Hugging Face's logo

Spaces:
amazon
/
README
Running

App Files Community
2
juliaferraioli commited on
Commit
3a96c1d
•
1 Parent(s): ed4d320

readme-updates (#2)

Browse files

- update readme, add images and thumbnails (1a4afdeb55d7313c5da0706aca9bd8714441a773)
- fix image path (a5f905acbb6f75927abef2dc40676deb162c6a3c)

Files changed (5) hide show
  1. README.md +114 -82
  2. images/logo.png +0 -0
  3. images/thumbnails/hugging-face-classifier.jpg +0 -0
  4. images/thumbnails/ml-llm-selection.png +0 -0
  5. images/thumbnails/ml-musicgen-sagemaker.png +0 -0
README.md CHANGED
@@ -7,85 +7,117 @@ sdk: static
7
  pinned: false
8
  ---
9
 
10
- <div class="grid lg:grid-cols-3 gap-x-4 gap-y-7">
11
- <p class="lg:col-span-3">
12
- Hugging Face is working with Amazon Web Services to make it easier than
13
- ever for startups and enterprises to <strong
14
- >train and deploy Hugging Face models in Amazon SageMaker</strong
15
- >.
16
- </p>
17
- <a
18
- href="https://huggingface.co/blog/the-partnership-amazon-sagemaker-and-hugging-face"
19
- class="block overflow-hidden group"
20
- >
21
- <div
22
- class="w-full h-40 object-cover mb-2 bg-indigo-100 rounded-lg flex items-center justify-center dark:bg-gray-900 dark:group-hover:bg-gray-850"
23
- >
24
- <img
25
- alt=""
26
- src="/front/assets/promo/amazon_sagemaker_x_huggingface.png"
27
- class="w-40"
28
- />
29
- </div>
30
- <div class="underline">Read announcement blog post</div>
31
- </a>
32
- <a href="https://youtu.be/ok3hetb42gU" class="block overflow-hidden">
33
- <img
34
- alt=""
35
- src="/front/assets/promo/amazon_walkthrough_thumbnail.png"
36
- class="w-full h-40 object-cover mb-2 bg-gray-300 rounded-lg"
37
- />
38
- <div class="underline">Video Walkthrough with Philipp Schmid</div>
39
- </a>
40
- <a
41
- href="https://huggingface.co/docs/sagemaker"
42
- class="block overflow-hidden group"
43
- >
44
- <div
45
- class="w-full h-40 object-cover mb-2 bg-gray-900 group-hover:bg-gray-850 rounded-lg flex items-start justify-start"
46
- >
47
- <img
48
- alt=""
49
- src="/front/assets/promo/amazon_documentation.png"
50
- class="w-44 p-4"
51
- />
52
- </div>
53
- <div class="underline">Documentation: Hugging Face in SageMaker</div>
54
- </a>
55
- <div class="lg:col-span-3">
56
- <p class="mb-2">
57
- To train Hugging Face models in Amazon SageMaker, you can use the
58
- Hugging Face Deep Learning Containers (DLCs) and the Hugging Face
59
- support in the SageMaker Python SDK.
60
- </p>
61
- <p class="mb-2">
62
- The DLCs are fully integrated with the SageMaker distributed training
63
- libraries to train models more quickly using the latest generation of
64
- accelerated computing instances available on Amazon EC2. With the
65
- SageMaker Python SDK, you can start training with just a single line of
66
- code, enabling your teams to move from idea to production more quickly.
67
- </p>
68
- <p class="mb-2">
69
- To deploy Hugging Face models in Amazon SageMaker, you can use the
70
- Hugging Face Deep Learning Containers with the new Hugging Face
71
- Inference Toolkit.
72
- </p>
73
- <p class="mb-2">
74
- With the new Hugging Face Inference DLCs, deploy your trained models for
75
- inference with just one more line of code, or select any of the 10,000+
76
- models publicly available on the 🤗 Hub, and deploy them with Amazon
77
- SageMaker, to easily create production-ready endpoints that scale
78
- seamlessly, with built-in monitoring and enterprise-level security.
