Apoorv Nandan's Notes

Dec 14, 2020 Few shot classification with Prototypical Networks
Implementing prototypical networks in Pytorch
Oct 27, 2020 Short Post: Keras progress bars in Pytorch code
Using keras progress bars in custom python code
Aug 30, 2020 Model Implementation: Original U-Net in Keras / Tensorflow 2.3
Using Keras' Functional API to implement U-Net architecture
Aug 24, 2020 Convolutional Encoder Decoder Setup for Speech Recognition
Using causal dilated convolutions and attention to train ASR
Aug 15, 2020 BERT masked LM training
Pretraining or fine tuning BERT on masked LM task
Aug 2, 2020 Entity Recognition with BERT
Using tf.keras and huggingface for NER
May 29, 2020 Text Generation with miniature GPT
Implement miniature version of GPT and learn to generate text.
May 23, 2020 BERT (from HuggingFace Transformers) for Text Extraction
Fine tune pretrained BERT from HuggingFace Transformers on SQuAD.
May 13, 2020 Actor Critic Method
Implement Actor Critic Method in CartPole environment.
May 10, 2020 Text classification with Transformer
Implement transformer block as a Keras layer and use it for text classification.
May 6, 2020 Notes on Yoshua Bengio's Keynote in ICASSP 2020
Overcoming the limitations of current deep learning
Apr 25, 2020 Short note on tf.data.Dataset
Using TensorFlow input pipelines on speech data
Apr 19, 2020 Training Transformers on TPU
Training transformers is now super easy thanks to HuggingFace and Tensorflow 2
Aug 30, 2019 Minimal Example of End to End Speech Recognition
Stripped down end to end ASR in Tensorflow