Lynda Applied Machine Learning Algorithms | 830F0C943AEBEC0DA53847270C50BB965DDAE821

Lynda Applied Machine Learning Algorithms

Name	[Lynda] Applied Machine Learning - Algorithms	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	364.8 MB
Total Files	220
Last Seen	2025-07-08 03:01
Hash	830F0C943AEBEC0DA53847270C50BB965DDAE821

/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_03/End/ipynb_checkpoints/
01_03 - 01_04-checkpoint.ipynb	70.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_03/End/
01_03 - 01_04.ipynb	70.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_03/Start/ipynb_checkpoints/
01_03 - 01_04-checkpoint.ipynb	5.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_03/Start/
01_03 - 01_04.ipynb	5.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_04/End/ipynb_checkpoints/
01_03 - 01_04-checkpoint.ipynb	83.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_04/End/
01_03 - 01_04.ipynb	83.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_04/Start/
01_03 - 01_04.ipynb	70.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_05/End/ipynb_checkpoints/
01_05-checkpoint.ipynb	6.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_05/End/
01_05.ipynb	6.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_05/Start/ipynb_checkpoints/
01_05-checkpoint.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/01_05/Start/
01_05.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/img/
clean_data.png	124.7 KB
CV_image.png	657.9 KB
eval_metrics.png	625.4 KB
evaluate_on_validation.png	392.3 KB
final_model_selection.png	425.6 KB
fit_model.png	367.8 KB
hyperparameters.png	237.4 KB
split_data.png	224.0 KB
train_v_test.png	32.1 KB
tune_hyperparameters.png	374.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/01_Foundations/ipynb_checkpoints/
01_02 - COMPLETED-checkpoint.ipynb	87.8 KB
01_02-checkpoint.ipynb	5.7 KB
01_03 - 01_04 - COMPLETED-checkpoint.ipynb	90.9 KB
01_03 - 01_04-checkpoint.ipynb	5.3 KB
01_03 - COMPLETED-checkpoint.ipynb	88.1 KB
01_03-checkpoint.ipynb	5.7 KB
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01_04-checkpoint.ipynb	2.3 KB
01_05 - COMPLETED-checkpoint.ipynb	9.1 KB
01_05-checkpoint.ipynb	2.4 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_03/End/ipynb_checkpoints/
02_03-checkpoint.ipynb	3.1 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_03/End/
02_03.ipynb	3.1 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_03/Start/ipynb_checkpoints/
02_03-checkpoint.ipynb	1.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_03/Start/
02_03.ipynb	1.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_04/End/ipynb_checkpoints/
02_04-checkpoint.ipynb	4.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_04/End/
02_04.ipynb	4.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_04/Start/ipynb_checkpoints/
02_04-checkpoint.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/02_04/Start/
02_04.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/img/
c.png	184.9 KB
Cross-Val.png	98.5 KB
CV.png	296.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/02_LR/ipynb_checkpoints/
02_03 - COMPLETED-checkpoint.ipynb	4.5 KB
02_03-checkpoint.ipynb	1.0 KB
02_04 - COMPLETED-checkpoint.ipynb	29.0 KB
02_04-checkpoint.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_03/End/ipynb_checkpoints/
03_03-checkpoint.ipynb	3.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_03/End/
03_03.ipynb	3.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_03/Start/
03_03.ipynb	1.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_04/End/ipynb_checkpoints/
03_04-checkpoint.ipynb	4.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_04/End/
03_04.ipynb	4.3 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_04/Start/ipynb_checkpoints/
03_04-checkpoint.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/03_04/Start/
03_04.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/img/
c.png	30.8 KB
Cross-Val.png	98.5 KB
CV.png	296.0 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/03_SVM/ipynb_checkpoints/
02_03 - COMPLETED-checkpoint.ipynb	3.0 KB
02_03-checkpoint.ipynb	1.0 KB
02_04 - COMPLETED-checkpoint.ipynb	29.8 KB
