Add documentation about BYO Models - #47

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laurenyu merged 2 commits into
aws:masterfrom
laurenyu:byo-model-docs
Jan 18, 2018
Merged

Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom
laurenyu:byo-model-docs

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@laurenyulaurenyu commented Jan 17, 2018

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This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0

@laurenyu
laurenyu requested a review from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu merged commit a23028a into aws:masterJan 18, 2018
@laurenyu
laurenyu deleted the byo-model-docs branch January 18, 2018 17:13
ragavvenkatesan pushed a commit that referenced this pull request Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan mentioned this pull request Jan 30, 2018
Closed
laurenyu added a commit to laurenyu/sagemaker-python-sdk that referenced this pull request May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit to apacker/sagemaker-python-sdk that referenced this pull request Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit to Evan-W-ang/sagemaker-python-sdk that referenced this pull request Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
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}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

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This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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@laurenyu@lukmis

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
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})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

Copy link


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Contributor
This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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@laurenyu@lukmis

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

Copy link


Copy Markdown

Contributor
This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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@lukmislukmislukmis approved these changes
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2 participants

@laurenyu@lukmis

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

Copy link


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Contributor
This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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Reviewers


1 more reviewer

@lukmislukmislukmis approved these changes
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2 participants

@laurenyu@lukmis

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

Copy link


Copy Markdown

Contributor
This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
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Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
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})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

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This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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@laurenyu@lukmis

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
Add documentation about BYO Models - #47
Merged
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Jan 18, 2018
Merged
Add documentation about BYO Models#47
laurenyu merged 2 commits into
aws:masterfrom 
laurenyu:byo-model-docs
Conversation
@laurenyu
@laurenyulaurenyu
commented
Jan 17, 2018

Copy link


Copy Markdown

Contributor
This change provides clearer instructions for the bring-your-own model case. Relevant forum post - https://forums.aws.amazon.com/thread.jspa?threadID=269142&tstart=0
@laurenyu
laurenyu
requested a review
from lukmisJanuary 17, 2018 18:36
@laurenyu
laurenyu
merged commit a23028a
into
aws:masterJan 18, 2018
@laurenyu
laurenyu
deleted the

byo-model-docs

branch
January 18, 2018 17:13
ragavvenkatesan pushed a commit
that referenced
this pull request
Jan 30, 2018
Ragav Venkatesan
sync (#63)
8904985
* add sagemaker cli (#32)
* add sagemaker cli
* remove unnecessary close
* address PR comments
* tidy up imports
* fix imports, flake8 errors
* improve help message for bucket-name
* remove default role name
* fix log-level and py3 tests, add copyright
* update cli example scripts
* Add documentation about BYO Models (#47)
* Add test for BYO estimator using Factorization Machines algorithm as an example. (#50)
* Support multi-part uploads (#45)
* Update TensorFlow examples following API change (#44)
* Add data_type to hyperparameters (#54)
When we describe a training job the data type of the hyper parameters is
lost because we use a dict[str, str]. This adds a new field to
Hyperparameter so that we can convert the datatypes at runtime.
instead of validating with isinstance(), we cast the hp value to the type it
is meant to be. This enforces a "strongly typed" value. When we
deserialize from the API string responses it becomes easier to deal with
too.
@ragavvenkatesanragavvenkatesan
mentioned this pull request
Jan 30, 2018
 Closed

laurenyu added a commit
to laurenyu/sagemaker-python-sdk
that referenced
this pull request
May 31, 2018
@laurenyu
Fix logic around setting job name for tuning jobs (aws#47)
56f737c
We originally weren't honoring job names passed through fit().
This change fixes that.
apacker pushed a commit
to apacker/sagemaker-python-sdk
that referenced
this pull request
Nov 15, 2018
@cswiercz
Merge pull requestaws#47from awslabs/lda_topic_modeling
e06c514
Additional inference discussion and analysis in LDA-Science
Evan-W-ang added a commit
to Evan-W-ang/sagemaker-python-sdk
that referenced
this pull request
Jun 8, 2026
@Evan-W-ang
Add documentation about BYO Models (aws#47)
e3dab26
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1 more reviewer

@lukmislukmislukmis approved these changes
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2 participants

@laurenyu@lukmis