Natural Language Processings (NLP) Quizzes and MCQs

Level 1 The Foundations Text Preprocessing & Linguistics
Preprocessing Basics Tokenization, Stemming, Lemmatization, Stop Words
01_PREPROC 
Linguistic Fundamentals POS Tagging, Dependency Parsing, Named Entities
02_LING 
Metrics & Ethics BLEU, ROUGE, Perplexity, Bias, Explainability
03_METRIC 
Level 2 Representation Vectorization & Traditional ML
Text Representation Bag of Words, TF-IDF, N-Grams, One-Hot
04_VEC 
Word Embeddings Word2Vec, GloVe, FastText, Cosine Similarity
05_EMBED 
Traditional ML Naive Bayes, SVM, HMMs, CRF
06_TRAD 
Level 3 Neural NLP RNNs to Transformers
RNNs & LSTMs Seq2Seq, GRUs, Vanishing Gradients
07_RNN 
Attention & Transformers Self-Attention, Multi-Head, Encoder-Decoder
08_TRANS 
Modern LLMs BERT, GPT, T5, Fine-tuning, Transfer Learning
09_LLM 
Level 4 Applied & Generative Specialized Systems & GenAI
Generative AI Prompt Engineering, RAG, Few-shot, Temperature
10_GEN 
Classification & Extraction Sentiment Analysis, Topic Modeling (LDA), NER
11_APP_A 
Generation & Translation Machine Translation, Summarization, QA Systems
12_APP_B 