Analysis of Malta’s Weather (1997-2020)
In this notebook we are going to visually explore the weather in Malta over the last 24 years, from 1997 to 2020. To achieve this we first need to download w...
Posts by Year
2021
2020
Analysis of Malta-Sicily Interconnector Usage (2015-2019)
The Malta–Sicily Interconnector connects Malta to the Synchronous grid of Continental Europe through the Ragusa substation in Sicily, operated by the Transmi...
2019
Pandas Library Notes
This is a summary of the most useful pandas features and is based on some of the techniques discussed in Ted Petrou’s Minimally Sufficient Pandas article.
2018
Malaria Parasite Detection Using an SVM
Recently I read the excellent tutorial Deep Learning and Medical Image Analysis with Keras by Dr. Adrian Rosebrock’s. Adrian’s tutorial shows how to use a pr...
CIFAR-10 Classifier Using CNN in PyTorch
In this notebook we will use PyTorch to construct a convolutional neural network. We will then train the CNN on the CIFAR-10 data set to be able to classify ...
Tensors and Gradients in PyTorch
In this notebook we will learn what tensors are, why they are used and how to create and manipulate them in PyTorch.
MNIST Using Keras and Convolutional Neural Networks
In a previous notebook, MNIST Using Keras, we built a fully-connected (dense) shallow neural network (one hidden layer with 512 nodes) to classify images of ...
MNIST Using Keras
In this notebook, we will build a simple two-layer feed-forward neural network model using Keras, running on top of TensorFlow. We then train the sequential ...
Concrete Compressive Strength Regression Model Using Keras
In this notebook, we will build a simple three-layer feed-forward neural network model using Keras, running on top of TensorFlow. The sequential model will b...
Using Stanford CoreNLP with Python and Docker Containers
In this brief guide you will learn how to easily setup two Docker containers, one for Python and the other for the Stanford CoreNLP server. Using this setup ...
Sep 2018 - Malta Property for Sale - Price Summary Statistics
Price summary statistics for the property market in Malta as of September 2018.
Sep 2018 - Malta Property for Rent - Price Summary Statistics
Price summary statistics for the rental property market in Malta as of September 2018.
World Cup Data Visualisation in D3.js
The World Cup games data visualisation below is based on the exercise in the Udacity Data Visualization and D3.js - Communicating with Data course.
Counting Outcomes Combinations and Permutations
Brief overview of counting methods used to determine the number of possible outcomes under different scenarios. These are then used to compute probabilities ...
Evaluating Binary Classifier Performance
What are Binary Classifiers?
Descriptive Statistics Tutorial
In this interactive Jupyter notebook you will learn the very basics of statistics. Through statistics you can make sense of data and in today’s world this is...
Malta Property to Let - Q1 2017 vs Q1 2018 In-Depth Analysis
In this report we will analyse property for rent in Malta to compute and visualise statistics such as average prices, by property type, town and region. Two ...
Feb 2018 - Malta Property for Sale - Price Summary Statistics
Price summary statistics for the property market in Malta as of February 2018.
Feb 2018 - Malta Property for Rent - Price Summary Statistics
Price summary statistics for the rental property market in Malta as of February 2018.
2017
Instacart - Predictions on Test Set
In this notebook we will load the trained Random Forest classifier, built in the Instacart Model Fitting notebook, and make reordered products predictions fo...
Instacart - Model Evaluation
In this notebook we will load the Random Forest model fitted on all the training data and evaluate its F1-measure performance on the validation set, using a ...
Instacart - Model Fitting
In this notebook we will fit simple reordering classifier models using the features extracted from the Instacart Market Basket Analysis dataset provided by K...
Instacart - Feature Engineering
In this notebook we will mostly use Pandas to engineer features from the Instacart Market Basket Analysis Kaggle competition. In the original Kaggle competit...
Instacart - Exploratory Analysis
In this notebook we will explore the Instacart data set made available on Kaggle in the Instacart Market Basket Analysis Competition. We will be using Python...
Instacart - Splitting Training Data
In this notebook we will split the Instacart training data as provided on Kaggle in the Instacart Market Basket Analysis competition, into a training set and...
Docker Notes
Notes on how to install Docker on Microsoft Windows and how to make it work if you also run VirtualBox on the same computer.
Titanic Survival Prediction
In this notebook we will explore the Titanic passengers data set made available on Kaggle in the Getting Started Prediction Competition - Titanic: Machine Le...
Malta Property to Let - Q4 2016 vs Q1 2017 In-depth Analysis
In this report we will analyse property for rent in Malta to compute and visualise statistics such as average prices, by property type, town and region. Prop...
Mar 2017 - Malta Property for Sale - Price Summary Statistics
Price summary statistics for the property market in Malta as of March 2017.
Mar 2017 - Malta Property for Rent - Price Summary Statistics
Price summary statistics for the rental property market in Malta as of March 2017.
2016
Resources to Learn Machine Learning
Here you will find a curated list of quality educational resources available online for free, to help you learn machine learning.
Nov 2016 - Malta Property for Rent - Price Summary Statistics
Price summary statistics for the rental property market in Malta as of November 2016.
R Language Notes
Notes on how to install and use the R statistical language.
VirtualBox Linux Guest Notes
Notes on how to configure Linux as a guest operating system in a VirtualBox virtual machine.
Linux Notes
Notes on how to do common tasks through the Linux shell.
Malta Property for Sale - Q2 vs Q4 2016 In-depth Analysis
In this report we will analyse property for sale in Malta to compute and visualise statistics such as average prices, by property type, town and region. Prop...
Git Notes
Notes on how to use Git, such as, initialising or cloning a repository, adding files to the staging area and committing staged files.
Oct 2016 - Malta Property for Sale - Price Summary Statistics
Price summary statistics for the property market in Malta as of October 2016.
Apr 2016 - Malta Property for Sale - Price Summary Statistics
Price summary statistics for the property market in Malta as of April 2016.