79
- </p>
80
- <p>
81
- More information: <a
82
- href="https://aws.amazon.com/blogs/machine-learning/aws-and-hugging-face-collaborate-to-simplify-and-accelerate-adoption-of-natural-language-processing-models/"
83
- class="underline">AWS blog post</a
84
- >,
85
- <a
86
- href="https://discuss.huggingface.co/c/sagemaker/17"
87
- class="underline">Community Forum</a
88
- >
89
- </p>
90
- </div>
91
- </div>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7
  pinned: false
8
  ---
9
 
10
+ <style>
11
+ img.rotating-content {
12
+ max-height: 150px;
13
+ width: auto;
14
+ }
15
+ .icon {
16
+ width: 1.5em;
17
+ height: 1.5em;
18
+ vertical-align: -.7em;
19
+ padding: .25em .5em .25em .25em;
20
+ }
21
+ ul.social {
22
+ list-style: none;
23
+ padding-left: 0;
24
+ }
25
+ ul.social li {
26
+ padding-left: .5em;
27
+ display: flex;
28
+ }
29
+ </style>
30
+
31
+ ![AWS Banner](images/logo.png)
32
+
33
+ _**Innovating with machine learning on AWS**_
34
+
35
+ On AWS, you can access performant infrastructure, deployment resources, data governance solutions, and deep learning containers with optimized open source frameworks, so that you can focus on your machine learning tasks.
36
+
37
+ ## AI/ML at AWS
38
+
39
+ AWS offers a comprehensive suite of AI/ML tools and services that cater to every stage of the machine learning lifecycle. From model development and training to deployment and inference, AWS provides cutting-edge solutions like Amazon SageMaker with its JumpStart feature for end-to-end development and deployment of models, Amazon Bedrock for building generative AI applications, custom AI accelerator chips such as AWS Trainium for training and AWS Inferentia for inference, and pre-configured environments to streamline your ML workflows. Additionally, you can explore the Registry of Open Data to discover, access, and utilize diverse datasets for your AI/ML projects. Whether you're working on large language models, generative AI, computer vision, time-series forecasting, or natural language processing, scaling your projects on AWS is easy.
40
+
41
+ Learn more about these services and others:
42
+
43
+ * [Amazon SageMaker](https://aws.amazon.com/sagemaker/?trk=fabc3ba2-834f-4b7e-b87c-ca98cdd4600c&sc_channel=el)
44
+ * [Amazon Bedrock](https://aws.amazon.com/bedrock/?trk=931962ef-ffa0-4c91-b885-9757dab0933e&sc_channel=el)
45
+ * [AWS AI Chips](https://aws.amazon.com/ai/machine-learning/trainium/?trk=a2d98f03-e332-4006-9724-2bafb15d6927&sc_channel=el)
46
+ * [AWS GPUs for Machine Learning](https://aws.amazon.com/ec2/instance-types/g4/?trk=5767130d-03c1-443e-908e-5202162d30d3&sc_channel=el)
47
+ * [AWS Deep Learning AMIs](https://aws.amazon.com/machine-learning/amis/?trk=ebe063f7-8545-4596-86a5-f8e3e4566684&sc_channel=el)
48
+ * [AWS Deep Learning Containers](https://aws.amazon.com/machine-learning/containers/?trk=c3dc34cd-802d-4e58-a828-ab2419db0259&sc_channel=el)
49
+ * [Artificial Intelligence on AWS](https://aws.amazon.com/ai/?trk=1ade1a54-b24c-47b0-9d74-68e75847e0f5&sc_channel=el)
50
+ * [Registry of Open Data](https://registry.opendata.aws/?trk=67465ffe-55fa-4f78-bd9d-5a79ef0717a5&sc_channel=el)
51
+
52
+ ## AWS & Hugging Face Collaboration
53
+
54
+ AWS and Hugging Face are working together to simplify and accelerate the adoption of advanced machine learning models. This [partnership](https://aws.amazon.com/blogs/machine-learning/aws-and-hugging-face-collaborate-to-make-generative-ai-more-accessible-and-cost-efficient/?trk=7902b1b7-22c0-4841-8f9d-50fa299e5e8a&sc_channel=el) offers streamlined training using Hugging Face Deep Learning Containers with SageMaker distributed training libraries, simplifying workflows with the SageMaker Python SDK for efficient model training. Deployment is made effortless through the Hugging Face Inference toolkit and DLCs, allowing users to deploy trained models on the Hugging Face Hub. Amazon SageMaker facilitates the creation of scalable endpoints with built-in monitoring and enterprise-level security. This joint effort empowers teams to move quickly from experimentation to production, leveraging cutting-edge models and scalable infrastructure to drive innovation in machine learning projects.
