57 minute read

Deep Learning PINNs DeepXDE Python

Solving Differential Equations with PINNs

Table of Contents 1 - Introduction 2 - Solve Differential Equations with PINNs 2.1 - A Simple ODE 2.2 - ...

less than 1 minute read

NLTK Python

Spell Checker

We write a short and simple code for spell checking. For a given word, we simply check the distance between it and the words in NLTK...

3 minute read

Deep Learning PINNs RNN Q-Learning ARIMA Garch Python

Timeseries Forecsting and Option Pricing

European Options Pricing and Risk Management Using AI-Driven Models and Traditional Numerical Methods 0. Resources The python note...

105 minute read

Deep Learning LSTM ANN Machine Learning Data Science Python

Hurricane Path Finder

Data Preparation Our goal is to use this data to produce a predictive model that will determine future storm parameters with an acc...

15 minute read

Deep Learning CNN Data Science Computer Vision Python

Creating An Image Search Engine Using Deep Learning

In this project we build a Deep Learning based Image Search Engine that will help customers find similar products to ones they want!...

48 minute read

Deep Learning CNN Data Science Computer Vision Python

Fruit Classification Using A Convolutional Neural Network

In this project we build & optimise a Convolutional Neural Network to classify images of fruits, with the goal of helping a groc...

36 minute read

Customer Loyalty Machine Learning Regression Python

Predicting Customer Loyalty Using ML

Our client, a grocery retailer, hired a market research consultancy to append market level customer loyalty information to the datab...

12 minute read

PCA Machine Learning Python

Compressing Feature Space For Classification Using PCA

In this project we use Principal Component Analysis (PCA) to compress 100 unlabelled, sparse features into a more manageable number ...

54 minute read

Customer Targeting Machine Learning Classification Python

Enhancing Targeting Accuracy Using ML

Our client, a grocery retailer, wants to utilise Machine Learning to reduce mailing costs, and improve ROI! Table of contents 0...

14 minute read

Customer Segmentation Machine Learning Clustering Python

The "You Are What You Eat" Customer Segmentation

In this project we use k-means clustering to segment up the customer base in order to increase business understanding, and to enhanc...

13 minute read

AB Testing Hypothesis Testing Chi-Square Python

Assessing Campaign Performance Using Chi-Square Test For Independence

In this project we apply Chi-Square Test For Independence (a Hypothesis Test) to assess the performance of two types of mailers that...

15 minute read

Causal Impact Analysis Python

Quantifying Sales Uplift With Causal Impact Analysis

In this project we use Causal Impact Analysis to analyse & understand the sales uplift of customers that joined the new “Deliver...

15 minute read

Association Rule Learning Python

Understanding Alcohol Product Relationships Using Association Rule Learning

In this project we use Association Rule Learning to analyse the transactional relationships & dependencies between products in t...

11 minute read

Quantum Simulation Python

Quantum Adder

Introduction: One of the main challenges in quantum computing is the noise in current devices. In this task, you will create a simp...

8 minute read

Python Primes

Finding Prime Numbers with Python

In this post I’m going to run through a function in Python that can quickly find all the Prime numbers below a given value. For exa...