Computer Science / Intro to Machine Learning

Introduction to Machine Learning

بواسطة: YouTube

Overview

Learn the basics of machine learning, including linear regression, neural networks, and deep learning, in an 11-hour program from Eberhard Karls University of Tübingen.

Syllabus

Introduction to Machine Learning - 01 - Baby steps towards linear regression.
Introduction to Machine Learning - 02 - Multiple linear regression and SVD.
Introduction to Machine Learning - 03 - Likelihood, bias, and variance.
Introduction to Machine Learning - 04 - Regularization and cross-validation.
Introduction to Machine Learning - 05 - Logistic regression.
Introduction to Machine Learning - 06 - Linear discriminant analysis.
Introduction to Machine Learning - 07 - Neural networks and deep learning.
Introduction to Machine Learning - 08 - Boosting, bagging, and random forests.
Introduction to Machine Learning - 09 - Clustering and expectation-maximization.
Introduction to Machine Learning - 10 - Principal component analysis.
Introduction to Machine Learning - 11 - Manifold learning and t-SNE.

Taught by

Tübingen Machine Learning

Computer Science / Intro to Machine Learning

Introduction to Machine Learning

الذهاب الي الدورة

Introduction to Machine Learning

بواسطة: YouTube

YouTube
مجانية
الإنجليزية
متاح شهادة
متاح في أي وقت
الجميع
N/A

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