55
+
56
+ * Learn about [Hugging Face on AWS](https://aws.amazon.com/ai/hugging-face/?trk=3983b951-6548-4c2c-bd3c-c0429efec685&sc_channel=el)
57
+ * Learn about [Hugging Face in Amazon SageMaker](https://huggingface.co/docs/sagemaker/index)
58
+ * Reference documentation for [using Hugging Face with Amazon SageMaker](https://docs.aws.amazon.com/sagemaker/latest/dg/hugging-face.html?trk=c7f1fa13-419b-4f6b-ae36-3a3f67e5bdff&sc_channel=el)
59
+ * [Community Forum](https://discuss.huggingface.co/c/sagemaker/17) on Hugging Face
60
+
61
+ ## Connect, Learn, and Grow with AWS
62
+
63
+ Stay connected with the latest AWS AI/ML and open source developments:
64
+
65
+ <div class="grid lg:grid-cols-2 gap-x-4 gap-y-7 p2">
66
+ <div class="col-span-1 p2">
67
+ <p>AWS Open Source</p>
68
+ <ul class="social">
69
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 96c0-35.3-28.7-64-64-64H64C28.7 32 0 60.7 0 96V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V96zM265.8 407.7c0-1.8 0-6 .1-11.6c.1-11.4 .1-28.8 .1-43.7c0-15.6-5.2-25.5-11.3-30.7c37-4.1 76-9.2 76-73.1c0-18.2-6.5-27.3-17.1-39c1.7-4.3 7.4-22-1.7-45c-13.9-4.3-45.7 17.9-45.7 17.9c-13.2-3.7-27.5-5.6-41.6-5.6s-28.4 1.9-41.6 5.6c0 0-31.8-22.2-45.7-17.9c-9.1 22.9-3.5 40.6-1.7 45c-10.6 11.7-15.6 20.8-15.6 39c0 63.6 37.3 69 74.3 73.1c-4.8 4.3-9.1 11.7-10.6 22.3c-9.5 4.3-33.8 11.7-48.3-13.9c-9.1-15.8-25.5-17.1-25.5-17.1c-16.2-.2-1.1 10.2-1.1 10.2c10.8 5 18.4 24.2 18.4 24.2c9.7 29.7 56.1 19.7 56.1 19.7c0 9 .1 21.7 .1 30.6c0 4.8 .1 8.6 .1 10c0 4.3-3 9.5-11.5 8C106 393.6 59.8 330.8 59.8 257.4c0-91.8 70.2-161.5 162-161.5s166.2 69.7 166.2 161.5c.1 73.4-44.7 136.3-110.7 158.3c-8.4 1.5-11.5-3.7-11.5-8zm-90.5-54.8c-.2-1.5 1.1-2.8 3-3.2c1.9-.2 3.7 .6 3.9 1.9c.3 1.3-1 2.6-3 3c-1.9 .4-3.7-.4-3.9-1.7zm-9.1 3.2c-2.2 .2-3.7-.9-3.7-2.4c0-1.3 1.5-2.4 3.5-2.4c1.9-.2 3.7 .9 3.7 2.4c0 1.3-1.5 2.4-3.5 2.4zm-14.3-2.2c-1.9-.4-3.2-1.9-2.8-3.2s2.4-1.9 4.1-1.5c2 .6 3.3 2.1 2.8 3.4c-.4 1.3-2.4 1.9-4.1 1.3zm-12.5-7.3c-1.5-1.3-1.9-3.2-.9-4.1c.9-1.1 2.8-.9 4.3 .6c1.3 1.3 1.8 3.3 .9 4.1c-.9 1.1-2.8 .9-4.3-.6zm-8.5-10c-1.1-1.5-1.1-3.2 0-3.9c1.1-.9 2.8-.2 3.7 1.3c1.1 1.5 1.1 3.3 0 4.1c-.9 .6-2.6 0-3.7-1.5zm-6.3-8.8c-1.1-1.3-1.3-2.8-.4-3.5c.9-.9 2.4-.4 3.5 .6c1.1 1.3 1.3 2.8 .4 3.5c-.9 .9-2.4 .4-3.5-.6zm-6-6.4c-1.3-.6-1.9-1.7-1.5-2.6c.4-.6 1.5-.9 2.8-.4c1.3 .7 1.9 1.8 1.5 2.6c-.4 .9-1.7 1.1-2.8 .4z"/></svg><a href="https://github.com/aws?trk=3891b6e0-ae7b-4c2a-90a7-d92098503b91&sc_channel=el">AWS on GitHub</a></li>
