adaptive-classifier/email-security
Text Classification
•
Updated
•
80
•
3
Asankhaya Sharma
codelion
AI & ML interests
Creator of OptiLLM, OpenEvolve, Adaptive Classifier, and Ellora. Pioneering a new category in AI infrastructure: inference-time compute for LLMs.
Recent Activity
liked
a model
5 days ago
adaptive-classifier/email-security
liked
a dataset
5 days ago
cais/hle
liked
a model
6 days ago
LiquidAI/LFM2-350M
Organizations
liked
a
model
5 days ago
liked
a
dataset
5 days ago
liked
a
model
6 days ago
liked
a
model
10 days ago
reacted to
their
post with 🤯🚀🔥
15 days ago
Post
3749
🚀 Adaptive Classifier v0.0.17 Released - Major Accuracy Improvements!
We've just released a major update fixing critical bugs that were causing 40-50% accuracy drops in our enterprise classifiers!
Key Fixes:
• Fixed k-parameter prediction bug causing massive accuracy loss
• Improved incremental learning for new classes
• Enhanced weight preservation during model updates
Dramatic Results:
• fraud-detection: 43.9% → 92.7% (+48.8%) adaptive-classifier/fraud-detection
• business-sentiment: 88.9% → 98.8% (+9.9%) adaptive-classifier/business-sentiment expense-category: 26.7% → 84.2% (+57.5%)
adaptive-classifier/expense-category
• language-detection: 98.8% → 100% (+1.2%) adaptive-classifier/language-detection
15/17 enterprise classifiers now maintain ≤5% accuracy difference from original performance!
Other High-Performing Models:
• email-security (93.8%): adaptive-classifier/email-security
• content-moderation (100%): adaptive-classifier/content-moderation
• pii-detection (100%): adaptive-classifier/pii-detection
Quick Start:
from adaptive_classifier import AdaptiveClassifier
classifier = AdaptiveClassifier.load("adaptive-classifier/fraud-detection")
predictions = classifier.predict("Suspicious transaction pattern", k=3)
Install: pip install --upgrade adaptive-classifier==0.0.17
All models:
adaptive-classifier
🎯 Production-ready continuous learning for enterprise text classification!
#MachineLearning #TextClassification #ContinualLearning #EnterpriseAI
We've just released a major update fixing critical bugs that were causing 40-50% accuracy drops in our enterprise classifiers!
Key Fixes:
• Fixed k-parameter prediction bug causing massive accuracy loss
• Improved incremental learning for new classes
• Enhanced weight preservation during model updates
Dramatic Results:
• fraud-detection: 43.9% → 92.7% (+48.8%) adaptive-classifier/fraud-detection
• business-sentiment: 88.9% → 98.8% (+9.9%) adaptive-classifier/business-sentiment expense-category: 26.7% → 84.2% (+57.5%)
adaptive-classifier/expense-category
• language-detection: 98.8% → 100% (+1.2%) adaptive-classifier/language-detection
15/17 enterprise classifiers now maintain ≤5% accuracy difference from original performance!
Other High-Performing Models:
• email-security (93.8%): adaptive-classifier/email-security
• content-moderation (100%): adaptive-classifier/content-moderation
• pii-detection (100%): adaptive-classifier/pii-detection
Quick Start:
from adaptive_classifier import AdaptiveClassifier
classifier = AdaptiveClassifier.load("adaptive-classifier/fraud-detection")
predictions = classifier.predict("Suspicious transaction pattern", k=3)
Install: pip install --upgrade adaptive-classifier==0.0.17
All models:
adaptive-classifier
🎯 Production-ready continuous learning for enterprise text classification!
#MachineLearning #TextClassification #ContinualLearning #EnterpriseAI
posted
an
update
15 days ago
Post
3749
🚀 Adaptive Classifier v0.0.17 Released - Major Accuracy Improvements!
We've just released a major update fixing critical bugs that were causing 40-50% accuracy drops in our enterprise classifiers!
Key Fixes:
• Fixed k-parameter prediction bug causing massive accuracy loss
• Improved incremental learning for new classes
• Enhanced weight preservation during model updates
Dramatic Results:
• fraud-detection: 43.9% → 92.7% (+48.8%) adaptive-classifier/fraud-detection
• business-sentiment: 88.9% → 98.8% (+9.9%) adaptive-classifier/business-sentiment expense-category: 26.7% → 84.2% (+57.5%)
adaptive-classifier/expense-category
• language-detection: 98.8% → 100% (+1.2%) adaptive-classifier/language-detection
15/17 enterprise classifiers now maintain ≤5% accuracy difference from original performance!
Other High-Performing Models:
• email-security (93.8%): adaptive-classifier/email-security
• content-moderation (100%): adaptive-classifier/content-moderation
• pii-detection (100%): adaptive-classifier/pii-detection
Quick Start:
from adaptive_classifier import AdaptiveClassifier
classifier = AdaptiveClassifier.load("adaptive-classifier/fraud-detection")
predictions = classifier.predict("Suspicious transaction pattern", k=3)
Install: pip install --upgrade adaptive-classifier==0.0.17
All models:
adaptive-classifier
🎯 Production-ready continuous learning for enterprise text classification!
#MachineLearning #TextClassification #ContinualLearning #EnterpriseAI
We've just released a major update fixing critical bugs that were causing 40-50% accuracy drops in our enterprise classifiers!
Key Fixes:
• Fixed k-parameter prediction bug causing massive accuracy loss
• Improved incremental learning for new classes
• Enhanced weight preservation during model updates
Dramatic Results:
• fraud-detection: 43.9% → 92.7% (+48.8%) adaptive-classifier/fraud-detection
• business-sentiment: 88.9% → 98.8% (+9.9%) adaptive-classifier/business-sentiment expense-category: 26.7% → 84.2% (+57.5%)
adaptive-classifier/expense-category
• language-detection: 98.8% → 100% (+1.2%) adaptive-classifier/language-detection
15/17 enterprise classifiers now maintain ≤5% accuracy difference from original performance!
Other High-Performing Models:
• email-security (93.8%): adaptive-classifier/email-security
• content-moderation (100%): adaptive-classifier/content-moderation
• pii-detection (100%): adaptive-classifier/pii-detection
Quick Start:
from adaptive_classifier import AdaptiveClassifier
classifier = AdaptiveClassifier.load("adaptive-classifier/fraud-detection")
predictions = classifier.predict("Suspicious transaction pattern", k=3)
Install: pip install --upgrade adaptive-classifier==0.0.17
All models:
adaptive-classifier
🎯 Production-ready continuous learning for enterprise text classification!
#MachineLearning #TextClassification #ContinualLearning #EnterpriseAI
updated
12
models
15 days ago
adaptive-classifier/vendor-classification
Text Classification
•
Updated
•
73
adaptive-classifier/support-ticket
Text Classification
•
Updated
•
88
adaptive-classifier/risk-assessment
Text Classification
•
Updated
•
74
adaptive-classifier/product-category
Text Classification
•
Updated
•
75
adaptive-classifier/pii-detection
Text Classification
•
Updated
•
106
adaptive-classifier/language-detection
Text Classification
•
Updated
•
107
adaptive-classifier/fraud-detection
Text Classification
•
Updated
•
82
adaptive-classifier/expense-category
Text Classification
•
Updated
•
78
adaptive-classifier/escalation-detection
Text Classification
•
Updated
•
93
adaptive-classifier/email-security
Text Classification
•
Updated
•
80
•
3
adaptive-classifier/email-priority
Text Classification
•
Updated
•
90
adaptive-classifier/document-type
Text Classification
•
Updated
•
127