{"action":"created","comment":{"url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/comments/298666801","pull_request_review_id":255865474,"id":298666801,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDI5ODY2NjgwMQ==","diff_hunk":"@@ -0,0 +1,635 @@\n+{\n+ \"cells\": [\n+  {\n+   \"cell_type\": \"markdown\",\n+   \"metadata\": {},\n+   \"source\": [\n+    \"# Goal: Train a model using Automl functionality! \\n\",\n+    \"\\n\",\n+    \"A popular approach to solve a machine learning problem is to try multiple approaches for training a model by running multiple algorithms on a dataset. Based on initial analysis, you can decide which algorithm to use for training and tuning the actual model. However, each algorithm can have specific feature requirements such as data must be numeric, missing values must be addressed before the training, etc. Performing algorithm specific feature engineering tasks can take time. Such a project can be shortened by running an AutoML algorithm that performs feature engineering tasks such as one-hot encoding, generalization, addressing missing values, automatically and then trains models using multiple algorithms in parallel.  \\n\",\n+    \"\\n\",\n+    \"This notebook demonstrates how to use such an AutoML algorithm fferd by [H2o](https://aws.amazon.com/marketplace/seller-profile?id=55552124-d41b-4bad-90db-72d427682225) in AWS Marketplace for machine learning.  AutoML from H2O trains one or more of following types of models in parallel:\\n\",","path":"aws_marketplace/using_algorithms/automl/AutoML_-_Train_multiple_models_in_parallel.ipynb","position":11,"original_position":11,"commit_id":"4d990d2d5bc8bbfbd45ad0fb1237aa2f05495b14","original_commit_id":"4d990d2d5bc8bbfbd45ad0fb1237aa2f05495b14","user":{"login":"kwwaikar","id":36546813,"node_id":"MDQ6VXNlcjM2NTQ2ODEz","avatar_url":"https://avatars2.githubusercontent.com/u/36546813?v=4","gravatar_id":"","url":"https://api.github.com/users/kwwaikar","html_url":"https://github.com/kwwaikar","followers_url":"https://api.github.com/users/kwwaikar/followers","following_url":"https://api.github.com/users/kwwaikar/following{/other_user}","gists_url":"https://api.github.com/users/kwwaikar/gists{/gist_id}","starred_url":"https://api.github.com/users/kwwaikar/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/kwwaikar/subscriptions","organizations_url":"https://api.github.com/users/kwwaikar/orgs","repos_url":"https://api.github.com/users/kwwaikar/repos","events_url":"https://api.github.com/users/kwwaikar/events{/privacy}","received_events_url":"https://api.github.com/users/kwwaikar/received_events","type":"User","site_admin":false},"body":"Sure.","created_at":"2019-06-28T16:36:11Z","updated_at":"2019-06-28T16:36:11Z","html_url":"https://github.com/awslabs/amazon-sagemaker-examples/pull/772#discussion_r298666801","pull_request_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/comments/298666801"},"html":{"href":"https://github.com/awslabs/amazon-sagemaker-examples/pull/772#discussion_r298666801"},"pull_request":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772"}},"in_reply_to_id":298657923},"pull_request":{"url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772","id":289507373,"node_id":"MDExOlB1bGxSZXF1ZXN0Mjg5NTA3Mzcz","html_url":"https://github.com/awslabs/amazon-sagemaker-examples/pull/772","diff_url":"https://github.com/awslabs/amazon-sagemaker-examples/pull/772.diff","patch_url":"https://github.com/awslabs/amazon-sagemaker-examples/pull/772.patch","issue_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/772","number":772,"state":"open","locked":false,"title":"Added two sample notebooks - First sample notebook demonstrates usage of AutoML algorithm and second sample notebook demonstrates how to use pre-trained models for extracting vehicle's metadata","user":{"login":"kwwaikar","id":36546813,"node_id":"MDQ6VXNlcjM2NTQ2ODEz","avatar_url":"https://avatars2.githubusercontent.com/u/36546813?v=4","gravatar_id":"","url":"https://api.github.com/users/kwwaikar","html_url":"https://github.com/kwwaikar","followers_url":"https://api.github.com/users/kwwaikar/followers","following_url":"https://api.github.com/users/kwwaikar/following{/other_user}","gists_url":"https://api.github.com/users/kwwaikar/gists{/gist_id}","starred_url":"https://api.github.com/users/kwwaikar/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/kwwaikar/subscriptions","organizations_url":"https://api.github.com/users/kwwaikar/orgs","repos_url":"https://api.github.com/users/kwwaikar/repos","events_url":"https://api.github.com/users/kwwaikar/events{/privacy}","received_events_url":"https://api.github.com/users/kwwaikar/received_events","type":"User","site_admin":false},"body":"*Issue #, if available:*\r\n\r\n*Description of changes:*\r\n1. Created a sample notebook that demonstrates how to use Automl Algorithm from AWS Marketplace.\r\n2. Created a sample notebook that demonstrates how to use two model packages from AWS Marketplace to extract metadata such as make, model, year, bounding box, damage-type from a car's picture.\r\n\r\n\r\nBy submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.\r\n","created_at":"2019-06-19T01:33:17Z","updated_at":"2019-06-28T16:36:11Z","closed_at":null,"merged_at":null,"merge_commit_sha":"efce641908d447bd970c6b0ab86daa907e070915","assignee":null,"assignees":[],"requested_reviewers":[],"requested_teams":[],"labels":[],"milestone":null,"commits_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772/commits","review_comments_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772/comments","review_comment_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/comments{/number}","comments_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/772/comments","statuses_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/statuses/4d990d2d5bc8bbfbd45ad0fb1237aa2f05495b14","head":{"label":"awslabs:marketplace","ref":"marketplace","sha":"4d990d2d5bc8bbfbd45ad0fb1237aa2f05495b14","user":{"login":"awslabs","id":3299148,"node_id":"MDEyOk9yZ2FuaXphdGlvbjMyOTkxNDg=","avatar_url":"https://avatars0.githubusercontent