70
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg><a href="https://www.linkedin.com/company/awsopen?trk=7fea374c-7e13-450b-aa3c-ea12cd62d01b&sc_channel=el">AWS on LinkedIn</a></li>
71
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M180.4 203c-.7 22.7 10.6 32.7 10.9 39.1a8.2 8.2 0 0 1 -4.1 6.3l-12.8 9a10.7 10.7 0 0 1 -5.6 1.9c-.4 0-8.2 1.8-20.5-25.6a78.6 78.6 0 0 1 -62.6 29.5c-16.3 .9-60.4-9.2-58.1-56.2-1.6-38.3 34.1-62.1 70.9-60.1 7.1 0 21.6 .4 47 6.3v-15.6c2.7-26.5-14.7-47-44.8-43.9-2.4 0-19.4-.5-45.8 10.1-7.4 3.4-8.3 2.8-10.8 2.8-7.4 0-4.4-21.5-2.9-24.2 5.2-6.4 35.9-18.4 65.9-18.2a76.9 76.9 0 0 1 55.7 17.3 70.3 70.3 0 0 1 17.7 52.4l0 69.3zM94 235.4c32.4-.5 46.2-20 49.3-30.5 2.5-10.1 2.1-16.4 2.1-27.4-9.7-2.3-23.6-4.9-39.6-4.9-15.2-1.1-42.8 5.6-41.7 32.3-1.2 16.8 11.1 31.4 30 30.5zm170.9 23.1c-7.9 .7-11.5-4.9-12.7-10.4l-49.8-164.7c-1-2.8-1.6-5.7-1.9-8.6a4.6 4.6 0 0 1 3.9-5.3c.2 0-2.1 0 22.3 0 8.8-.9 11.6 6 12.6 10.4l35.7 140.8 33.2-140.8c.5-3.2 2.9-11.1 12.8-10.2h17.2c2.2-.2 11.1-.5 12.7 10.4l33.4 142.6L421 80.1c.5-2.2 2.7-11.4 12.7-10.4h19.7c.9-.1 6.2-.8 5.3 8.6-.4 1.9 3.4-10.7-52.8 169.9-1.2 5.5-4.8 11.1-12.7 10.4h-18.7c-10.9 1.2-12.5-9.7-12.7-10.8L328.7 110.7l-32.8 137c-.2 1.1-1.7 11.9-12.7 10.8h-18.3zm273.5 5.6c-5.9 0-33.9-.3-57.4-12.3a12.8 12.8 0 0 1 -7.8-11.9v-10.8c0-8.5 6.2-6.9 8.8-5.9 10 4.1 16.5 7.1 28.8 9.6 36.7 7.5 52.8-2.3 56.7-4.5 13.2-7.8 14.2-25.7 5.3-35-10.5-8.8-15.5-9.1-53.1-21-4.6-1.3-43.7-13.6-43.8-52.4-.6-28.2 25.1-56.2 69.5-56 12.7 0 46.4 4.1 55.6 15.6 1.4 2.1 2 4.6 1.9 7v10.1c0 4.4-1.6 6.7-4.9 6.7-7.7-.9-21.4-11.2-49.2-10.8-6.9-.4-39.9 .9-38.4 25-.4 19 26.6 26.1 29.7 26.9 36.5 11 48.7 12.8 63.1 29.6 17.1 22.3 7.9 48.3 4.4 55.4-19.1 37.5-68.4 34.4-69.3 34.4zm40.2 104.9c-70 51.7-171.7 79.3-258.5 79.3A469.1 469.1 0 0 1 2.8 327.5c-6.5-5.9-.8-14 7.2-9.5a637.4 637.4 0 0 0 316.9 84.1 630.2 630.2 0 0 0 241.6-49.6c11.8-5 21.8 7.8 10.1 16.4zm29.2-33.3c-9-11.5-59.3-5.4-81.8-2.7-6.8 .8-7.9-5.1-1.8-9.5 40.1-28.2 105.9-20.1 113.4-10.6 7.6 9.5-2.1 75.4-39.6 106.9-5.8 4.9-11.3 2.3-8.7-4.1 8.4-21.3 27.4-68.5 18.4-80z"/></svg><a href="https://aws.amazon.com/opensource/?trk=07609a30-004c-41fa-9630-3a9fd0fb87e5&sc_channel=el">Open Source At AWS</a></li>
