Introduction
Class Imbalance and Grid Search
Adaboost Regressor
Detecting patterns with Unsupervised Learning
Affinity Propagation Model
Clustering Quality
Gaussian Mixture Model
Classifiers
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Classification in Artificial Intelligence (3:13)
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Processing Data (8:31)
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Logistic Regression Classifier (2:52)
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Logistic Regression Classifier Example Using Python (6:40)
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Naive Bayes Classifier and its Examples (10:52)
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Confusion Matrix (3:41)
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Example os Confusion Matrix (5:37)
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Support Vector Machines Classifier(SVM) (5:08)
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SVM Classifier Examples (7:31)
Logic Programming
Heuristic Search
Natural Language Processing
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Natural Language Processing (6:17)
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Examine Text Using NLTK (4:25)
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Raw Text Accessing (Tokenization) (11:22)
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NLP Pipeline and Its Example (7:00)
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Regular Expression with NLTK (4:34)
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Stemming (6:38)
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Lemmatization (6:23)
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Segmentation (5:43)
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Segmentation Example (3:14)
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Segmentation Example Continues (3:59)
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Information Extraction (8:33)
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Tag Patterns (2:53)
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Chunking (8:49)
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Representation of Chunks (4:52)
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Chinking (7:14)
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Chunking wirh Regular Expression (7:43)
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Named Entity Recognition (5:55)
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Trees (6:42)
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Context Free Grammar (2:41)
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Recursive Descent Parsing (6:25)
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Recursive Descent Parsing Continues (6:15)
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Shift Reduce Parsing (7:38)
