will also learn how to fine-tune a custom Gemini model using your own labeled data to solve custom tasks.
1. Complete Unit 4: “Domain-Specific LLMs”, which is:
1. Listen to the summary podcast episode for this unit (created by NotebookLM).
https://youtu.be/b1a4ZOQ8XdI
2. Read the “Solving Domain-Specific Problems Using LLMs” whitepaper".
3. Complete these code labs on Kaggle:
1. Use Google Search data in generation
2. Tune a Gemini model for a custom task
2. Watch the YouTube livestream recording.
https://www.youtube.com/watch?v=odvuLMJWUSU&list=PLqFaTIg4myu-b1PlxitQdY0UYIbys-2es&index=4
Day 5 (MLOps for Generative AI)
Discover how to adapt MLOps practices for Generative AI and leverage Vertex AI's tools for foundation models and generative AI applications.
1. Complete Unit 5: “MLOps for Generative AI”, which is:
1. Listen to the summary podcast episode for this unit (created by NotebookLM).
https://youtu.be/k9S6IhiUUj4
2. Read the “MLOps for Generative AI” whitepaper.
3. No code lab for today!
We will do a code walkthrough and live demo of https://goo.gle/e2e-gen-ai-app-starter-pack, a resource created for making MLOps for Gen AI easier and accelerating the path to production.
Please go through the repository in advance.
2. Watch the YouTube livestream recording.
https://www.youtube.com/watch?v=uCFW0i9xrBc&list=PLqFaTIg4myu-b1PlxitQdY0UYIbys-2es&index=5
Bonus Assignment
There's more!
This bonus notebook walks you through a few more things you can do with the Gemini API that weren't covered during the course. This material doesn't pair with the whitepapers or podcast, but covers some extra capabilities you might find useful when building Gemini API powered apps.