Autocorrect

Objectives

• Word probabilities
• Dynamic programming
• Minimum edit distance
• Autocorrect

Part Of Speech Tagging And Hidden Markov Models

Objectives

• Markov chains
• Hidden Markov models
• Part-of-speech tagging
• Viterbi algorithm
• Transition probabilities
• Emission probabilities

Autocomplete And Language Models

Objectives

• Conditional probabilities
• Text pre-processing
• Language modeling
• Perplexity
• K-smoothing
• N-grams
• Backoff
• Tokenization

Word Embeddings With Neural Networks

Objectives

• Gradient descent
• One-hot vectors
• Neural networks
• Word embeddings
• Continuous bag-of-words model
• Text pre-processing
• Tokenization
• Data generators