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Reading list

What is NLP?Applications of NLP
Understanding Text Pre-processingTokenization in NLPByte Pair EncodingTokenizer Free Language Modeling with PixelsStopword RemovalStemming vs LemmatizationText Mining
Spacy TutorialsGensim Tutorials
What are Regular Expressions?Regular Expressions
String Similarity
Spelling Correction
Introduction to Topic ModelingLatent Dirichlet Allocation (LDA)Implement Topic Modeling
Introduction to Feature Engineering for Text DataImplement Text Feature Engineering TechniquesIntroduction to One Hot EncodingImplement One Hot EncodingLimitations of One Hot EncodingCount Vectorizer and TF-IDFSolving Text classification using TF-IDF
Information Retrieval System Explained in Simple terms!How does Google Rank Search Results?Knowledge Graph
Understanding Word2VecUnderstanding Skip Gram and Continous Bag Of WordsWord2Vec Implementation in GensimVisualizing Word2Vec
Word Senses and Word Sense Ambiguity
Why Are We Interested in Syntatic Strucure?What is a Dependency Grammar?Neural Dependency Parsing
Introduction to Language ModelsN-Gram Language ModelsNeural Language models
Why Sequence models?Usecases of Sequence modelsIntroduction to RNNImplement RNN
Shortcomings of RNNWhat is Long Short Term Memory (LSTM)Implementing LSTMBuild Your Own Fake News Classification ModelWhat is Gated Recurrent Unit (GRU)?Implementing GRU
Introduction to Machine TranslationMultilingualism in NLPDrawbacks of Seq2Seq modelMathematical Calculation of Attention
Understand Positional EncodingIntroducing Transformers ModelKey Query Value Attention in Tranformer Encoder
Pretrained Language Models in NLPGenerative Pre-training (GPT) for Natural Language Understanding(NLU)Finetuning GPT-2Understanding BERTFinetune Masked language Modeling in BERTImplement Text Classification using BERTFinetuning BERT for NERExtensions of BERT: Roberta, Spanbert, ALBERMobileBERTGPT-3Prompt Engineering in GPT-3BigbirdT5 and large language models
Implement Question Answering on SQUAD
Text Summarization
Named Entity Recognition (NER) in Python with Spacy
Coreference Resolution
Visualizing Sounds Using Librosa Machine Learning Library!Audio ProcessingAudio AnalysisAudio Classification using Deep Learning
Automatic Speech RecognitionImplement Automatic Speech RecognitionCan Voice Conversion Improve ASR in Low-Resource Settings?
Audio Separation
Building ChatbotsBuilding Chatbots using Rasa
Automate NLP Tasks using EvalML Library

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Analytics Vidhya Last Updated : 25 Apr, 2024
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