Welcome to the Code Snippets Map of Content. This dashboard organizes reusable code fragments and technical snippets across various domains.
Machine Learning Snippets
- ML Preprocessing Snippets - Reusable snippets for data cleaning and train/test splitting.
- ML Evaluation Snippets - Code for calculating metrics like MSE and accuracy.
- Stochastic Gradient Descent Snippet - A clean implementation of SGD for linear regression.
Deep Learning Snippets
- Autoencoder Snippets - Keras code for standard and supervised autoencoders: data prep, model building, multi-output training, and 2D latent space visualization.
NLP Snippets
- NLP Vectorization - Scikit-learn snippets for CountVectorizer and TF-IDF transformations.
Visualization & Tools
- Matplotlib Snippets - Basic plotting and visualization templates.
To Research / Inbox
(Drop new code snippets or ideas here)