FAISS (Facebook AI Similarity Search) is a vector library developed by Facebook that is used to store and search embeddings efficiently. It is particularly useful for tasks like question answering within documents, where you need to retrieve relevant parts of the content based on semantic similarity. By converting text into embeddings, FAISS allows you to […]
hyperparameter tuning with scikit learn
We would be looking at tuning hyperparameters with Scikit-Learn. Scikit-Learn is a powerful machine learning library for Python. It provides simple , efficient tools for data analysis and modeling. Hyperparameter tuning is the process of finding the best values for the settings of a machine learning model that are not learned from data, but set […]
principal component analysis scikit learn
PCA (Principal Component Analysis) in Python using Scikit-learn is a technique used to reduce the number of features in a dataset while preserving most of the variance (information). It works by: Finding new axes (principal components) that capture the most variance. Projecting the data onto these fewer dimensions. It’s useful for visualization, speeding up models, […]