7261 lines
217 KiB
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217 KiB
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"# 🔍 Predicting Item Prices from Descriptions (Part 8)\n",
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"---\n",
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"- Data Curation & Preprocessing\n",
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"- Model Benchmarking – Traditional ML vs LLMs\n",
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"- E5 Embeddings & RAG\n",
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"- Fine-Tuning GPT-4o Mini\n",
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"- Evaluating LLaMA 3.1 8B Quantized\n",
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"- Fine-Tuning LLaMA 3.1 with QLoRA\n",
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"- Evaluating Fine-Tuned LLaMA\n",
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"- ➡️ Summary & Leaderboard\n",
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"\n",
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"---\n",
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"\n",
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"# 🧪 Part 8: Summary & Leaderboard\n",
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"\n",
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"\n",
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"\n",
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"# 🥇 The winner is the LLaMA 3.1 8B (4-bit) fine-tuned on 400K samples \n",
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"\n",
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"LLaMA 3.1 8B (4-bit) fine-tuned on 400K samples is outperforming even the big guy GPT-4o — with the lowest error and highest accuracy (75.6%).\n",
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"\n",
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"RAG + GPT-4o Mini also did well, proving that retrieval adds real value.\n",
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"\n",
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"On the other hand, traditional ML models and even human guesses, gave weaker results and fell behind the top models.\n",
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"\n",
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"💡 As we’ve seen, a **well-tuned open-source small model** can do amazing things on a focused task — sometimes even better than large, closed models.\n",
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"It’s not about size — it’s about fit, focus, and fine-tuning.\n",
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"\n",
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"# ✨ Conclusion\n",
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"What a journey! From classic ML to state-of-the-art LLMs, from embeddings to retrieval and fine-tuning — we explored it all to answer: who predicts prices best?\n",
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"\n",
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"Thanks for following along — see you in the next challenge! 🚀\n",
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"\n",
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"---\n",
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"📢 Find more LLM notebooks on my [GitHub repository](https://github.com/lisekarimi/lexo)"
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