gcp-ml

Introduction

This repository stores all notebooks and personal notes from learning Deep Learning from a few different references/courses (which are listed below).

References

1. DeepLearning.AI TensorFlow Developer Professional Certificate on Coursera

   • Notebooks/assignments for Course 1 - Introduction to TF for AI, ML
   • Notebooks/assignments for Course 2 - Convolutional NNets in TF
   • Notebooks/assignments for Course 3 - NLP in TF

2. GCP ML Learning Path - Tensorflow (TF) on GCP

   • Notebooks
   • Notes:
     • Professional Machine Learning Engineer Cert Learning Path notes

3. (A fun and educational) Neural Net exploration in Numpy

   • Hand-rolling NN (Neural Network) and RNN (Recurrent Neural Network) implementations
     • Creating NN and RNN implementations in Numpy
     • Exploring what exactly are feed-forward and backpropogation in some detail, hands on