Artificial Intelligence: Advanced Machine Learning

سرفصل های دوره

Learn all the advanced skills you need to perform various real-world machine learning tasks in different environments.

1 - Introduction

1 - Welcome

2 - Getting Started With This Course

2 - Set up the environment

3 - Machine Learning Classification

4 - Machine Learning Regression

5 - Machine Learning Transformers

6 - Machine Learning Clustering

7 - Machine Learning Manifold Learning

8 - Machine Learning Scikitlearns estimator interface

9 - Machine Learning CrossValidation

10 - Machine Learning Grid Searches

3 - Machine Learning Model Complexity

11 - Introduction

12 - Linear models for regression

13 - Support Vector Machines

14 - Trees and Forests

15 - Learning Curves

16 - Validation Curves

17 - EstimatorCV Objects for Efficient Parameter Search

4 - Understanding Pipelines

18 - Pipelines Motivation

19 - Pipeline Baiscs

20 - Cross Validation With Pipelines

21 - Using Pipelines with GridSearch

5 - Machine Learning Imbalanced Classes & Metrics

22 - Default metrics

23 - Classification Metrics

24 - Precision Recall tradeoff and Area Under the Curve

25 - BuiltIn and custom scoring functions

6 - Machine Learning Model Selection For Unsupervised Learning

26 - How to evaluate unsupervised models

27 - Kernel Density Estimation

28 - Model Selection For Clustering

7 - Machine Learning Handling Real Data

29 - Dealing with Real Data

30 - OneHotEncoder

31 - Encoding Features from Dictionaries

32 - Handling missing values

8 - Machine Learning Dealing with Text Data

33 - Text Data Motivation

34 - Text Feature Extraction with BagofWords

35 - Text Classification of Movie Reviews

36 - Text Classification continuation

37 - Text Feature Extraction Hashing Trick

38 - Vector Representations

9 - Machine Learning Out Of Core Learning

39 - Out of Core and Online Learning

40 - The Partial Fit Interface

41 - Kernel Approximations

42 - Subsampling for supervised transformations

43 - Out of core text classification with the Hashing Vectorizer

10 - Course Summary

44 - Course Summary

11 - Code Files

45 - Working Files.html

45 - Working-Files.zip

46 - Thank You.html

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تولید کننده: Udemy-Training