Natural Language Processing with Python

سرفصل های دوره

Learn NLP concepts with practical implementation using Python, TensorFlow, PyTorch, spaCy, gensim

1. Introduction to Natural Language Processing and applications in various domains

1. Introduction to Natural Language Processing

2. Natural Language Processing in Finance Domain

3. Natural Language Processing in Healthcare Domain

4. NLP Introduction Recap.html

2. Basics of Natural Language Processing

1.1 Code.html

1. Stemming and Lemmatization

2.1 Code.html

2. tf-idf, Bag of Words , Cosine Distance Similarity

3.1 Code.html

3. Exploratory Data Analysis on Text Dataset

4. NLP Basics Recap.html

3. Named Entity Recognition

1. Named Entity Recognition

2. Custom Named Entity Recognition with spaCyv3

4. Text Clustering and Classification

1.1 Code.html

1. Text Clustering on Covid-19 Literature Survey Data

2.1 cell_phones_and_accessories_5.zip

2.2 Code.html

2. Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism

3.1 Code.html

3. Text Classification with Neural Network using TensorFlow in Python

4.1 Code.html

4. Text Classification with Convolutional Neural Network using TensorFlow in Python

5.1 CellPhonesRating.csv

5.2 Code.html

5. Text Classification with LSTM Neural Network using TensorFlow in Python

6.1 Code.html

6.2 Kaggle Notebook.html

6. Text Classification with BERT

7.1 Code.html

7. Text Classification with spaCy V3

8.1 Code.html

8. PyTorch Text Classification

9.1 Blog.html

9.2 Code.html

9.3 Textual Entailment.html

9. Zero Shot Text Classification with HuggingFace

10. Text classification recap.html

5. Topic Modelling Techniques

1.1 Code.html

1. LDA Topic Modelling

2.1 Code.html

2.2 Library.html

2. Top2Vec

3.1 Code.html

3.2 Library.html

3. BERTopic

6. Text Summarization, Extractive Question Answering

1.1 Code.html

1. Text Summarization

2.1 Code.html

2. Abstractive Text Summarization

3.1 Collab Demo.html

3. HayStack Search Demo

4. Extractive Question Answering HuggingFace Demo

5. Aspect Based Sentiment Analysis

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تولید کننده: Udemy-Training