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AG-RAG & AG-MM #12

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15 changes: 14 additions & 1 deletion README.md
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Expand Up @@ -22,6 +22,7 @@ There will be a 5 min QA at the end of each section. A link to the slides will b
| [AutoGluon Assistant](#autogluon-assistant) | [Boran Han](https://github.com/boranhan) | 12:30PM -- 12:45PM | [AG-A tutorial](https://github.com/autogluon/autogluon-assistant/blob/main/docs/tutorials/autogluon-assistant-quick-start.ipynb) | [docs](https://github.com/autogluon/autogluon-assistant) |
| [AutoGluon Timeseries](#autogluon-timeseries) | [Abdul Fatir Ansari](https://github.com/abdulfatir) | 12:45PM -- 01:15PM | [timeseries quick start](https://colab.research.google.com/github/autogluon/autogluon/blob/stable/docs/tutorials/timeseries/forecasting-quick-start.ipynb), [chronos tutorial](https://colab.research.google.com/github/autogluon/autogluon/blob/stable/docs/tutorials/timeseries/forecasting-chronos.ipynb) | [![timeseries-cheatsheet](https://raw.githubusercontent.com/Innixma/autogluon-doc-utils/main/docs/cheatsheets/stable/timeseries/autogluon-cheat-sheet-ts.jpeg)](https://raw.githubusercontent.com/Innixma/autogluon-doc-utils/main/docs/cheatsheets/stable/timeseries/autogluon-cheat-sheet-ts.pdf) [docs](https://auto.gluon.ai/stable/tutorials/timeseries/index.html) | |
| [AutoGluon Multimodal](#autogluon-multimodal) | [Shuai Zhang](https://github.com/cheungdaven) | 01:15PM -- 01:30PM | [multimodal tutorial](https://colab.research.google.com/github/autogluon/autogluon/blob/stable/docs/tutorials/multimodal/multimodal_prediction/multimodal-quick-start.ipynb) | [![multimodal-cheatsheet](https://automl-mm-bench.s3-accelerate.amazonaws.com/cheatsheet/stable/automm.jpeg)](https://automl-mm-bench.s3-accelerate.amazonaws.com/cheatsheet/stable/automm.pdf) [docs](https://auto.gluon.ai/stable/tutorials/multimodal/index.html) |
| [AutoGluon RAG](#autogluon-rag) | [Shuai Zhang](https://github.com/cheungdaven) | 01:15PM -- 01:30PM | [AutoGluon RAG Tutorial](https://auto.gluon.ai/rag/dev/index.html) | [![autogluon-rag-cheatsheet]()]() [docs](https://auto.gluon.ai/rag/dev/index.html) |
| Additional QA + Feedback | All speakers | TBD | | [docs](https://auto.gluon.ai/cloud/stable/index.html) |

## Section Outline and Materials
Expand Down Expand Up @@ -54,7 +55,19 @@ There will be a 5 min QA at the end of each section. A link to the slides will b

### AutoGluon Multimodal

- WIP
- AutoML & multimodal model finetuning
- HPO, PEFT, KD with AutoGluon Multimodal
- Automatic unimodal/multimodal classification and regression
- Image Segmentation & Object detection
- Multimodal Semantic Matching

### AutoGluon RAG

- RAG in three lines of code
- VectorDB & fast search support
- Fast inference with vLLM
- Easy integration with AWS Bedrock and S3


### Hands-on Notebooks

Expand Down