# Hello World- Mukul's Blog!

## Introduction

Welcome to my blog! First, a quick introduction, I’m a second year undergraduate Computer Science student at Cambridge, with a passion for all things deep learning related!

I am currently writing a Demystifying Deep Learning series of blog posts - check them out below!

I appreciate any feedback on how to improve both the blog posts, and the projects themselves, as well as project extensions worth pursuing further.

If you liked a particular analogy and want a more detailed explanation using that analogy, or equally if there is something you think can be improved - **comment on the blog post** - I will check out your feedback and update the post accordingly!

## Blog Posts

**17 Sep 2018**

**Demystifying Deep Learning Part 11**Backpropagation through, well, anything!

How we can generalise Backprop to

*any*neural network - see how TensorFlow and Keras compute their partial derivatives! We'll use the LSTM cell as an example**17 Sep 2018**

**Demystifying Deep Learning Part 10**Recurrent Neural Networks

Neural networks optimised for NLP and sequences - the RNN, GRU and LSTM networks

**10 Sep 2018**

**Demystifying Deep Learning Part 9**Backpropagation in a Convolutional Neural Network

How CNNs learn

**4 Sep 2018**

**Demystifying Deep Learning Part 8**Convolutional Neural Networks

Neural networks optimised for Computer Vision

**2 Sep 2018**

**Demystifying Deep Learning Part 7**Debugging the Learning Curve

Training, validation and test error - is our model really learning or is it just memorising?

**1 Sep 2018**

**Demystifying Deep Learning Part 6**Optimising Learning

How we can make gradient descent even

*better.***31 Aug 2018**

**Demystifying Deep Learning Part 5**Backpropagation

The magic sauce behind neural networks - how they learn!

**29 Aug 2018**

**Demystifying Deep Learning Part 4**FeedForward Neural Networks

Designing our first neural network!

**3 Aug 2018**

**Demystifying Deep Learning Part 3**Learning Through Gradient Descent

Diving into how machine learning algorithms "learn"

**29 Jul 2018**

**Demystifying Deep Learning Part 2**Linear and Logistic Regression

We get our hands dirty with our first machine learning algorithms!

**28 Jul 2018**

**Demystifying Deep Learning Part 1**What is a neural network?

There are a lot of different neural networks out there. We start the series by breaking down commonly used terminology.

**25 Jul 2018**

**Demystifying Deep Learning Primer**

Motivation for the series.