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cohort-analysis
cohort-analysis
Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer lifecycle and retention analysis
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ml-model-explanation
ml-model-explanation
Interpret machine learning models using SHAP, LIME, feature importance, partial dependence, and attention visualization for explainability
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anomaly-detection
anomaly-detection
Identify unusual patterns, outliers, and anomalies in data using statistical methods, isolation forests, and autoencoders for fraud detection and quality…
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sentiment-analysis
sentiment-analysis
Classify text sentiment using NLP techniques, lexicon-based analysis, and machine learning for opinion mining, brand monitoring, and customer feedback analysis
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browser-use
browser-use
Autonomous browser automation for AI agents. Two tools: agent-browser (CLI Playwright for step-by-step control) and browser-use (Python autonomous agent that decides what to do on pages). Navigate, click, fill forms, scrape data, manage sessions, and run complex multi-step browser tasks.
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natural-language-processing
natural-language-processing
Build NLP applications using transformers library, BERT, GPT, text classification, named entity recognition, and sentiment analysis
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python-fundamentals
python-fundamentals
Master Python syntax, data types, control flow, functions, OOP, and standard library
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