codenamewei / nlp-with-use-case

Implementation of NLP use cases in various scenarios

Natural Language Processing (NLP) with Use Cases

Implementation of NLP use cases in various scenarios

Use Cases

0. Word2Vec

Word2Vec Implementation in

• Java (DeepLearning4J) - Training of word2vec skip-gram model on hotel industry corpus
• Python (Gensim) - Visualization of word vectors trained with Glove

1. Spam Mail Filtering

Implementation of spam mail filtering with DeepLearning4J
Medium Link: here

2. News Group Classification

Serving of classification model with konduit-serving The model trained with 20 classes of news types.
Implementation in

• Tensorflow 2.0
• HuggingFace Bert Embeddings with Keras Model

3. Review Analysis

The use case of sentiment analysis of airlines reviews trained and served with docker on Digital Ocean.
Implementation with

• Training: Scikit-learn Random Forest
• Deployment: Docker & Digital Ocean

Medium Posts

• Part1
• Part2