All Posts
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Jan 1, 2024
In this notebook we look at changes in surface temperature of areas around the world from 1961-2020 using a dataset from the Food and Agriculture Organization of the United Nations. The changes in temperature are with reference to a baseline climatology found within the reference period of 1951-1980. Thereafter, we will attempt to forecast temperature changes using two popular techniques.
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Jan 1, 2024
A fun little game where we play the role of a detective querying an SQL database to solve a murder mystery.
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Jan 1, 2024
In this notebook we will be exploring rainfall patterns in Singapore, showing the seasonal patterns of rainfall and how some areas of the island receive more rainfall than others. Models will also be built and tested to forecast monthly rainfall on the island.
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Jan 1, 2024
In this notebook we train classification models to identify the activities and subjects from a smartphone sensor dataset.
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Jan 1, 2024
In this notebook we will be using an autoencoder on the fraud dataset used in a previous notebook for novelty detection. Novelty detection refers to the identification of new or unknown signals not available to a machine learning system during training. In this case it refers to training a machine learning model only on normal(non-fradulent) transactions data but the resultant model has the ability to recognise fraudulent transactions.