Fundamentals of Natural Language Processing
Completed by Surajeet Dev
November 29, 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 Training
- Category: Text Mining
- Category: Embeddings
- Category: Model Optimization
- Category: Supervised Learning
- Category: Natural Language Processing
- Category: Machine Learning Methods
- Category: Logistic Regression
- Category: Markov Model
- Category: Statistical Modeling