72
+ </ul>
73
+ </div>
74
+ <div class="col-span-1 p2">
75
+ <p>Amazon Science</p>
76
+ <ul class="social">
77
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 96c0-35.3-28.7-64-64-64H64C28.7 32 0 60.7 0 96V416c0 35.3 28.7 64 64 64H384c35.3 0 64-28.7 64-64V96zM265.8 407.7c0-1.8 0-6 .1-11.6c.1-11.4 .1-28.8 .1-43.7c0-15.6-5.2-25.5-11.3-30.7c37-4.1 76-9.2 76-73.1c0-18.2-6.5-27.3-17.1-39c1.7-4.3 7.4-22-1.7-45c-13.9-4.3-45.7 17.9-45.7 17.9c-13.2-3.7-27.5-5.6-41.6-5.6s-28.4 1.9-41.6 5.6c0 0-31.8-22.2-45.7-17.9c-9.1 22.9-3.5 40.6-1.7 45c-10.6 11.7-15.6 20.8-15.6 39c0 63.6 37.3 69 74.3 73.1c-4.8 4.3-9.1 11.7-10.6 22.3c-9.5 4.3-33.8 11.7-48.3-13.9c-9.1-15.8-25.5-17.1-25.5-17.1c-16.2-.2-1.1 10.2-1.1 10.2c10.8 5 18.4 24.2 18.4 24.2c9.7 29.7 56.1 19.7 56.1 19.7c0 9 .1 21.7 .1 30.6c0 4.8 .1 8.6 .1 10c0 4.3-3 9.5-11.5 8C106 393.6 59.8 330.8 59.8 257.4c0-91.8 70.2-161.5 162-161.5s166.2 69.7 166.2 161.5c.1 73.4-44.7 136.3-110.7 158.3c-8.4 1.5-11.5-3.7-11.5-8zm-90.5-54.8c-.2-1.5 1.1-2.8 3-3.2c1.9-.2 3.7 .6 3.9 1.9c.3 1.3-1 2.6-3 3c-1.9 .4-3.7-.4-3.9-1.7zm-9.1 3.2c-2.2 .2-3.7-.9-3.7-2.4c0-1.3 1.5-2.4 3.5-2.4c1.9-.2 3.7 .9 3.7 2.4c0 1.3-1.5 2.4-3.5 2.4zm-14.3-2.2c-1.9-.4-3.2-1.9-2.8-3.2s2.4-1.9 4.1-1.5c2 .6 3.3 2.1 2.8 3.4c-.4 1.3-2.4 1.9-4.1 1.3zm-12.5-7.3c-1.5-1.3-1.9-3.2-.9-4.1c.9-1.1 2.8-.9 4.3 .6c1.3 1.3 1.8 3.3 .9 4.1c-.9 1.1-2.8 .9-4.3-.6zm-8.5-10c-1.1-1.5-1.1-3.2 0-3.9c1.1-.9 2.8-.2 3.7 1.3c1.1 1.5 1.1 3.3 0 4.1c-.9 .6-2.6 0-3.7-1.5zm-6.3-8.8c-1.1-1.3-1.3-2.8-.4-3.5c.9-.9 2.4-.4 3.5 .6c1.1 1.3 1.3 2.8 .4 3.5c-.9 .9-2.4 .4-3.5-.6zm-6-6.4c-1.3-.6-1.9-1.7-1.5-2.6c.4-.6 1.5-.9 2.8-.4c1.3 .7 1.9 1.8 1.5 2.6c-.4 .9-1.7 1.1-2.8 .4z"/></svg><a href="https://github.com/amazon-science?trk=fc148024-8df6-472f-be0b-7205ca4f7c19&sc_channel=el">Amazon Science on GitHub</a></li>
78
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z"/></svg><a href="https://www.linkedin.com/showcase/amazonscience?trk=30e40a42-078a-414f-a11e-57f49cd26640&sc_channel=el">Amazon Science on LinkedIn</a></li>
79
