Serrano.Academy Courses

Neural Networks

Syllabus: A friendly introduction to Deep Learning and Neural Networks. A friendly introduction to Convolutional Neural Networks and Image Recognition. A friendly introduction to Recurrent Neural Networks. A Friendly Introduction to Generative Adversaria…

• YouTube
• 3-4 hours worth of material
• Self paced
• Free Online Course

Machine Learning

Syllabus: Machine Learning: Testing and Error Metrics. A Friendly Introduction to Machine Learning. Deep Learning Nanodegree Program. How does Netflix recommend movies? Matrix Factorization. Linear Regression: A friendly introduction. Support Vector Mach…

• YouTube
• 3-4 hours worth of material
• Self paced
• Free Online Course

Probability

Syllabus: A friendly introduction to Bayes Theorem and Hidden Markov Models. Shannon Entropy and Information Gain. Naive Bayes classifier: A friendly approach. The Beta distribution in 12 minutes!. Thompson sampling, one armed bandits, and the Beta distr…

• YouTube
• 1-2 hours worth of material
• Self paced
• Free Online Course

General Machine Learning

Syllabus: A Friendly Introduction to Machine Learning. Machine Learning: Testing and Error Metrics. ROC (Receiver Operating Characteristic) Curve in 10 minutes!. Linear Regression: A friendly introduction. Logistic Regression and the Perceptron Algorithm…

• YouTube
• 3-4 hours worth of material
• Self paced
• Free Online Course

Unsupervised Learning

Syllabus: Gaussian Mixture Models. Clustering: K-means and Hierarchical. Principal Component Analysis (PCA). How does Netflix recommend movies? Matrix Factorization. Latent Dirichlet Allocation (Part 1 of 2). Training Latent Dirichlet Allocation: Gibbs S…

• YouTube
• 4-5 hours worth of material
• Self paced
• Free Online Course

Machine learning en espanol

Syllabus: Mini-curso de aprendizaje automatico - Nuevo link: https://www.youtube.com/watch?v=5nmwHyAudlQ. Aprendizaje automatico - Clasificacion y regresion - Nuevo link: www.youtube.com/watch?v=hkOZ2potocA. Redes neuronales y aprendizaje profundo - Nuev…

• YouTube
• 3-4 hours worth of material
• Self paced
• Free Online Course

Natural Language Processing

Syllabus: Latent Dirichlet Allocation (Part 1 of 2). Training Latent Dirichlet Allocation: Gibbs Sampling (Part 2 of 2).

• YouTube
• Less than 1 hour of material
• Self paced
• Free Online Course

Supervised Learning

Syllabus: Linear Regression: A friendly introduction. Logistic Regression and the Perceptron Algorithm: A friendly introduction. Support Vector Machines (SVMs): A friendly introduction.

• YouTube
• 1-2 hours worth of material
• Self paced
• Free Online Course

Generative Models

Syllabus: Denoising and Variational Autoencoders. A Friendly Introduction to Generative Adversarial Networks (GANs). Restricted Boltzmann Machines (RBM) - A friendly introduction.

• YouTube
• 1-2 hours worth of material
• Self paced
• Free Online Course