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@@ -30,7 +30,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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  | # | Title | Article | Interactive |
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  |---|-------|---------|-------------|
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  | 01 | Intro to EXD | — | — |
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- | 02 | Setup & First Inference | [📖 Read](https://huggingface.co/datasets/EXD-AI/episode-02-setup-and-first-inference) | — |
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  | 03 | Inference Benchmarking | — | [🚀 Simulator](https://huggingface.co/spaces/EXD-AI/inference-simulator) |
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  | 04 | Performance Tuning | — | [🚀 Simulator v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) |
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  | 05 | Speculative Decoding | — | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) |
@@ -45,7 +45,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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  |------|------|-------------|
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  | 📊 Dataset | *coming soon* | Benchmark results |
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  | ⚙️ Dataset | *coming soon* | vLLM config profiles |
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- | 📝 Article | [Episode 02](https://huggingface.co/datasets/EXD-AI/episode-02-setup-and-first-inference) | Setup, hardware, first inference walkthrough |
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  | # | Title | Article | Interactive |
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  |---|-------|---------|-------------|
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  | 01 | Intro to EXD | — | — |
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+ | 02 | Setup & First Inference | | — |
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  | 03 | Inference Benchmarking | — | [🚀 Simulator](https://huggingface.co/spaces/EXD-AI/inference-simulator) |
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  | 04 | Performance Tuning | — | [🚀 Simulator v2](https://huggingface.co/spaces/EXD-AI/inference-simulator-v2) |
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  | 05 | Speculative Decoding | — | [⚡ Spec Decode](https://huggingface.co/spaces/EXD-AI/speculative-decoding-simulator) |
 
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  |------|------|-------------|
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  | 📊 Dataset | *coming soon* | Benchmark results |
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  | ⚙️ Dataset | *coming soon* | vLLM config profiles |
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+ | 📝 Article | *coming soon* | Episode write-ups |
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