Download Machine Learning with Python for Everyone Part 1: Learning Foundations, 2nd Edition

What you would learn in Machine Learning with Python for Everyone Part 1: Learning Foundations, 2nd Edition course?

Machine Learning with Python for Everyone, Part 1: Learning Foundations, 2nd Edition

Course Content:

• Introduction
  1. Machine Learning with Python for Everyone: Introduction
• Lesson 1: Software Background
  1. Topics
  2. 1.1 What Is Machine Learning?
  3. 1.2 Building Learning Systems
  4. 1.3 Environment Installation
  5. 1.4 Three Things You Can do with NumPy and matplotlib
  6. 1.5 Three Things You Can do with Pandas
  7. 1.6 Three Things You Can do with scikit-learn and Friends
  8. 1.7 Getting Help
• Lesson 2: Mathematical Background
  1. Topics
  2. 2.1 Probability
  3. 2.2 Distributions
  4. 2.3 Linear Combinations
  5. 2.4 Geometry, Part 1
  6. 2.5 Geometry, Part 2
  7. 2.6 Geometry, Part 3
  8. 2.7 When Computers and Math Meet
• Lesson 3: Beginning Classification (Part I)
  1. Topics
  2. 3.1 Setup and the Iris Dataset
  3. 3.2 Classification, Accuracy, and Splitting
  4. 3.3 Accuracy
  5. 3.4 Introduction to Nearest Neighbors and Naive Bayes
  6. 3.5 k-Nearest Neighbors
  7. 3.6 Train-Test Split and Nearest Neighbors (Part 1)
  8. 3.7 Train-Test Split and Nearest Neighbors (Part 2)
  9. 3.8 Naive Bayes
• Lesson 4: Beginning Classification (Part II)
  1. Topics
  2. 4.1 Learning Evaluation, Part 1
  3. 4.2 Learning Evaluation, Part 2
  4. 4.3 Resource Evaluation: Time
  5. 4.4 Resource Evaluation: Memory
  6. 4.5 Scripts
• Lesson 5: Beginning Regression (Part I)
  1. Topics
  2. 5.1 Setup and the Diabetes Dataset
  3. 5.2 Introducing Regression
  4. 5.3 Measures of Center
  5. 5.4 k-Nearest Neighbors for Regression
  6. 5.5 Introducing Linear Regression and NN Regression
  7. 5.6 Linear Regression, Part 1
  8. 5.7 Linear Regression, Part 2
• Lesson 6: Beginning Regression (Part II)
  1. Topics
  2. 6.1 Optimization, Part 1
  3. 6.2 Optimization, Part 2
  4. 6.3 Optimization, Part 3
  5. 6.4 Learning Performance
  6. 6.5 Resource Evaluation
• Summary
  1. Machine Learning with Python for Everyone: Summary

Download Machine Learning with Python for Everyone Part 1: Learning Foundations, 2nd Edition from below links NOW!