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Syllabus

Binder

  • Introduction to PyMC3
  • What is MCMC and why should I care
    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS

!Link to course

  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.

Following the course on PyMC v3.8

The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.

See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.

Environment setup

Theano only supports installation of requirements through conda.

Create an environment through these conda commands, using the dependencies in requirements.txt:

conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt

If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.

About

No description, website, or topics provided.

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88 stars

Watchers

6 watching

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53 forks
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, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

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Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
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, '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");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
Resources
Readme
Activity
Stars
88 stars
Watchers
6 watching
Forks
53 forks
Report repository
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, '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('^' + ".*" + '

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README.md
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environment.yml
Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
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, '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" + '

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README.md
README.md
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environment.yml
Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
Resources
Readme
Activity
Stars
88 stars
Watchers
6 watching
Forks
53 forks
Report repository
Releases
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Used by
Contributors
Languages

, '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('^' + ".*" + '

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driving_fatalities
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README.md
README.md
environment.yml
environment.yml
Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
Resources
Readme
Activity
Stars
88 stars
Watchers
6 watching
Forks
53 forks
Report repository
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Used by
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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");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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README.md
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environment.yml
Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
Resources
Readme
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Stars
88 stars
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6 watching
Forks
53 forks
Report repository
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, '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); }
})();
})();

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environment.yml
Repository files navigation
Syllabus
Binder
  • Introduction to PyMC3
  • What is MCMC and why should I care

    1. Why MCMC is needed
    2. A quick discussion of the difference between NUTS and M-H
    3. What is Metropolis-Hastings?
    4. What is NUTS
!Link to course
  • Note: Data is fake data however it's inspired by some work done on a PPC campaign in the past.
Following the course on PyMC v3.8
The latest version of PyMC is v3.8. There are significant API changes from previous versions so some of these notebooks may be slightly different to the course videos.
See notebooks provided by Mark Farragher to follow the course on PyMC v3.8 under the notebooks/pymc38 directory.
Environment setup
Theano only supports installation of requirements through conda.
Create an environment through these conda commands, using the dependencies in requirements.txt:
conda create -n ppp python=3.6
conda activate ppp
conda install --file requirements.txt
If you want to use an earlier version of PyMC, specify the version in the requirements file - e.g. pymc3==3.6 for v3.6.
About
No description, website, or topics provided.
Resources
Readme
Activity
Stars
88 stars
Watchers
6 watching
Forks
53 forks
Report repository
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Used by
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