Analytics Blog

Serving with Flask, uWSGI, and Nginx

Serving a Model with Flask, uWSGI, and Nginx

Math Refresher for Neural Networks

A math refresher covering the basics of calculus and linear algebra for neural networks

Forward Pass of a Vanilla Neural Network

Explanation and example of a forward pass in a vanilla neural network

Backward Pass of a Vanilla Neural Network

Explanation and example of a backward pass in a vanilla neural network

Forward Pass of a Convolutional Neural Network

Explanation and example of a forward pass in a convolutional neural network

Backward Pass of a Convolutional Neural Network

Explanation and example of a backward pass in a convolutional neural network

Introduction to Transformers

Introduction to the basics of transformers

Intro to Word Embeddings

Intro to common word embeddings

Loss Functions and Metrics

Descriptions and use cases for the most common loss functions and performance metrics

Paper Summary: Language Models with Human Feedback

Paper summary of Training language models to follow instructions with human feedback from March 2022

Paper Summary: LLaMA

Paper summary of LLaMA: Open and Efficient Foundation Language Models from February 2023

Vision Transformers

How transformers are used for computer vision tasks

Intro to Hugging Face API

Get up and running quickly with pretrained transformers using the Hugging Face API

Deploying a Model with BentoML

Tutorial showing how to deploy a production model using BentoML

Web Scraping with Selenium

How to use Selenium to scrape dynamic sites

Data Augmentation Techniques

Overview of popular data augmentation strategies

Intro to PyTorch Lightning

How to get started using PyTorch Lightning

Diffusion Models

Introduction to image generation with diffusion models

Graph Neural Networks

Introduction to Graph Neural Networks (GNNs)

Recommendation Systems

Overview of common recommendation systems