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Mervin Praison
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Last update : 23/08/2024

🚀 Supercharge Your AI: Google Gemini Fine-tuning Made Easy 🪄

🤯 The Power of Customization

Have you ever wished you could mold an AI to your will? 🤔 With Google Gemini fine-tuning, that’s not science fiction, it’s reality! 🤯 We’re diving deep into how to make Gemini respond exactly the way you want.

🛠️ Setting Up Your AI Workshop

  1. Google Cloud – Your Launchpad: 🚀 Think of this as your AI command center. You’ll need an account and to set up ‘OAuth 2.0 Client IDs’ under ‘APIs & Services’.

  2. Authentication – Your VIP Pass: 🔑 Download the client secret JSON file – it’s your key to accessing the AI magic! ✨

  3. Installing the Right Tools: 🧰 Open your terminal (that’s command prompt for Windows users) and run:

   pip install google-generativeai rich 

This brings in the tools to make your AI dreams a reality.

🧠 Training Your AI Like a Pro

  1. Before & After: 🧪 Start with a simple Python script to see how Gemini responds before training. This helps you measure how much better it gets after!

  2. Data – The AI’s Secret Sauce: 🥗 Prepare examples of what you want your AI to understand. For example, if you input “55”, you want it to output “56”. The more examples, the smarter your AI!

  3. Fine-tuning – It’s Go Time!: 🚀 Now, use the create_tuned_model function to train Gemini on your custom data. Think of it like sending your AI to bootcamp! 💪

  4. Patience, Young Padawan: 🧘 Fine-tuning takes time. Use get_tuned_model to check the status. While you wait, grab a coffee and dream of all the cool things your AI will do! ☕

🧪 Testing & Integration – Putting Your AI to Work

  1. Evaluation Time: 📝 Once training is complete, put your AI through its paces! Ask it questions and see how well it learned from your data.

  2. Seamless Integration: 🔗 It’s time to integrate your super-smart AI into your own projects. Use the generate_content function to get responses from your fine-tuned model.

🚀 Resources for Your AI Journey:

  • Patreon: https://patreon.com/MervinPraison – Support Mervin’s awesome work!
  • Ko-fi: https://ko-fi.com/mervinpraison – Buy him a coffee for the great content!
  • Discord: https://discord.gg/nNZu5gGT59 – Join the community and chat about AI!
  • Twitter / X: https://twitter.com/mervinpraison – Stay updated with the latest news!
  • GPU for 50% off: https://bit.ly/mervin-praison Coupon: MervinPraison (A6000, A5000) – Need more AI power? Get a GPU discount!
  • Code: https://mer.vin/2024/08/gemini-finetuning-basics/ – Access all the code from this tutorial.

🎉 You Did It!

Congratulations, you’re now an AI wizard! 🧙‍♂️ Keep experimenting, keep learning, and who knows what amazing things you’ll create!

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