Skip to content

Commit

Permalink
Merge pull request #21 from wildgeece96/master
Browse files Browse the repository at this point in the history
Added Open Studio Lab button at README.md
  • Loading branch information
cemsaz authored May 25, 2022
2 parents baf54bf + f3c7029 commit 2b3a8b8
Showing 1 changed file with 28 additions and 6 deletions.
34 changes: 28 additions & 6 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -10,12 +10,34 @@ Watch all Computer Vision class video recordings in this [YouTube playlist](http

## Course Overview
There are three lectures and one final project for this class.
| Lecture 1 | Lecture 2 | Lecture 3 |
| :---: | :---: | :---: |
| Intro to ML | Image Datasets | Advanced CNNs: VGGNet and ResNet |
| Intro to Computer Vision | Training Neural Networks | Object Detection |
| Neural Networks | Modern CNNs: LeNet and AlexNet | Semantic Segmentation |
| Convolutional Neural Networks | Model fine-tuning | |

Lecture 1

| title | studio lab |
| :---: | ---: |
| Intro to ML | - |
| Intro to Computer Vision | - |
| Neural Networks | Gluon [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY1-NN.ipynb)<br> PyTorch [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/pytorch/MLA-CV-DAY1-NN.ipynb)|
| Convolutional Neural Networks | Gluon [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY1-CNN.ipynb)<br> PyTorch [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/pytorch/MLA-CV-DAY1-CNN.ipynb)|
| Final Project | Gluon [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY1-Final-Project.ipynb) <br> PyTorch [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/pytorch/MLA-CV-DAY1-Final-Project.ipynb)|

Lecture 2

| title | studio lab |
| :---: | ---: |
| Image Datasets | - |
| Training Neural Networks | - |
| Modern CNNs: LeNet and AlexNet | Gluon [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY2-Transfer-Learning.ipynb) <br> PyTorch [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/pytorch/MLA-CV-DAY2-Transfer-Learning.ipynb)|
| Model fine-tuning | [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY2-AutoGluon-CV/MLA-CV-DAY2-AutoGluon-CV.ipynb)|

Lecture 3

| title | studio lab |
| :---: | ---: |
| Advanced CNNs: VGGNet and ResNet |Gluon [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY3-ResNet.ipynb) <br> PyTorch [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/pytorch/MLA-CV-DAY3-ResNet.ipynb) |
| Object Detection | [![Open In Studio Lab](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY3-YOLO.ipynb)|
| Semantic Segmentation | - |


__Final Project:__ Practice working with a "real-world" computer vision dataset for the final project. Final project dataset is in the [data/final_project_dataset folder](https://github.com/aws-samples/aws-machine-learning-university-accelerated-cv/tree/master/data/final_project_dataset). For more details on the final project, check out [this notebook](https://github.com/aws-samples/aws-machine-learning-university-accelerated-cv/blob/master/notebooks/MLA-CV-DAY1-Final-Project.ipynb).

Expand Down

0 comments on commit 2b3a8b8

Please sign in to comment.