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M64 32C28.7 32 0 60.7 0 96L0 416c0 35.3 28.7 64 64 64l384 0c35.3 0 64-28.7 64-64l0-320c0-35.3-28.7-64-64-64L64 32zm88 64l0 64-88 0 0-64 88 0zm56 0l88 0 0 64-88 0 0-64zm240 0l0 64-88 0 0-64 88 0zM64 224l88 0 0 64-88 0 0-64zm232 0l0 64-88 0 0-64 88 0zm64 0l88 0 0 64-88 0 0-64zM152 352l0 64-88 0 0-64 88 0zm56 0l88 0 0 64-88 0 0-64zm240 0l0 64-88 0 0-64 88 0z"/></svg><a href="https://www.amazon.science/code-and-datasets?trk=7c626d53-99ef-45c5-a7a1-ab10a9203963&sc_channel=el">Code and Datasets from Amazon Researchers</a></li>
80
+ </ul>
81
+ </div>
82
+ <div class="col-span-1 p2">
83
+ <p>AWS Community</p>
84
+ <ul class="social">
85
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M192 32c0 17.7 14.3 32 32 32c123.7 0 224 100.3 224 224c0 17.7 14.3 32 32 32s32-14.3 32-32C512 128.9 383.1 0 224 0c-17.7 0-32 14.3-32 32zm0 96c0 17.7 14.3 32 32 32c70.7 0 128 57.3 128 128c0 17.7 14.3 32 32 32s32-14.3 32-32c0-106-86-192-192-192c-17.7 0-32 14.3-32 32zM96 144c0-26.5-21.5-48-48-48S0 117.5 0 144L0 368c0 79.5 64.5 144 144 144s144-64.5 144-144s-64.5-144-144-144l-16 0 0 96 16 0c26.5 0 48 21.5 48 48s-21.5 48-48 48s-48-21.5-48-48l0-224z"/></svg><a href="https://aws.amazon.com/blogs/machine-learning/?trk=442f1fed-b69c-4df7-905a-a7a8be74fec7&sc_channel=el">AWS Machine Learning Blog</a></li>
86
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M224 32L64 32C46.3 32 32 46.3 32 64l0 64c0 17.7 14.3 32 32 32l377.4 0c4.2 0 8.3-1.7 11.3-4.7l48-48c6.2-6.2 6.2-16.4 0-22.6l-48-48c-3-3-7.1-4.7-11.3-4.7L288 32c0-17.7-14.3-32-32-32s-32 14.3-32 32zM480 256c0-17.7-14.3-32-32-32l-160 0 0-32-64 0 0 32L70.6 224c-4.2 0-8.3 1.7-11.3 4.7l-48 48c-6.2 6.2-6.2 16.4 0 22.6l48 48c3 3 7.1 4.7 11.3 4.7L448 352c17.7 0 32-14.3 32-32l0-64zM288 480l0-96-64 0 0 96c0 17.7 14.3 32 32 32s32-14.3 32-32z"/></svg><a href="https://community.aws/tags/hugging-face?trk=875acb42-9739-4cb4-9a84-48aba509df42&sc_channel=el">AWS Community Posts about Hugging Face</a></li>
87
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M224 32L64 32C46.3 32 32 46.3 32 64l0 64c0 17.7 14.3 32 32 32l377.4 0c4.2 0 8.3-1.7 11.3-4.7l48-48c6.2-6.2 6.2-16.4 0-22.6l-48-48c-3-3-7.1-4.7-11.3-4.7L288 32c0-17.7-14.3-32-32-32s-32 14.3-32 32zM480 256c0-17.7-14.3-32-32-32l-160 0 0-32-64 0 0 32L70.6 224c-4.2 0-8.3 1.7-11.3 4.7l-48 48c-6.2 6.2-6.2 16.4 0 22.6l48 48c3 3 7.1 4.7 11.3 4.7L448 352c17.7 0 32-14.3 32-32l0-64zM288 480l0-96-64 0 0 96c0 17.7 14.3 32 32 32s32-14.3 32-32z"/></svg><a href="https://community.aws/tags/ai-ml?trk=d05502b2-c45b-4d96-a930-2ba32173e8b7&sc_channel=el">AWS Community Posts about AI/ML</a></li>
