Fundamentals of Natural Language Processing
Completed by Virgil Tornoreanu
May 10, 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 Evaluation
- Category: Classification Algorithms
- Category: Statistical Modeling
- Category: Supervised Learning
- Category: Logistic Regression
- Category: Data Preprocessing
- Category: Machine Learning Methods
- Category: Text Mining
- Category: Model Optimization
- Category: Model Training
- Category: Embeddings
- Category: Natural Language Processing