02_04-checkpoint.ipynb	2.4 KB
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03_04 - COMPLETED-checkpoint.ipynb	17.3 KB
03_04-checkpoint.ipynb	2.4 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/04_03/End/ipynb_checkpoints/
04_03-checkpoint.ipynb	2.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/04_03/End/
04_03.ipynb	2.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/04_03/Start/
04_03.ipynb	1.2 KB
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04_04-checkpoint.ipynb	40.9 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/04_04/End/
04_04.ipynb	40.9 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/04_04/Start/ipynb_checkpoints/
04_04-checkpoint.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/04_04/Start/
04_04.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/img/
hidden_layers.png	148.4 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/04_MLP/ipynb_checkpoints/
02_03 - COMPLETED-checkpoint.ipynb	3.0 KB
02_03-checkpoint.ipynb	1.0 KB
02_04 - COMPLETED-checkpoint.ipynb	29.8 KB
02_04-checkpoint.ipynb	2.4 KB
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03_04-checkpoint.ipynb	2.4 KB
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04_04 - COMPLETED-checkpoint.ipynb	95.6 KB
04_04-checkpoint.ipynb	2.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_03/End/ipynb_checkpoints/
05_03-checkpoint.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_03/End/
05_03.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_03/Start/
05_03.ipynb	1.1 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_04/End/ipynb_checkpoints/
05_04-checkpoint.ipynb	4.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_04/End/
05_04.ipynb	4.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_04/Start/ipynb_checkpoints/
05_04-checkpoint.ipynb	2.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/05_04/Start/
05_04.ipynb	2.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/img/
rf.png	78.6 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/05_RF/ipynb_checkpoints/
02_03 - COMPLETED-checkpoint.ipynb	3.0 KB
02_03-checkpoint.ipynb	1.0 KB
02_04 - COMPLETED-checkpoint.ipynb	29.8 KB
02_04-checkpoint.ipynb	2.4 KB
03_03 - COMPLETED-checkpoint.ipynb	3.7 KB
03_03-checkpoint.ipynb	1.0 KB
03_04 - COMPLETED-checkpoint.ipynb	36.8 KB
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04_04 - COMPLETED-checkpoint.ipynb	108.8 KB
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05_03-checkpoint.ipynb	1.1 KB
05_04 - COMPLETED-checkpoint.ipynb	39.0 KB
05_04-checkpoint.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_03/End/ipynb_checkpoints/
06_03-checkpoint.ipynb	2.8 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_03/End/
06_03.ipynb	2.8 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_03/Start/
06_03.ipynb	1.1 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_04/End/ipynb_checkpoints/
06_04-checkpoint.ipynb	12.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_04/End/
06_04.ipynb	12.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_04/Start/ipynb_checkpoints/
06_04-checkpoint.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/06_04/Start/
06_04.ipynb	2.7 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/img/
gb.png	74.7 KB
lr.png	120.4 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/06_Boosting/ipynb_checkpoints/
02_03 - COMPLETED-checkpoint.ipynb	3.0 KB
02_03-checkpoint.ipynb	1.0 KB
02_04 - COMPLETED-checkpoint.ipynb	29.8 KB
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04_04 - COMPLETED-checkpoint.ipynb	108.8 KB
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05_04 - COMPLETED-checkpoint.ipynb	47.2 KB
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06_04 - COMPLETED-checkpoint.ipynb	173.5 KB
06_04-checkpoint.ipynb	2.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/07_Summary/07_03/End/ipynb_checkpoints/
07_03-checkpoint.ipynb	7.2 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/07_Summary/07_03/End/
07_03.ipynb	7.2 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/07_Summary/07_03/Start/ipynb_checkpoints/