88
+ </ul>
89
+ </div>
90
+ <div class="col-span-1 p2">
91
+ <p>AWS Developers</p>
92
+ <ul class="social">
93
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M184 0c30.9 0 56 25.1 56 56l0 400c0 30.9-25.1 56-56 56c-28.9 0-52.7-21.9-55.7-50.1c-5.2 1.4-10.7 2.1-16.3 2.1c-35.3 0-64-28.7-64-64c0-7.4 1.3-14.6 3.6-21.2C21.4 367.4 0 338.2 0 304c0-31.9 18.7-59.5 45.8-72.3C37.1 220.8 32 207 32 192c0-30.7 21.6-56.3 50.4-62.6C80.8 123.9 80 118 80 112c0-29.9 20.6-55.1 48.3-62.1C131.3 21.9 155.1 0 184 0zM328 0c28.9 0 52.6 21.9 55.7 49.9c27.8 7 48.3 32.1 48.3 62.1c0 6-.8 11.9-2.4 17.4c28.8 6.2 50.4 31.9 50.4 62.6c0 15-5.1 28.8-13.8 39.7C493.3 244.5 512 272.1 512 304c0 34.2-21.4 63.4-51.6 74.8c2.3 6.6 3.6 13.8 3.6 21.2c0 35.3-28.7 64-64 64c-5.6 0-11.1-.7-16.3-2.1c-3 28.2-26.8 50.1-55.7 50.1c-30.9 0-56-25.1-56-56l0-400c0-30.9 25.1-56 56-56z"/></svg><a href="https://aws.amazon.com/developer/generative-ai/?trk=949e5d26-693d-4219-bc06-662854243c9d&sc_channel=el">Generative AI on AWS</a></li>
94
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M448 80l0 48c0 44.2-100.3 80-224 80S0 172.2 0 128L0 80C0 35.8 100.3 0 224 0S448 35.8 448 80zM393.2 214.7c20.8-7.4 39.9-16.9 54.8-28.6L448 288c0 44.2-100.3 80-224 80S0 332.2 0 288L0 186.1c14.9 11.8 34 21.2 54.8 28.6C99.7 230.7 159.5 240 224 240s124.3-9.3 169.2-25.3zM0 346.1c14.9 11.8 34 21.2 54.8 28.6C99.7 390.7 159.5 400 224 400s124.3-9.3 169.2-25.3c20.8-7.4 39.9-16.9 54.8-28.6l0 85.9c0 44.2-100.3 80-224 80S0 476.2 0 432l0-85.9z"/></svg><a href="https://aws.amazon.com/developer/learning/data-ops-ml-on-aws/?trk=8fa9c08c-8f39-4910-9913-59074afb9625&sc_channel=el">Data and Machine Learning on AWS</a></li>
95
