/DL_IADS22

Deep learning at IADS summer school

Primary LanguageJupyter Notebook

Takeaways from deep learning summer school IADS22

This summer school took place from July 25 to August 6 2022. In this repo I will apply the concepts I learnt in several small experiments.

  1. CNN_keras folder:

CNN_Minst.ipynb : Classify handwritten digits using a VGG-like convolutional NN from scratch [Keras] CNN_DogsVsCats.ipynb: Classify dogs vs cats using a VGG-like convolutiona NN from scratch [Keras] CNN_CovidClassification.ipynb: Detect covid cases from images [Keras]

  1. CNN_tensorflow folder:

TensorflowBasics.ipynb: Implement feed forward neural nets from scratch in Tensorflow and use it in Iris and MINST dastet [Tensorflow] CNN_Minst.ipynb: Implement CNNs from scratch in Tensorflow and use them in MINST dataset [Tensorflow]

  1. RNN_keras folder:

airline passenger prediction IMDB review sentiment analysis (Natural language processing)

  1. RNN_tensorflow folder:

  2. Transfer_learning folder:

covid diagnose from a small dataset of images

  1. Dataset_shift:

  2. NLP_transformers: