Tutorials

Working with Linux

• GNU Linux screen

• Changing MySQL root's password

Infrastructure Management

• Hg pull / Git pull. How are they different?

• Working with Google Compute Engine

Coding in Python

• Slicing Elements of Array

• Type Hinting for documenting into the code

Evaluation Methods

• Accuracy, precision, and recall for n-class classification

Working with Google Colab

• Introduction and basic usage

• Interaction with Shell

Pre-trained Embedding

• Google's word2vec

• Wikipedia2vec

Dataset

• Yelp Open Dataset

• Datasets for Machine Learning research by Wikipedia

• Argument Mining by Unibo

• Argument Corpora

Data Engineering

• Deep Learning VM Image

• Deep Learning VM Images documentation

• How to run Deep Learning models on Google Cloud Platform in 6 steps?

Ontologies and Semantic Web

• Introduction to RDF, RDFS, and OWL

• DBpedia as an Open Knowledge Graph

• Artificial Intelligence and Its Debt to the Mathematician Gödel

• What does it mean for a machine to understand? by Thomas Dietterich

• Understanding LSTMs by Christopher Olah

• Augmented Recurrent Neural Networks by Christopher Ola

• Installing TensorFlow with Anaconda

• Where can I find pre-trained word vectors for NLP?

• Learn word2vec by implementing it in TensorFlow

• Installing packages using pip and virtual environments

• Understanding Audio data, Fourier Transform, FFT and Spectrogram features for a Speech Recognition System

• Using Google Colab GPU VM + Drive as persistent storage for long Deep Learning training runs

• Towards Data Science: Explainable AI