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@@ -36,7 +36,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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  | 04 | Performance Tuning | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep04/ep4-inference-benchmarking-continued.md) | [🚀 Simulator v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) |
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  | 05 | Speculative Decoding | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep05/shownotes.md) | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) |
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  | 06 | *coming soon* | — | — |
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- | 07 | *coming soon* | | |
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@@ -47,6 +47,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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  | 📊 Dataset | [benchmark-results](https://huggingface.co/datasets/EXD-AI/benchmark-results) | Performance data from inference sweeps |
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  | ⚙️ Dataset | [vllm-configs](https://huggingface.co/datasets/EXD-AI/vllm-configs) | Production vLLM configuration profiles |
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  | 📝 Article | [GitHub episodes](https://github.com/Ramshreyas/EXD/tree/main/episodes) | Full write-ups for each episode |
 
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  | 04 | Performance Tuning | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep04/ep4-inference-benchmarking-continued.md) | [🚀 Simulator v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) |
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  | 05 | Speculative Decoding | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep05/shownotes.md) | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) |
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  | 06 | *coming soon* | — | — |
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+ | 07 | Tokenization & Embeddings | [📖 GitHub](https://github.com/Ramshreyas/EXD/blob/main/episodes/Ep07/tokenization_and_embeddings.ipynb) | [🔤 Notebook](https://huggingface.co/datasets/EXD-AI/episode-07-tokenization) |
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  | 📊 Dataset | [benchmark-results](https://huggingface.co/datasets/EXD-AI/benchmark-results) | Performance data from inference sweeps |
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  | ⚙️ Dataset | [vllm-configs](https://huggingface.co/datasets/EXD-AI/vllm-configs) | Production vLLM configuration profiles |
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  | 📝 Article | [GitHub episodes](https://github.com/Ramshreyas/EXD/tree/main/episodes) | Full write-ups for each episode |
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+ | 📓 Notebook | [episode-07-tokenization](https://huggingface.co/datasets/EXD-AI/episode-07-tokenization) | Tokenization & embeddings deep-dive |
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