Machine Learning and AI Foundations - Classification Modeling

Torrent Hash:
C603ECB0F78AC9B38623BBFDE6E1BA46FC06FAC5
Number of Files:
62
Content Size:
249.93MB
Convert On:
2019-07-16
Magnet Link:
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File Name
Size
4.3. Algorithms on Parade/18.Logistic regression.mp4
24.63MB
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1.Introduction/01.Classification problems in machine learning.mp4
3.9MB
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1.Introduction/02.What you should know.en.srt
2.47KB
1.Introduction/02.What you should know.mp4
3.64MB
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1.Introduction/03.Defining terms.en.srt
4.96KB
1.Introduction/03.Defining terms.mp4
4.95MB
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2.1. The Big Picture - Defining Your Classification Strategy/04.The importance of binary classification.en.srt
2.79KB
2.1. The Big Picture - Defining Your Classification Strategy/04.The importance of binary classification.mp4
3.21MB
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2.1. The Big Picture - Defining Your Classification Strategy/05.Binary vs. multinomial.en.srt
5.36KB
2.1. The Big Picture - Defining Your Classification Strategy/05.Binary vs. multinomial.mp4
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2.1. The Big Picture - Defining Your Classification Strategy/06.So-called “black box” techniques.en.srt
4.31KB
2.1. The Big Picture - Defining Your Classification Strategy/06.So-called “black box” techniques.mp4
6.66MB
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2.1. The Big Picture - Defining Your Classification Strategy/07.One task, many algorithms.en.srt
3.67KB
2.1. The Big Picture - Defining Your Classification Strategy/07.One task, many algorithms.mp4
8.53MB
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2.1. The Big Picture - Defining Your Classification Strategy/08.Statistics vs. machine learning.en.srt
4.08KB
2.1. The Big Picture - Defining Your Classification Strategy/08.Statistics vs. machine learning.mp4
6.68MB
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2.1. The Big Picture - Defining Your Classification Strategy/09.Model assessment vs. business evaluation.en.srt
2.32KB
2.1. The Big Picture - Defining Your Classification Strategy/09.Model assessment vs. business evaluation.mp4
4.87MB
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3.2. How Do I Choose a 'Winner'/10.Training and test partitions.en.srt
4.65KB
3.2. How Do I Choose a 'Winner'/10.Training and test partitions.mp4
5.46MB
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3.2. How Do I Choose a 'Winner'/11.Lift Charts.en.srt
2.75KB
3.2. How Do I Choose a 'Winner'/11.Lift Charts.mp4
3.37MB
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3.2. How Do I Choose a 'Winner'/12.Gains tables.en.srt
3.41KB
3.2. How Do I Choose a 'Winner'/12.Gains tables.mp4
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3.2. How Do I Choose a 'Winner'/13.Confusion matrix.en.srt
4.98KB
3.2. How Do I Choose a 'Winner'/13.Confusion matrix.mp4
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4.3. Algorithms on Parade/14.Overview.en.srt
3.04KB
4.3. Algorithms on Parade/14.Overview.mp4
3.56MB
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4.3. Algorithms on Parade/15.Discriminant with three categories.en.srt
9.19KB
4.3. Algorithms on Parade/15.Discriminant with three categories.mp4
12.15MB
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4.3. Algorithms on Parade/16.Discriminant with two categories.en.srt
8.54KB
4.3. Algorithms on Parade/16.Discriminant with two categories.mp4
8.81MB
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4.3. Algorithms on Parade/17.Stepwise discriminant.en.srt
1.68KB
4.3. Algorithms on Parade/17.Stepwise discriminant.mp4
1.76MB
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4.3. Algorithms on Parade/18.Logistic regression.en.srt
16.93KB
1.Introduction/01.Classification problems in machine learning.en.srt
2.2KB
4.3. Algorithms on Parade/19.Stepwise logistic regression.en.srt
1.65KB
4.3. Algorithms on Parade/19.Stepwise logistic regression.mp4
1.74MB
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4.3. Algorithms on Parade/20.Decision Trees.en.srt
6.5KB
4.3. Algorithms on Parade/20.Decision Trees.mp4
9.24MB
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4.3. Algorithms on Parade/21.KNN.en.srt
6.14KB
4.3. Algorithms on Parade/21.KNN.mp4
8.88MB
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4.3. Algorithms on Parade/22.Linear SVM.en.srt
12.3KB
4.3. Algorithms on Parade/22.Linear SVM.mp4
13.31MB
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4.3. Algorithms on Parade/23.Neural nets.en.srt
12.68KB
4.3. Algorithms on Parade/23.Neural nets.mp4
14.87MB
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4.3. Algorithms on Parade/24.Bayesian networks.en.srt
11.42KB
4.3. Algorithms on Parade/24.Bayesian networks.mp4
17.7MB
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4.3. Algorithms on Parade/25.Ensembles.en.srt
7.02KB
4.3. Algorithms on Parade/25.Ensembles.mp4
9.42MB
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5.4. Common Modeling Challenges/26.Imbalanced target categories.en.srt
4.4KB
5.4. Common Modeling Challenges/26.Imbalanced target categories.mp4
5.83MB
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5.4. Common Modeling Challenges/27.Interactions.en.srt
6.49KB
5.4. Common Modeling Challenges/27.Interactions.mp4
8.24MB
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5.4. Common Modeling Challenges/28.Missing data.en.srt
4.76KB
5.4. Common Modeling Challenges/28.Missing data.mp4
6.67MB
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5.4. Common Modeling Challenges/29.Bias-variance trade-off and overfitting.en.srt
8.54KB
5.4. Common Modeling Challenges/29.Bias-variance trade-off and overfitting.mp4
11.2MB
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5.4. Common Modeling Challenges/30.Data reduction.en.srt
11.07KB
5.4. Common Modeling Challenges/30.Data reduction.mp4
15.34MB
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6.Conclusion/31.Next steps.en.srt
5.37KB
6.Conclusion/31.Next steps.mp4
5.65MB
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