Fundamentals of Natural Language Processing
Completed by Sumik Chakraborty
December 20, 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: Statistical Modeling
- Category: Model Evaluation
- Category: Machine Learning Methods
- Category: Logistic Regression
- Category: Model Training
- Category: Classification Algorithms
- Category: Model Optimization
- Category: Text Mining
- Category: Markov Model
- Category: Natural Language Processing
- Category: Embeddings
- Category: Supervised Learning