07_03-checkpoint.ipynb	3.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/07_Summary/07_03/Start/
07_03.ipynb	3.5 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/07_Summary/img/
eval_metrics.png	50.4 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/07_Summary/ipynb_checkpoints/
07_03 - COMPLETED-checkpoint.ipynb	12.8 KB
07_03-checkpoint.ipynb	3.4 KB
/.../Ex_Files_Machine_Learning_Algorithms/Exercise Files/
GB_model.pkl	828.7 KB
LR_model.pkl	0.9 KB
MLP_model.pkl	23.6 KB
RF_model.pkl	115.8 KB
SVM_model.pkl	20.4 KB
test_features.csv	3.9 KB
test_labels.csv	0.4 KB
titanic.csv	61.2 KB
titanic_cleaned.csv	21.1 KB
train_features.csv	11.6 KB
train_labels.csv	1.1 KB
val_features.csv	4.0 KB
val_labels.csv	0.4 KB
/[Lynda] Applied Machine Learning - Algorithms/
01 - The power of algorithms in machine learning.en.srt	4.1 KB
01 - The power of algorithms in machine learning.mp4	42.4 MB
02 - What you should know.en.srt	2.6 KB
02 - What you should know.mp4	2.1 MB
03 - What tools you need.en.srt	1.3 KB
03 - What tools you need.mp4	2.0 MB
04 - Using the exercise files.en.srt	2.9 KB
04 - Using the exercise files.mp4	3.3 MB
05 - Defining model vs. algorithm.en.srt	4.4 KB
05 - Defining model vs. algorithm.mp4	4.3 MB
06 - Process overview.en.srt	6.7 KB
06 - Process overview.mp4	5.6 MB
07 - Clean continuous variables.en.srt	4.2 KB
07 - Clean continuous variables.mp4	20.1 MB
08 - Clean categorical variables.en.srt	7.9 KB
08 - Clean categorical variables.mp4	17.1 MB
09 - Split into train, validation, and test set.en.srt	7.7 KB
09 - Split into train, validation, and test set.mp4	10.7 MB
10 - What is logistic regression.en.srt	4.7 KB
10 - What is logistic regression.mp4	5.3 MB
11 - When should you consider using logistic regression.en.srt	5.2 KB
11 - When should you consider using logistic regression.mp4	5.3 MB
12 - What are the key hyperparameters to consider.en.srt	5.6 KB
12 - What are the key hyperparameters to consider.mp4	10.7 MB
13 - Fit a basic logistic regression model.en.srt	5.7 KB
13 - Fit a basic logistic regression model.mp4	24.7 MB
14 - What is Support Vector Machine.en.srt	7.3 KB
14 - What is Support Vector Machine.mp4	8.4 MB
15 - When should you consider using SVM.en.srt	4.6 KB
15 - When should you consider using SVM.mp4	4.3 MB
16 - What are the key hyperparameters to consider.en.srt	7.2 KB
16 - What are the key hyperparameters to consider.mp4	8.6 MB
17 - Fit a basic SVM model.en.srt	9.9 KB
17 - Fit a basic SVM model.mp4	19.3 MB
18 - What is a multi-layer perceptron.en.srt	5.7 KB
18 - What is a multi-layer perceptron.mp4	6.2 MB
19 - When should you consider using a multi-layer perceptron.en.srt	5.8 KB
19 - When should you consider using a multi-layer perceptron.mp4	4.9 MB
20 - What are the key hyperparameters to consider.en.srt	7.5 KB
20 - What are the key hyperparameters to consider.mp4	10.5 MB
21 - Fit a basic multi-layer perceptron model.en.srt	12.6 KB
21 - Fit a basic multi-layer perceptron model.mp4	26.1 MB
22 - What is Random Forest.en.srt	3.5 KB
22 - What is Random Forest.mp4	6.6 MB
23 - When should you consider using Random Forest.en.srt	3.8 KB
23 - When should you consider using Random Forest.mp4	3.3 MB
24 - What are the key hyperparameters to consider.en.srt	4.4 KB
24 - What are the key hyperparameters to consider.mp4	5.9 MB
25 - Fit a basic Random Forest model.en.srt	6.4 KB
25 - Fit a basic Random Forest model.mp4	13.3 MB
26 - What is boosting.en.srt	9.7 KB
26 - What is boosting.mp4	8.7 MB
27 - When should you consider using boosting.en.srt	5.3 KB
27 - When should you consider using boosting.mp4	4.2 MB
28 - What are the key hyperparameters to consider boosting.en.srt	6.0 KB
28 - What are the key hyperparameters to consider boosting.mp4	8.4 MB
29 - Fit a basic boosting model.en.srt	2.0 KB
29 - Fit a basic boosting model.mp4	16.8 MB
30 - Why do you need to consider so many different models.mp4	6.4 MB
31 - Conceptual comparison of algorithms.en.srt	4.2 KB
31 - Conceptual comparison of algorithms.mp4	6.3 MB
32 - Final model selection and evaluation.en.srt	16.2 KB
32 - Final model selection and evaluation.mp4	32.2 MB
33 - Next steps.en.srt	3.4 KB
33 - Next steps.mp4	3.0 MB
Total files 220