All Stories

Neural Network Optimizers Made Simple - Core algorithms and why they are needed

A Gentle Guide to fundamental techniques used by gradient descent optimizers like SGD, Momentum, RMSProp, Adam, and others, in plain English.

In Optimizer, tutorial, Apr 07, 2021

Foundations of NLP Explained Visually - Beam Search, How It Works

A gentle guide to how Beam Search enhances predictions, in plain English

In NLP, tutorial, Apr 01, 2021

Audio Deep Learning Made Simple - Automatic Speech Recognition (ASR), How it Works

Speech-to-Text algorithm and architecture, including Mel Spectrograms, MFCCs, CTC Loss and Decoder, in Plain English.

In Audio, tutorial, Mar 26, 2021

Audio Deep Learning Made Simple - Sound Classification, Step-by-Step

An end-to-end example and architecture for audio deep learning’s foundational application scenario, in plain English.

In Audio, tutorial, Mar 18, 2021

Audio Deep Learning Made Simple - Data Preparation and Augmentation

A Gentle Guide to enhancing Spectrogram features for optimal performance. Also Data Augmentation, in Plain English.

In Audio, tutorial, Feb 24, 2021

Audio Deep Learning Made Simple - Why Mel Spectrograms perform better

A Gentle Guide to processing audio in Python. What are Mel Spectrograms and how to generate them, in Plain English.

In Audio, tutorial, Feb 19, 2021

Audio Deep Learning Made Simple - State-of-the-Art Techniques

A Gentle Guide to the world of disruptive deep learning audio applications and architectures. And why we all need to know about Spectrograms, in Plain English.

In Audio, tutorial, Feb 12, 2021

Transformers Explained Visually - Multi-head Attention, deep dive

A Gentle Guide to the inner workings of Self-Attention, Encoder-Decoder Attention, Attention Score and Masking, in Plain English.

In Transformers, tutorial, Jan 17, 2021

Transformers Explained Visually - How it works, step-by-step

A Gentle Guide to the Transformer under the hood, and its end-to-end operation.

In Transformers, tutorial, Jan 02, 2021

Reinforcement Learning Explained Visually - Policy Gradients, step-by-step

A Gentle Guide to the REINFORCE algorithm, in Plain English.

In Reinforcement Learning, tutorial, Dec 30, 2020