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Update KDD22 Tutorial Instructions, Session 2, and Session 5 #167

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39 changes: 31 additions & 8 deletions tutorials/kdd22/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -13,12 +13,35 @@ By the end of the tutorial, we believe that attendees will be easily capable of

| Time | Session | Material |
|---|---|---|
| 8:00 AM - 8:30 AM | Check-in and Environment Setup | |
| 8:30 AM - 8:50 AM | Session 1: Introduction to PECOS | |
| 8:50 AM - 9:30 AM | Session 2: Extreme Multi-label Ranking with PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%202%20Extreme%20Multi-label%20Ranking%20with%20PECOS.ipynb) |
| 9:00 AM - 9:20 AM | Session 1: Introduction to PECOS | |
| 9:20 AM - 10:00 AM | Environment Setup | |
| 9:30 AM - 10:00 AM | Coffee Break | |
| 10:00 AM - 10:30 AM | Session 3: Approximate Nearest Neighbor (ANN) Search in PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%203%20Approximate%20Nearest%20Neighbor%20Search%20in%20PECOS.ipynb) |
| 10:30 AM - 11:10 AM | Session 4: Utilities in PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%204%20Utilities%20in%20PECOS.ipynb) |
| 11:10 AM - 11:40 AM | Session 5: XR-Transformer cookbook and Distributed PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%205%20XR-Transformer%20cookbook%20and%20Distributed%20PECOS.ipynb) |
| 11:40 AM - 11:50 AM | Session 6: Research with PECOS | |
| 11:50 AM - 12:00 PM | Closing Remarks | |
| 10:00 AM - 10:30 AM | Session 2: eXtreme Multi-label Classification (XMC) with PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%202%20Extreme%20Multi-label%20Classification%20with%20PECOS.ipynb) |
| 10:30 AM - 11:00 AM | Session 3: Approximate Nearest Neighbor (ANN) Search in PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%203%20Approximate%20Nearest%20Neighbor%20Search%20in%20PECOS.ipynb) |
| 11:00 AM - 11:20 AM | Session 4: Utilities in PECOS | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%204%20Utilities%20in%20PECOS.ipynb) |
| 11:20 AM - 11:50 AM | Session 5: eXtreme Multi-label Classification (XMC) with XR-Transformer | [Notebook](https://github.com/amzn/pecos/blob/mainline/tutorials/kdd22/Session%205%20eXtreme%20Multi-label%20Classification%20with%20XR-Transformer.ipynb) |
| 11:50 AM - 12:00 AM | Session 6: Research with PECOS | |
| 12:00 PM - 12:10 PM | Closing Remarks | |

## Tutorial Instructions

### Miniconda Installation
```bash
mkdir -p ~/miniconda3
wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda3/miniconda.sh
bash ~/miniconda3/miniconda.sh -b -u -p ~/miniconda3
rm -rf ~/miniconda3/miniconda.sh
~/miniconda3/bin/conda init bash
~/miniconda3/bin/conda init zsh
```

### Tutorial Mateiral Execution
```bash
conda create -n tutorial_env python=3.9 -y
conda activate tutorial_env
python -m pip install libpecos==0.4.0 matplotlib panda requests jupyterlab
mkdir -p ~/pecos_tutorial_playground
cd ~/pecos_tutorial_playground
git clone https://github.com/amzn/pecos
python -m jupyterlab.labapp --ip=0.0.0.0 --port 8888 --no-browser --allow-root --notebook-dir=pecos/tutorials/kdd22
```
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