Fundamentals of Natural Language Processing
Completed by Jonas Rodrigues da Rocha
November 23, 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: Model Optimization
- Category: Natural Language Processing
- Category: Supervised Learning
- Category: Logistic Regression
- Category: Text Mining
- Category: Embeddings
- Category: Markov Model
- Category: Machine Learning Methods
- Category: Model Training
- Category: Statistical Modeling
