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: Text Mining
- Category: Embeddings
- Category: Statistical Modeling
- Category: Model Training
- Category: Markov Model
- Category: Model Optimization
- Category: Natural Language Processing
- Category: Supervised Learning
- Category: Logistic Regression
- Category: Data Preprocessing
- Category: Machine Learning Methods
- Category: Classification Algorithms
