Curso gratuito de Introducción a Machine Learning (+25 horas!)

Curso gratuito de #Udemy por tiempo limitado con muy buenas valoraciones!
+25 horas de vídeo bajo demanda (en inglés, con la posibilidad de añadir subtítulos) en las que aprenderás:
Introduction to Machine Learning

Machine Learning 101 : Introduction to Machine Learning

Introductory Machine Learning course covering theory, algorithms and applications.

This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. ML is a key technology in Big Data, and in many financial, medical, commercial, and scientific applications. It enables computational systems to adaptively improve their performance with experience accumulated from the observed data. ML has become one of the hottest fields of study today, taken up by undergraduate and graduate students from 15 different majors. This course balances theory and practice, and covers the mathematical as well as the heuristic aspects. The lectures below follow each other in a story-like fashion:

  • What is learning?
  • Can a machine learn?
  • How to do it?
  • How to do it well?
  • Take-home lessons.
Outline of this Course;

Lecture 1: The Learning Problem
Lecture 2: Is Learning Feasible?
Lecture 3: The Linear Model I
Lecture 4: Error and Noise
Lecture 5: Training versus Testing
Lecture 6: Theory of Generalization
Lecture 7: The VC Dimension
Lecture 8: Bias-Variance Tradeoff
Lecture 9: The Linear Model II
Lecture 10: Neural Networks
Lecture 11: Overfitting
Lecture 12: Regularization
Lecture 13: Validation
Lecture 14: Support Vector Machines
Lecture 15: Kernel Methods
Lecture 16: Radial Basis Functions
Lecture 17: Three Learning Principles
Lecture 18: Epilogue
This course has some videos on youtube that has Creative Commen Licence (CC).

¿Para quién es este curso?
  • If you have no prior coding or scripting experience, you can also attend this lesson.
  • Anyone who interest Data Science
  • Anyone who interest Learning From Data
  • Anyone who interest how deep learning really works
  • Software developers or programmers who want to transition into the lucrative data science and machine learning career path will learn a lot from this course.
Curso gratuito de Introducción a Machine Learning (+25 horas!)



RELACCIONADO CON Curso gratuito de Introducción a Machine Learning (+25 horas!)

Historia amp