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@@ -24,7 +24,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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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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  | 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 | Taking Stock | [📺 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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