+ <li><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512" class="icon"><!--!Font Awesome Free 6.7.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free Copyright 2024 Fonticons, Inc.--><path fill="currentColor" d="M175 389.4c-9.8 16-15 34.3-15 53.1c-10 3.5-20.8 5.5-32 5.5c-53 0-96-43-96-96L32 64C14.3 64 0 49.7 0 32S14.3 0 32 0L96 0l64 0 64 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 245.9-49 79.6zM96 64l0 96 64 0 0-96L96 64zM352 0L480 0l32 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l0 150.9L629.7 406.2c6.7 10.9 10.3 23.5 10.3 36.4c0 38.3-31.1 69.4-69.4 69.4l-309.2 0c-38.3 0-69.4-31.1-69.4-69.4c0-12.8 3.6-25.4 10.3-36.4L320 214.9 320 64c-17.7 0-32-14.3-32-32s14.3-32 32-32l32 0zm32 64l0 160c0 5.9-1.6 11.7-4.7 16.8L330.5 320l171 0-48.8-79.2c-3.1-5-4.7-10.8-4.7-16.8l0-160-64 0z"/></svg><a href="https://aws.amazon.com/ai/learn/machine-learning-specialist/?trk=36edcf21-df13-41bb-b439-4470e02a62ab&sc_channel=el">ML Specialist Training & Resources</a></li>
96
+ </ul>
97
+ </div>
98
+ </div>
99
+
100
+ Let's innovate together! 🎉🚀
101
+
102
+ ---
103
+
104
+ <div class="grid lg:grid-cols-3 gap-x-4 gap-y-7 p2">
105
+ <div class="col-span-1 p2">
106
+ <a href="https://aws.amazon.com/blogs/machine-learning/llm-experimentation-at-scale-using-amazon-sagemaker-pipelines-and-mlflow/">
107
+ <img class="rotating-content" src="images/thumbnails/ml-llm-selection.png" alt="LLM evaluation and selection journey"/>
108
+ <p>LLM experimentation at scale using Amazon SageMaker Pipelines and MLflow</p>
109
+ </a>
110
+ </div>
111
+ <div class="col-span-1 p2">
112
+ <a href="https://aws.amazon.com/blogs/machine-learning/build-a-hugging-face-text-classification-model-in-amazon-sagemaker-jumpstart/">
113
+ <img class="rotating-content" src="images/thumbnails/hugging-face-classifier.jpg" alt="Image share card for blog post"/>
114
+ <p>Build a Hugging Face text classification model in Amazon SageMaker JumpStart</p>
115
+ </a>
116
+ </div>
117
+ <div class="col-span-1 p2">
118
+ <a href="https://aws.amazon.com/blogs/machine-learning/inference-audiocraft-musicgen-models-using-amazon-sagemaker/">
119
+ <img class="rotating-content" src="images/thumbnails/ml-musicgen-sagemaker.png" alt="MusicGen on Amazon SageMaker Asynchronous Inference"/>
120
+ <p>Inference AudioCraft MusicGen models using Amazon SageMaker</p>
121
+ </a>
122
+ </div>
123
+ </div>
images/logo.png ADDED
images/thumbnails/hugging-face-classifier.jpg ADDED
images/thumbnails/ml-llm-selection.png ADDED
images/thumbnails/ml-musicgen-sagemaker.png ADDED