Serrano.Academy Courses

The Binomial and Poisson Distributions

Learn the Binomial and Poisson distributions in under an hour with Serrano.Academy. Understand probabilities in real-world scenarios like store footfall.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Decision Trees - A Friendly Introduction

Learn decision trees with Serrano.Academy's under 1-hour material, including a video tutorial, blog post, and helper videos. Explore topics like overfitting and accuracy.

• YouTube
• 22 minutes
• On-Demand
• Free Online Course

What Is Quantum Machine Learning?

Serrano.Academy offers a beginner-friendly introduction to quantum computing and machine learning in under an hour, with no prior knowledge required.

• YouTube
• 52 minutes
• On-Demand
• Free Online Course

Denoising and Variational Autoencoders

Learn about autoencoders, generative models, and dimensionality reduction in less than an hour with Serrano.Academy's video tutorial. Includes practical training exercises.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

A Friendly Introduction to Deep Reinforcement Learning, Q-Networks and Policy Gradients

Dive into deep reinforcement learning, Q-networks, and policy gradients with Serrano.Academy's friendly, example-rich video. Less than 1-hour workload.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Singular Value Decomposition and Image Compression

Learn matrix trick, Singular Value Decomposition (SVD), and its application in image compression from Serrano.Academy in less than an hour.

• YouTube
• 29 minutes
• On-Demand
• Free Online Course

Restricted Boltzmann Machines - A Friendly Introduction

Dive into the world of Restricted Boltzmann Machines with Serrano.Academy's friendly introduction, using real-life examples. Learn in under an hour!

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

Training Latent Dirichlet Allocation: Gibbs Sampling - Part 2

Learn to train an LDA model using Gibbs sampling with Serrano.Academy. This less than 1-hour material is part 2 of a series on sorting documents into topics.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Latent Dirichlet Allocation - Part 1

Learn Latent Dirichlet Allocation, a machine learning technique for document sorting by topic, in less than an hour with Serrano.Academy. Part 1 of 2.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Naive Bayes Classifier - A Friendly Approach

Learn the Naive Bayes algorithm and its application to spam detection in less than an hour with Serrano.Academy. No prior knowledge required.

• YouTube
• 20 minutes
• On-Demand
• Free Online Course

Principal Component Analysis

Learn Principal Component Analysis with Serrano.Academy in under an hour. Understand variance, covariance, eigenvectors, and eigenvalues through visuals, not formulas.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Support Vector Machines - A Friendly Introduction

Learn the basics of Support Vector Machines (SVMs) with minimal math in less than an hour, offered by Serrano.Academy. Ideal for visual learners.

• YouTube
• 31 minutes
• On-Demand
• Free Online Course

Logistic Regression and the Perceptron Algorithm - A Friendly Introduction

Serrano.Academy offers a brief, visual introduction to logistic regression and the perceptron algorithm, ideal for those with little mathematical background.

• YouTube
• 45 minutes
• On-Demand
• Free Online Course

Linear Regression - A Friendly Introduction

Serrano.Academy offers a beginner-friendly introduction to linear regression, requiring minimal math and focusing on visual understanding, in under an hour.

• YouTube
• 31 minutes
• On-Demand
• Free Online Course

How Does Netflix Recommend Movies? Matrix Factorization

Learn how Netflix recommends movies using matrix factorization in this less than 1-hour material from Serrano.Academy. Understand machine learning, error function, and inference.

• YouTube
• 33 minutes
• On-Demand
• Free Online Course