Fundamentals of Natural Language Processing
Completed by Hsiang-Chen Yeh
July 5, 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: Model Training
- Category: Model Evaluation
- Category: Classification Algorithms
- Category: Natural Language Processing
- Category: Supervised Learning
- Category: Machine Learning Methods
- Category: Markov Model
- Category: Logistic Regression
- Category: Text Mining
- Category: Embeddings
- Category: Model Optimization
- Category: Statistical Modeling

