Posts in machine-learning
Numbered Musical Notation Dataset – Component Extraction 1
- 11 October 2023
How to detect objects (extract components)? This is a crucial problem when I’m trying to extract musical notation from typesetted images of numbered musical notation sheet music.
Titanic Resurrected
- 19 August 2023
Recently, I have been playing around with a competition on Kaggle named Spaceship Titanic.
Matrix Calculus Demystified
- 19 August 2023
Despite having been a machine learning practitioner for a considerable period of time, I have never truly dived into the mathematical details of deep neural networks, until this morning. This morning I went over a paper [1] on matrix calculus and discovered that the maths of deep learning isn’t so challenging after all! (Well, so long as you understand the basics of calculus and linear algebra).
K-Means clustering: Implmentation and Analysis
- 10 August 2023
After reading about the section K-Means Clustering in the book, I decided to implement naive (vanilla) K-Means clustering by myself.
Sentiment analysis with a SQLite database (…and TF-IDF)
- 06 August 2023
Today I’m just starting Chapter 8: Sentiment Analysis in the book. But this time I’m not just busy scribbling down notes or copying code verbatim into my Python REPL. I decided to experiment with SQLite databases! (as you can probably infer from the title) Hopefully, I will be able to practice both my ML and my DB skills 😅.