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comparative-study

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harismuneer / Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

Star 65

🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.

svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • Updated Jan 30, 2025
  • Python

GerasimosMakisMouzakitis / ai-code-error-fix-prompts-research-public

Star 1

🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0

debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • Updated Oct 11, 2025
  • Python

GiatrasKon / ProteinStructurePrediction-ComparativeStudy

Star 0

Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.

pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • Updated Dec 3, 2024
  • Jupyter Notebook

Knowledge-Management-aka-Uniwa / KMS

Star 0

Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).

kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • Updated Feb 27, 2026

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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" + '

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#


comparative-study


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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

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65
🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • 
Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

Star
1
🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • 
Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

Star
0
Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • 
Updated
Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

Star
0
Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • 
Updated
Feb 27, 2026

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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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comparative-study


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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

Star
65
🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • 
Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

Star
1
🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • 
Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

Star
0
Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • 
Updated
Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

Star
0
Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • 
Updated
Feb 27, 2026

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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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comparative-study


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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

Star
65
🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • 
Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

Star
1
🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • 
Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

Star
0
Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • 
Updated
Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

Star
0
Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • 
Updated
Feb 27, 2026

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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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comparative-study


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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

Star
65
🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • 
Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

Star
1
🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • 
Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

Star
0
Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • 
Updated
Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

Star
0
Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • 
Updated
Feb 27, 2026

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, '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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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

Star
65
🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • 
Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

Star
1
🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • 
Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

Star
0
Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • 
Updated
Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

Star
0
Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • 
Updated
Feb 27, 2026

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comparative-study
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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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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

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🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
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Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

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🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
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Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

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Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
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Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

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Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
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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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#


comparative-study


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Here are
34 public repositories
matching this topic...

Language:All
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34
Jupyter Notebook
13
Python
8
R
3
Java
1
Shell
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1
Sort:Most stars
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Most stars

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Recently updated

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harismuneer /
Handwritten-Digits-Classification-Using-KNN-Multiclass_Perceptron-SVM

Star
65
🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.
svmmachine-learning-algorithmsmnist-datasetlogistic-regressionsupport-vector-machinesknnartificial-neural-networkhandwritten-digit-recognitionk-nearest-neighbourssupervised-machine-learningsupport-vector-classifierperceptron-learning-algorithmsigmoid-functiondelta-rulemnist-classification-logisticcomparative-studymulticlass-perceptronlearning-algorithms-comparisonaccuracy-analysisefficiency-analysis
  • 
Updated
Jan 30, 2025
  • Python
GerasimosMakisMouzakitis /
ai-code-error-fix-prompts-research-public

Star
1
🔬 Comprehensive Multi-Model Analysis of AI-Driven Debugging Prompts | 13 AI Models Evaluated | Cross-Tier Evaluation Capability Discovered | MIT Licensed Academic Research | v0.1.0
debuggingmachine-learningcode-analysisartificial-intelligenceopen-sciencescientific-paperresearch-datadebugging-toolai-researchcomparative-studyacademic-researchmit-licenceprompt-engineringai-research-toolai-debuggingcode-analysis-aiai-research-paper
  • 
Updated
Oct 11, 2025
  • Python
GiatrasKon /
ProteinStructurePrediction-ComparativeStudy

Star
0
Comparison of protein structure prediction methods: Rosetta Ab Initio, which uses fragment assembly, Monte Carlo optimization and energy minimization, and a Linear Algebra Algorithm based on Cayley-Menger matrices.
pythonbioinformaticsmonte-carlomatlabprotein-data-banklinear-algebracomputational-biologyrosettastructural-bioinformaticssingular-value-decompositionnmr-dataprotein-foldingenergy-minimizationabinitio-simulationsroot-mean-square-deviationfragment-assemblyprotein-structure-predictioncomparative-studyrosetta-abinitiocayley-menger
  • 
Updated
Dec 3, 2024
  • Jupyter Notebook
Knowledge-Management-aka-Uniwa /
KMS

Star
0
Comparative research study analyzing modern Knowledge Management Systems (KMS), highlighting technologies, applications, challenges, and emerging trends in organizational knowledge management (Knowledge Management, UNIWA).
kmssemantic-webontologyartificial-intelligenceinformation-systemshigher-educationdecision-supportknowledge-managementknowledge-sharingdigital-transformationcomparative-studyacademic-researchuniwaresearch-reviewknowledge-management-systemorganizational-knowledge
  • 
Updated
Feb 27, 2026

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