Fundamentals of Natural Language Processing
Completed by Fangyuan Lin
July 14, 2025
24 hours (approximately)
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What you will learn
Analyze corpora to develop effective lexicons using subword tokenization.
Develop language models that can assign probabilities to texts.
Design, implement, and evaluate the effectiveness of text classifiers using gradient-based learning techniques.
Design, implement and evaluate unsupervised methods for learning word embeddings.
Skills you will gain
- Category: Markov Model
- Category: Model Evaluation
- Category: Supervised Learning
- Category: Embeddings
- Category: Model Training
- Category: Machine Learning Methods
- Category: Data Preprocessing
- Category: Natural Language Processing
- Category: Classification Algorithms
- Category: Logistic Regression
- Category: Model Optimization
- Category: Text Mining
