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README.md
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## 🌐 Where to find us
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| **📺 YouTube** | [EXD YouTube Channel](https://youtube.com/@EXD-ai) |
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| **💻 GitHub** | [github.com/Ramshreyas/EXD](https://github.com/Ramshreyas/EXD) |
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| **🏗️ Creator** | [@EXDai on HF](https://huggingface.co/EXDai) |
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| **📚 Collection** | [Browse all EXD artifacts](https://huggingface.co/collections/EXD-AI/EXD-AI/exd-self-directed-phd-in-ai-6a3bbd3cbac6d838d3c749e2) |
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## 🗺️ Episodes
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| 01 | Intro to EXD | — | — |
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| 02 | Setup & First Inference | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep02/ep2-setup-and-first-inference.md) |
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| 03 | Inference Benchmarking | [
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| 04 | Performance Tuning | [
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| 05 | Speculative Decoding | [
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| 06 | *coming soon* | — | — |
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| 07 | Tokenization & Embeddings | [
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## 🛠️ Focus Areas
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- Model fine-tuning (LoRA, QLoRA, RLHF/DPO)
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## 🗺️ Episodes
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| # | Title | Video | Interactive | Article |
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| 01 | Intro to EXD | [📺 Watch](https://youtu.be/mUFNk2yOblc) | — | — |
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| 02 | Setup & First Inference | [📺 Watch](https://youtu.be/pPboQK6hXBw) | — | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep02/ep2-setup-and-first-inference.md) |
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| 03 | Inference Benchmarking | [📺 Watch](https://youtu.be/BwMJo25iK9A) | [🚀 Simulator](https://huggingface.co/spaces/EXD-AI/inference-simulator) | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep03/ep3-inference-benchmarking.md) |
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| 04 | Performance Tuning | [📺 Watch](https://youtu.be/jUDci02mTOM) | [🚀 Sim v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep04/ep4-inference-benchmarking-continued.md) |
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| 05 | Speculative Decoding | [📺 Watch](https://youtu.be/ip8G_ukhI7E) | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep05/shownotes.md) |
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| 06 | *coming soon* | [📺 Watch](https://youtu.be/bFWP2QDxAAU) | — | — |
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| 07 | Tokenization & Embeddings | [📺 Watch](https://youtu.be/E03MyfzUsJI) | [🔤 Notebook](https://huggingface.co/datasets/EXD-AI/episode-07-tokenization) | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep07/tokenization_and_embeddings.ipynb) |
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## 🌐 Links
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📺 [YouTube Channel](https://youtube.com/@EXD-ai) · 💻 [GitHub](https://github.com/Ramshreyas/EXD) · 🏗️ [@EXDai](https://huggingface.co/EXDai) · 📚 [Collection](https://huggingface.co/collections/EXD-AI/EXD-AI/exd-self-directed-phd-in-ai-6a3bbd3cbac6d838d3c749e2)
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---
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## 🛠️ Focus Areas
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- Model fine-tuning (LoRA, QLoRA, RLHF/DPO)
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