GraphRAG for Global Development - Concept Note
This concept note introduces a GraphRAG approach to extracting knowledge from global development documentation and invites partners to contribute.
Continue ReadingHi, I'm Erik
Data Scientist | ML/AI Engineer
Welcome to my knowledge hub. Discover insights, resources, and lessons learned that might help bridge gaps in your own learning journey. I believe in learning out loud—sharing my notes, observations, and discoveries as they unfold. Join me in imagining how technology can help us transcend the limitations of the mind.
Featured Projects
Classifying transactions with deep learning for financial models
An AI-powered classifier for financial transactions
Translating image styles with CycleGAN from Monet to photos
Using the CycleGAN generative adversarial network to stylize photos in the style of Monet.
Using NLP with Twitter to monitor natural disasters
When disaster strikes, real-time social media monitoring can be a powerful tool for early warning and response. This project analyzes Twitter data to identify posts that describe actual natural disasters, which could potentially serve as an early warning system for governmental and humanitarian organizations.
News topic modeling with matrix factorization
A comparative analysis of unsupervised and supervised machine learning techniques for classifying news articles into predefined categories
An unsupervised learning approach to cat vocalizations
An analysis of cat vocalizations using machine learning techniques to identify patterns in cat meows across different contexts. The project uses the Cat Meow Classification dataset from Kaggle, which contains 440 audio recordings of cat meows in three specific contexts: brushing, waiting for food, and isolation in an unfamiliar environment.
Foraging for mushrooms in random forests
Using supervised machine learning techniques to classify mushrooms as either poisonous or edible, emphasizing the importance of model evaluation metrics.
Latest Writing
How to integrate generative AI in Obsidian
A review of common approaches to leveraging the power of generative AI in personal knowledge management systems.
Continue ReadingVibe coding my data science portfolio
How I "vibe coded" a web portfolio to showcase my data science projects.
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