NLP-Notes:

This Repository contains Notebooks and Notes on NLP

Tricks and Tips:

Huggingface Trick:

1. Download all files in Huggingface model directly

2. Parallel Model Training:

General Tricks:

1. QUAIL Dataset: A better question answering Benchmark

2. Stratified K Fold sampling for Multilabel by Abhishek Thakur:

3. Watch GPU and Memory uses Every second in the terminal: watch -n 1 nvidia-smi

Links and Blogs:

AI Hub

Topic Modeling:

• Text Extraction and Topic Modeling

Word Embedding:

• What is Word Embedding
• Word Embeddings Transform Text Numbers
• king man woman queen why
• word2vec-tutorial-the-skip-gram-model
• word2vec-tutorial-part-2-negative-sampling/

RNN Blogs:

• sampling-strategies-for-recurrent-neural-networks

LSTM:

• Understanding LSTM
• LSTM Implementation
• time-series-prediction-lstm-recurrent-neural-networks-python-keras
• time-series-forecasting-long-short-term-memory-network-python
• multivariate-time-series-forecasting-lstms-keras
• multi-step-time-series-forecasting-long-short-term-memory-networks-python/
• Exploring LSTM

Attention:

• visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention

Transformers:

• illustrated-transformer
• transformers-attention-in-disguise
• attention