tutorials.rst 2.27 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
Tutorials
=========

.. TOC

.. toctree::
   :maxdepth: 2
   :hidden:

   tutorials/nni_experiment
Yuge Zhang's avatar
Yuge Zhang committed
11
12
   tutorials/hello_nas
   tutorials/nasbench_as_dataset
J-shang's avatar
J-shang committed
13
14
15
16
   tutorials/pruning_quick_start_mnist
   tutorials/pruning_speed_up
   tutorials/quantization_quick_start_mnist
   tutorials/quantization_speed_up
17
18
19
20
21
22
23
24
25
26
27

.. ----------------------

.. cardlinkitem::
   :header: Start and Manage a New Experiment
   :description: Familiarize yourself with Pythonic API to manage a hyper-parameter tuning experiment
   :link: tutorials/nni_experiment.html
   :image: ../img/thumbnails/overview-31.png
   :tags: Experiment/HPO

.. cardlinkitem::
Yuge Zhang's avatar
Yuge Zhang committed
28
29
30
   :header: Hello, NAS!
   :description: Beginners' NAS tutorial on how to search for neural architectures for MNIST dataset.
   :link: tutorials/hello_nas.html
31
32
33
   :image: ../img/thumbnails/overview-30.png
   :background: cyan
   :tags: NAS
Yuge Zhang's avatar
Yuge Zhang committed
34
35
36
37
38
39
40
41

.. cardlinkitem::
   :header: Use NAS Benchmarks as Datasets
   :description: Query data from popular NAS benchmarks from our preprocessed benchmark database.
   :link: tutorials/nasbench_as_dataset.html
   :image: ../img/thumbnails/overview-30.png
   :background: pink
   :tags: NAS
J-shang's avatar
J-shang committed
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73

.. cardlinkitem::
   :header: Get Started with Model Pruning on MNIST
   :description: Familiarize yourself with pruning to compress your model 
   :link: tutorials/pruning_quick_start_mnist.html
   :image: ../img/thumbnails/overview-29.png
   :background: cyan
   :tags: Compression

.. cardlinkitem::
   :header: Get Started with Model Quantization on MNIST
   :description: Familiarize yourself with quantization to compress your model
   :link: tutorials/quantization_quick_start_mnist.html
   :image: ../img/thumbnails/overview-29.png
   :background: cyan
   :tags: Compression

.. cardlinkitem::
   :header: Speed Up Model with Mask
   :description: Make your model real smaller and faster with speed-up after pruned by pruner
   :link: tutorials/pruning_speed_up.html
   :image: ../img/thumbnails/overview-29.png
   :background: cyan
   :tags: Compression

.. cardlinkitem::
   :header: Speed Up Model with Calibration Config
   :description: Make your model real smaller and faster with speed-up after quantized by quantizer
   :link: tutorials/quantization_speed_up.html
   :image: ../img/thumbnails/overview-29.png
   :background: cyan
   :tags: Compression