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@@ -19,7 +19,7 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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  | Platform | Link |
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  |----------|------|
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- | **📺 YouTube** | [EXD YouTube Channel](https://www.youtube.com/playlist?list=PLU1ov53-rMvMrzzRR3rMJVm7pXCoHy2Ik) |
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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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@@ -31,14 +31,24 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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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 Sim](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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  ---
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  ## 🛠️ Focus Areas
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  - Model fine-tuning (LoRA, QLoRA, RLHF/DPO)
@@ -47,6 +57,4 @@ A deep dive into AI engineering — fine-tuning, architectures, inference optimi
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  ---
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- ⏳ *More artifacts (benchmark datasets, configs, article write-ups) coming as episodes progress.*
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  *Work backwards. Understand everything.*
 
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  | Platform | Link |
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  |----------|------|
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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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  |---|-------|---------|-------------|
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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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  | 06 | *coming soon* | — | — |
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  | 07 | *coming soon* | — | — |
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  ---
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+ ## 📦 Artifacts
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+
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+ | Type | Name | Description |
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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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+
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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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  ---
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  *Work backwards. Understand everything.*