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Machine Learning Supervised Learning Hypothesis Set Neural Network Object-oriented Paradigm Probability Loss Function Distribution Bernoulli Distribution Binary Distribution Multiclass Distribution Linear Regression Multimodel Linear Regression Maximum Likelihood Estimation Negative Log Probability NLL Optimization Method Iterative Optimization Gradient Descent Backpropagation Chain Rule Optimization Stochastic Gradient Descent Mini Batch Overfitting Adaptive Optimization Early Stopping ML4NLP Natural Language Processing Tokens Vocabulary Encoding Decoding Continuous Vector Space Word Embedding Word2Vec CBoW Continuous bag-of-words Relation Network Skip Gram CNN Convolutional Neural Network Python Collections Counter itertools cycle dropwhile takewhile permutations combinations product accumulate chain iter next Generator Lambda Asterisk functools reduce List Comprehension Tensorflow Property Getter Setter Instance Method Static Method Class Method Magic Method Regular Expression Diagonal Survival Analysis Kaplan Meier Estimation Kaplan Meier Curve Log Rank Test Cox Proportional Hazard Model Survival Function Hazard Function Hazard Ratio