Akademik Dersler - İçerik

Weeks	Topics
Week - 1	Introduction: What is Semantic Analysis? NLP and Applications
Week - 2	Introduction to Text Mining with R: Basic Functions
Week - 3	Tokenization, Stop Words, Lemmatisation
Week - 4	Word Frequency and TF-IDF
Week - 5	N-grams and Semantic Patterns
Week - 6	Sentiment Analysis and Dictionary-Based Approaches
Week - 7	Sentiment Analysis and Machine Learning Based Approaches
Week - 8	Semantic Networks and Word Association Maps
Week - 9	Word Embedding: Word2Vec, GloVe
Week - 10	Semantic Similarity Measures
Week - 11	Topic Modelling: LDA (Latent Dirichlet Allocation)
Week - 12	Change of Meaning in Texts and Contexts of Use
Week - 13	Visualisation in textual data analysis
Week - 14	Project Presentations