GitHub - bipinKrishnan/fastai_course: Code implementations for the book Deep Learning for Coders with fastai and PyTorch

bear_classifier - Classification on a custom data set using Fastai
fastai_pytorch - Training a model by combining PyTorch and Fastai
multilabel_fastai - Resnet18 model trained for a multi-label classification task using Fastai
pet_breed_multiclass - Made a multi-label classifier using Fastai using pretrained Resnet18 model
image_regression - A model to predict the centre point of the face
computer_vision_techniques - Techniques for improving the accuracy of computer vision models
cyclicLR_scratch - Implemented the cyclic learning rate for training neural networks as discussed in the paper Cyclical Learning Rates for Training Neural Networks (from scratch)
cyclicLR_pytorch - Trained a model using the cyclic learning rate scheduler present in the PyTorch library
fastai_collab - Collaborative filtering for movie recommendation using Fastai and PyTorch
NLP_1 - Provides a high level overview of different tokenization approaches and also introduces to ULMFIT(Universal Language Model FIne-Tuning) technique for transfer learning in NLP
text_preprocessing - Text preprocessing techniques like tokenization, stemming and lemmatization using spacy and NLTK
RNN_fastai_pytorch - Building an RNN(Recurrent Neural Network) from scratch
text_spacy_nltk - Text preprocessing techniques like tokenization, lemmatization, parts of speech tagging, named entity recognition and visualizing them using spacy

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Name		Name	Last commit message	Last commit date
Latest commit History 66 Commits
.gitignore		.gitignore
LICENSE		LICENSE
NLP_1.ipynb		NLP_1.ipynb
README.md		README.md
RNN_fastai_pytorch.ipynb		RNN_fastai_pytorch.ipynb
bear_classifier.ipynb		bear_classifier.ipynb
classification.ipynb		classification.ipynb
computer_vision_techniques.ipynb		computer_vision_techniques.ipynb
cyclicLR_pytorch.ipynb		cyclicLR_pytorch.ipynb
cyclicLR_scratch.ipynb		cyclicLR_scratch.ipynb
fastai_collab.ipynb		fastai_collab.ipynb
fastai_pytorch.ipynb		fastai_pytorch.ipynb
feature_engg_text.ipynb		feature_engg_text.ipynb
image_regression.ipynb		image_regression.ipynb
mid_level_api.ipynb		mid_level_api.ipynb
multilabel_fastai.ipynb		multilabel_fastai.ipynb
pet_breed_multiclass.ipynb		pet_breed_multiclass.ipynb
text_preprocessing.ipynb		text_preprocessing.ipynb
text_spacy_nltk.ipynb		text_spacy_nltk.ipynb