Pranath Fernando's repositories
predict_alzheimers
In this project I develop a deep learning CNN model to predict Alzheimer's disease using 3D MRI medical images of the Hippocampus region of the brain.
high_dim_data_vis
In this project I look at the high dimensional MNIST dataset of handwritten digits and use PCA, t-SNE and Topological data analysis (TDA) to visualise and understand the dataset.
breast_cancer_prediction
In this project I will look at a dataset of patient data relating to breast cancer, and develop a machine learning model that will aim to predict Malignant tumors with the highest accuracy.
pneumonia_detection
In this project, I will analyze data from the NIH Chest X-ray 2D Medical image dataset and train a deep learning model to classify a given chest x-ray for the presence or absence of pneumonia.
activity_and_sleep
In this project I look at time series data on my own activity and sleep to better understand how that varies over time, but also to try and forcast how that may change in the future.
disaster_response
In this project I will analyze disaster messages to build a machine learning model that classifies the messages using a web application so they can be sent to the relevant aid agencies.
flower_recognition
In this project, I will develop a deep learning image classifier using Pytorch to recognize different species of flowers - and deploy it in a command line application.
patient_select_diabetes
In this project, we will create a deep learning model trained on EHR data (Electronic Health Records) to find suitable patients for testing a new diabetes drug.
art
Jekyll Template - Mediumish
bikeshare_analysis
In this project, I will use data provided by Motivate, a bike share system provider for many major cities in the United States, to uncover bike share usage patterns.
blog-1
Blog about my personal projects
blog-2
Posts related to Data Science, engineering and machine learning.
car_insurance
In this project I will look at data that relates to behavioural characteristics of customers who have taken out car insurance.
dlai_langchain
Deep Learning AI Course - LangChain for LLM Application Development
fastbook-1
The fastai book, published as Jupyter Notebooks
fastpages
An easy to use blogging platform, with enhanced support for Jupyter Notebooks.
jupyter-notebooks
Collection of Jupyter notebooks
phantom-jekyll-theme
A Jekyll version of the "Phantom" theme by HTML5 UP.
predict_charity_donors
In this project, my goal will be to evaluate and optimize several different supervised learning models to determine which best predicts most likely donors for a charity.
predict_churn_music_service
In this project, I will analyse a dataset of user logs from a streaming music service and seek to build a machine learning model using Apache Spark that is able to predict customers that churn.
skills-copilot-codespaces-vscode
My clone repository