.com/u/3299148?v=4","gravatar_id":"","url":"https://api.github.com/users/awslabs","html_url":"https://github.com/awslabs","followers_url":"https://api.github.com/users/awslabs/followers","following_url":"https://api.github.com/users/awslabs/following{/other_user}","gists_url":"https://api.github.com/users/awslabs/gists{/gist_id}","starred_url":"https://api.github.com/users/awslabs/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/awslabs/subscriptions","organizations_url":"https://api.github.com/users/awslabs/orgs","repos_url":"https://api.github.com/users/awslabs/repos","events_url":"https://api.github.com/users/awslabs/events{/privacy}","received_events_url":"https://api.github.com/users/awslabs/received_events","type":"Organization","site_admin":false},"repo":{"id":107937815,"node_id":"MDEwOlJlcG9zaXRvcnkxMDc5Mzc4MTU=","name":"amazon-sagemaker-examples","full_name":"awslabs/amazon-sagemaker-examples","private":false,"owner":{"login":"awslabs","id":3299148,"node_id":"MDEyOk9yZ2FuaXphdGlvbjMyOTkxNDg=","avatar_url":"https://avatars0.githubusercontent.com/u/3299148?v=4","gravatar_id":"","url":"https://api.github.com/users/awslabs","html_url":"https://github.com/awslabs","followers_url":"https://api.github.com/users/awslabs/followers","following_url":"https://api.github.com/users/awslabs/following{/other_user}","gists_url":"https://api.github.com/users/awslabs/gists{/gist_id}","starred_url":"https://api.github.com/users/awslabs/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/awslabs/subscriptions","organizations_url":"https://api.github.com/users/awslabs/orgs","repos_url":"https://api.github.com/users/awslabs/repos","events_url":"https://api.github.com/users/awslabs/events{/privacy}","received_events_url":"https://api.github.com/users/awslabs/received_events","type":"Organization","site_admin":false},"html_url":"https://github.com/awslabs/amazon-sagemaker-examples","description":"Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker","fork":false,"url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples","forks_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/forks","keys_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/keys{/key_id}","collaborators_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/teams","hooks_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/hooks","issue_events_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/events{/number}","events_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/events","assignees_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/assignees{/user}","branches_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/branches{/branch}","tags_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/tags","blobs_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/refs{/sha}","trees_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/trees{/sha}","statuses_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/statuses/{sha}","languages_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/languages","stargazers_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/stargazers","contributors_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/contributors","subscribers_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/subscribers","subscription_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/subscription","commits_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/commits{/sha}","git_commits_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/commits{/sha}","comments_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/comments{/number}","issue_comment_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/comments{/number}","contents_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/contents/{+path}","compare_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/compare/{base}...{head}","merges_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/merges","archive_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/downloads","issues_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues{/number}","pulls_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls{/number}","milestones_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/milestones{/number}","notifications_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/labels{/name}","releases_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/releases{/id}","deployments_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/deployments","created_at":"2017-10-23T05:55:22Z","updated_at":"2019-06-28T10:02:32Z","pushed_at":"2019-06-27T22:31:36Z","git_url":"git://github.com/awslabs/amazon-sagemaker-examples.git","ssh_url":"git@github.com:awslabs/amazon-sagemaker-examples.git","clone_url":"https://github.com/awslabs/amazon-sagemaker-examples.git","svn_url":"https://github.com/awslabs/amazon-sagemaker-examples","homepage":"","size":31101,"stargazers_count":1955,"watchers_count":1955,"language":"Jupyter Notebook","has_issues":true,"has_projects":true,"has_downloads":true,"has_wiki":false,"has_pages":false,"forks_count":1352,"mirror_url":null,"archived":false,"disabled":false,"open_issues_count":143,"license":{"key":"apache-2.0","name":"Apache License 