Each notebook contain minimal code demonstrating usage of a library on a dummy dataset.
| Goal | Library | Colab |
|---|---|---|
| Commonsense Inference | event2mind |  |
| Constituency Parsing | benepar | |
| benepar in Spacy | |
|
| Custom CFG in NLTK | |
|
| Custom Word Vector | fasttext | |
| gensim | |
|
| Emoji Prediction | emojicloud | |
| huggingface | |
|
| Evaluation | McNemar’s test | |
| Experiment Management | wandb* | |
| Fuzzy Matching | jellyfish | |
| rapidfuzz | |
|
| Hyperparameter optimization | wandb* | |
| Inter-rater Agreement | Metrics | |
| Image Classification | efficientnet | |
| Keyword Extraction | pytextrank | |
| pyate | |
|
| rake | |
|
| textacy | |
|
| Language Modeling | huggingface* | |
| Language Model Scoring | lm_scorer | |
| DialogRPT | |
|
| GPT-2 LM score | |
|
| Machine Translation | easynmt | |
| Multilabel Classification | scikit-multilearn | |
| Multimodal Search | sentence-transformers(CLIP) | |
| Multitask Learning | Run T5 for 7 tasks | |
| NER | flair | |
| huggingface* | |
|
| spacy | |
|
| spacy rule-based | |
|
| Next Sentence Prediction | huggingface | |
| Open-domain Chatbot | huggingface | |
| Paraphrase Generation | Question Paraphrasing (huggingface) | |
| Pytorch | Serialize model in package format | |
| Question Answering | huggingface* | |
| Question Generation | doc2query | |
| Record Deduplication | mix | |
| Sentence Embeddings | DECLUTR in huggingface | |
| Quantize sentence-transformers | |
|
| Sentiment Classification | flair | |
| vader sentiment(nltk) | |
|
| finetune deepmoji | |
|
| xlm-t | |
|
| Semantic Role Labeling | allennlp | |
| Semantic Search | annoy | |
| faiss | |
|
| sentence-transformers | |
|
| txtai | |
|
| Spelling Correction | hunspell, jamspell, textblob | |
| Synonyms | spacy | |
| Topic Modeling | gensim(LDA) | |
| Treemap Chart | squarify | |
| Text Classification | huggingface* | |
| Huggingface Trainer | |
|
| spacy | |
|
| fastai(ULMFIT) | |
|
| fasttext(automl) | |
|
| universal sentence encoder + keras | |
|
| Text Clustering | hdbscan-umap | |
| Text Generation | markovify | |
| GPT-2 with simpletransformers | |
|
| Text Preprocessing | contractions+ftfy+emoji | |
| Verb Conjugation | nodebox-linguistics | |
| Visualization | word sentiment in sentence | |
| wordcloud | |
|
| stem and leaf plot | |
|
| Weak Supervision | snorkel* | |
| Zero-shot classification | huggingface* | |
External Notebooks which are not written by me are marked with *.