Latest Posts
Benchmarking ML APIs
Comparing FastAPI and Crow.Cpp for serving ML models.
Introduction to Guardrails
A prompt filtration system that ensures safe interactions
Benchmarking Model Serving Libraries
A quick guide to comparing model serving libraries for fast, efficient ML deployments.
Elastic Net Regression
Implementing a combination of Lasso and Ridge regression in Python
Python Development in Containers
How to set up a coding environment using Docker or Podman
Web Development in Containers
Efficient way to containerize and develop web apps
Image Compression
Minimizing the size of an image using Singular Value Decomposition
Pi Value Approximation
Determine the value of pi with n number of samples
Adam
RMSprop with momentum
RMSprop
Reducing the aggresive learning rate decay in Adagrad using the twin sibling of Adadelta
Adadelta
Reducing the aggresive learning rate decay in Adagrad
Adagrad
Parameter updates with unique learning rate for each parameter
Ridge Regression
Detecting and handling multicollinearity using L2 regularization
Lasso Regression
Detecting and handling multicollinearity using L1 regularization
Logistic Regression
Binary prediction using the logit function made from scratch
Stochastic Gradient Descent
Minimizing cost functions with a random data point at a time
Batch Gradient Descent
Minimizing cost functions with a subset of the dataset
Linear Regression
Continuous prediction made from scratch