2.0","spdx_id":"Apache-2.0","url":"https://api.github.com/licenses/apache-2.0","node_id":"MDc6TGljZW5zZTI="},"forks":1352,"open_issues":143,"watchers":1955,"default_branch":"master"}},"base":{"label":"awslabs:master","ref":"master","sha":"65f36146474b1404b28a81c0bb2ed41c7955f15c","user":{"login":"awslabs","id":3299148,"node_id":"MDEyOk9yZ2FuaXphdGlvbjMyOTkxNDg=","avatar_url":"https://avatars0.githubusercontent.com/u/3299148?v=4","gravatar_id":"","url":"https://api.github.com/users/awslabs","html_url":"https://github.com/awslabs","followers_url":"https://api.github.com/users/awslabs/followers","following_url":"https://api.github.com/users/awslabs/following{/other_user}","gists_url":"https://api.github.com/users/awslabs/gists{/gist_id}","starred_url":"https://api.github.com/users/awslabs/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/awslabs/subscriptions","organizations_url":"https://api.github.com/users/awslabs/orgs","repos_url":"https://api.github.com/users/awslabs/repos","events_url":"https://api.github.com/users/awslabs/events{/privacy}","received_events_url":"https://api.github.com/users/awslabs/received_events","type":"Organization","site_admin":false},"repo":{"id":107937815,"node_id":"MDEwOlJlcG9zaXRvcnkxMDc5Mzc4MTU=","name":"amazon-sagemaker-examples","full_name":"awslabs/amazon-sagemaker-examples","private":false,"owner":{"login":"awslabs","id":3299148,"node_id":"MDEyOk9yZ2FuaXphdGlvbjMyOTkxNDg=","avatar_url":"https://avatars0.githubusercontent.com/u/3299148?v=4","gravatar_id":"","url":"https://api.github.com/users/awslabs","html_url":"https://github.com/awslabs","followers_url":"https://api.github.com/users/awslabs/followers","following_url":"https://api.github.com/users/awslabs/following{/other_user}","gists_url":"https://api.github.com/users/awslabs/gists{/gist_id}","starred_url":"https://api.github.com/users/awslabs/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/awslabs/subscriptions","organizations_url":"https://api.github.com/users/awslabs/orgs","repos_url":"https://api.github.com/users/awslabs/repos","events_url":"https://api.github.com/users/awslabs/events{/privacy}","received_events_url":"https://api.github.com/users/awslabs/received_events","type":"Organization","site_admin":false},"html_url":"https://github.com/awslabs/amazon-sagemaker-examples","description":"Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker","fork":false,"url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples","forks_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/forks","keys_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/keys{/key_id}","collaborators_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/collaborators{/collaborator}","teams_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/teams","hooks_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/hooks","issue_events_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/events{/number}","events_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/events","assignees_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/assignees{/user}","branches_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/branches{/branch}","tags_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/tags","blobs_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/blobs{/sha}","git_tags_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/tags{/sha}","git_refs_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/refs{/sha}","trees_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/trees{/sha}","statuses_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/statuses/{sha}","languages_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/languages","stargazers_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/stargazers","contributors_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/contributors","subscribers_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/subscribers","subscription_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/subscription","commits_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/commits{/sha}","git_commits_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/git/commits{/sha}","comments_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/comments{/number}","issue_comment_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/comments{/number}","contents_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/contents/{+path}","compare_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/compare/{base}...{head}","merges_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/merges","archive_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/{archive_format}{/ref}","downloads_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/downloads","issues_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues{/number}","pulls_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls{/number}","milestones_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/milestones{/number}","notifications_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/notifications{?since,all,participating}","labels_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/labels{/name}","releases_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/releases{/id}","deployments_url":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/deployments","created_at":"2017-10-23T05:55:22Z","updated_at":"2019-06-28T10:02:32Z","pushed_at":"2019-06-27T22:31:36Z","git_url":"git://github.com/awslabs/amazon-sagemaker-examples.git","ssh_url":"git@github.com:awslabs/amazon-sagemaker-examples.git","clone_url":"https://github.com/awslabs/amazon-sagemaker-examples.git","svn_url":"https://github.com/awslabs/amazon-sagemaker-examples","homepage":"","size":31101,"stargazers_count":1955,"watchers_count":1955,"language":"Jupyter Notebook","has_issues":true,"has_projects":true,"has_downloads":true,"has_wiki":false,"has_pages":false,"forks_count":1352,"mirror_url":null,"archived":false,"disabled":false,"open_issues_count":143,"license":{"key":"apache-2.0","name":"Apache License 2.0","spdx_id":"Apache-2.0","url":"https://api.github.com/licenses/apache-2.0","node_id":"MDc6TGljZW5zZTI="},"forks":1352,"open_issues":143,"watchers":1955,"default_branch":"master"}},"_links":{"self":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772"},"html":{"href":"https://github.com/awslabs/amazon-sagemaker-examples/pull/772"},"issue":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/772"},"comments":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/issues/772/comments"},"review_comments":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772/comments"},"review_comment":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/comments{/number}"},"commits":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/pulls/772/commits"},"statuses":{"href":"https://api.github.com/repos/awslabs/amazon-sagemaker-examples/statuses/4d990d2d5bc8bbfbd45ad0fb1237aa2f05495b14"}},"author_association":"CONTRIBUTOR"}}
{"actor":{"display_login":"kwwaikar"}}