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Complete Machine Learning 11 in 1 course

 

Complete Machine Learning 11 in 1 course

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Complete Machine Learning 11 in 1 course Machine Learning: Beginner to Expert Linear regression with multiple variables

What you'll learn

  • Machine Learning
  • Supervised learning
  • Unsupervised learning
  • Model and cost function
  • Parameter learning
  • Linear algebra
  • Gradient descent
  • Features and polynomial regression
  • Computing parameters analytically
  • Logistic regression
  • Classification and representation
  • Hypothesis representation
  • Decision boundary
  • Multi class classification
  • Regularisation
  • Neural networks
  • Non linear hypothesis
  • Back propagation
  • Evaluating a learning algorithm
  • Advice for applying machine learning
  • Bias vs variance
  • Learning curves
  • Building a spam classifier
  • Machine learning system design
  • Handling skewed data
  • Using large data sets
  • Support vector machines
  • Kernels
  • SVM in practice
  • Clustering
  • Dimensionality reduction
  • Motivation
  • Principal component analysis
  • Applying PCA
  • Anomaly detection
  • Density estimation
  • Gaussian distribution
  • Building an anomaly detection system
  • Recommender systems
  • Predicting movie ratings
  • Collaborative filtering
  • Low rank matrix factorisation
  • Large scale machine learning
  • Gradient descent with large data sets
  • Advanced topics
  • Online learning
  • Map reduction and parallelism
  • Photo OCR

Requirements

  • No prior knowledge required

Description

Welcome to Machine Learning! In this course we start at the very beginning by defining Machine Learning before we dive into it and get more practical with it. By the end of this course you will be an expert in Machine Learning because in this course we do not leave a single stone unturned. To start with, we introduce the core idea of teaching a computer to learn concepts using data; without being explicitly programmed. We end by looking at an application example. Everything else in between will teach you everything you need to know.

Who this course is for:

  • Machine learning and AI

   Complete Machine Learning 11 in 1 course | Get Udemy

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