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GetFreeCourses.Co-Udemy-The Supervised Machine Learning Course

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Number of Files:

147

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2.77GB

Convert On:

2022-09-27

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GetFreeCourses Co Udemy The Supervised Machine Learning Course

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File Name

Size

1 - Introduction/1 - Introduction.mp4

69.89MB

2 - Setting up the Environment/2 - Installing Anaconda.mp4

29.53MB

2 - Setting up the Environment/3 - Jupyter Dashboard Part 1.mp4

10.25MB

2 - Setting up the Environment/4 - Jupyter Dashboard Part 2.mp4

20.99MB

2 - Setting up the Environment/5 - Installing the relevant packages.mp4

22.78MB

3 - Naïve Bayes/1 - Bayes Thought Experiment.html

3 - Naïve Bayes/10 - The HamorSpam Example.mp4

66.89MB

3 - Naïve Bayes/11 - The HamorSpam Example Assignment.html

184B

3 - Naïve Bayes/12 - Notebooks-and-Dataset.zip

168.87KB

3 - Naïve Bayes/12 - The YouTube Dataset Creating the Data Frame.mp4

33.75MB

3 - Naïve Bayes/13 - CountVectorizer.mp4

36.99MB

3 - Naïve Bayes/14 - The YouTube Dataset Preprocessing.mp4

43.97MB

3 - Naïve Bayes/15 - Exercise-1-solution.ipynb

7.57KB

3 - Naïve Bayes/15 - Exercise-1.ipynb

7.02KB

3 - Naïve Bayes/15 - The YouTube Dataset Preprocessing Assignment.html

60B

3 - Naïve Bayes/15 - youtube-dataset.zip

158.79KB

3 - Naïve Bayes/16 - The YouTube Dataset Classification.mp4

23.67MB

3 - Naïve Bayes/17 - Exercise-2-solution.ipynb

7.68KB

3 - Naïve Bayes/17 - Exercise-2.ipynb

7.96KB

3 - Naïve Bayes/17 - The YouTube Dataset Classification Assignment.html

60B

3 - Naïve Bayes/17 - youtube-dataset.zip

158.79KB

3 - Naïve Bayes/18 - The YouTube Dataset Confusion Matrix.mp4

17.79MB

3 - Naïve Bayes/19 - The YouTube Dataset Accuracy Precision Recall and the F1 score.mp4

37.74MB

3 - Naïve Bayes/2 - Bayes Theorem.html

3 - Naïve Bayes/20 - The YouTube Dataset Changing the Priors.mp4

40.34MB

3 - Naïve Bayes/21 - 365-ML-infographic.pdf

13.76MB

3 - Naïve Bayes/21 - Exercise-3-solution.ipynb

7.25KB

3 - Naïve Bayes/21 - Exercise-3.ipynb

3.81KB

3 - Naïve Bayes/21 - Machine-Learning-with-Naive-Bayes-Course-Notes-365-Data-Science.pdf

518.57KB

3 - Naïve Bayes/21 - Naïve Bayes Assignment.html

60B

3 - Naïve Bayes/3 - The HamorSpam Example.html

3 - Naïve Bayes/6 - 365-ML-infographic.pdf

13.76MB

3 - Naïve Bayes/6 - Machine-Learning-with-Naive-Bayes-Course-Notes-365-Data-Science.pdf

518.57KB

3 - Naïve Bayes/6 - Motivation.mp4

43.38MB

3 - Naïve Bayes/7 - Bayes Thought Experiment.mp4

33.66MB

3 - Naïve Bayes/8 - Bayes Thought Experiment Assignment.html

90B

3 - Naïve Bayes/9 - Bayes Theorem.mp4

65.92MB

3 - Naïve Bayes/Download Paid Udemy Courses For Free.url

116B

3 - Naïve Bayes/How can you help GFC.txt

286B

4 - KNearest Neighbors/22 - 365-ML-infographic.pdf

13.76MB

4 - KNearest Neighbors/22 - Machine-Learning-with-K-Nearest-Neighbors-Course-Notes-365-Data-Science.pdf

448.46KB

4 - KNearest Neighbors/22 - Motivation.mp4

24.43MB

4 - KNearest Neighbors/23 - Math Prerequisites Distance Metrics.mp4

27.79MB

4 - KNearest Neighbors/24 - KNeighborsClassifier-Notebooks.zip

9.54KB

4 - KNearest Neighbors/24 - Random Dataset Generating the Dataset.mp4

16.85MB

4 - KNearest Neighbors/25 - Random Dataset Visualizing the Dataset.mp4

28.19MB

4 - KNearest Neighbors/26 - Random Dataset Classification.mp4

50.6MB

4 - KNearest Neighbors/27 - Random Dataset How to Break a Tie.mp4

26.76MB

4 - KNearest Neighbors/28 - Random Dataset Decision Regions.mp4

46MB

4 - KNearest Neighbors/29 - Random Dataset Choosing the Best Kvalue.mp4

32.64MB

4 - KNearest Neighbors/30 - Random Dataset Grid Search.mp4

27.88MB

4 - KNearest Neighbors/31 - Random Dataset Model Performance.mp4

21.21MB

4 - KNearest Neighbors/32 - KNeighbors Classifier Assignment.html

60B

4 - KNearest Neighbors/32 - KNeighborsClassifier-Exercise.zip

7.91KB

4 - KNearest Neighbors/33 - KNeighborsRegressor-Notebooks.zip

4.73KB

4 - KNearest Neighbors/33 - Theory with a Practical Example.mp4

43.75MB

4 - KNearest Neighbors/34 - KNN vs Linear Regression A Linear Problem.mp4

46.73MB

4 - KNearest Neighbors/34 - LinearProblem-Notebooks.zip

5.4KB

4 - KNearest Neighbors/35 - KNN vs Linear Regression A Nonlinear Problem.mp4

33.11MB

4 - KNearest Neighbors/35 - NonLinearProblem-Notebooks.zip

5.77KB

4 - KNearest Neighbors/36 - KNeighbors Regressor Assignment.html

60B

4 - KNearest Neighbors/36 - KNeighborsRegressor-Exercise.zip

290.68KB

4 - KNearest Neighbors/37 - 365-ML-infographic.pdf

13.76MB

4 - KNearest Neighbors/37 - Machine-Learning-with-K-Nearest-Neighbors-Course-Notes-365-Data-Science.pdf

448.46KB

4 - KNearest Neighbors/37 - Pros and Cons.mp4

55.22MB

4 - KNearest Neighbors/4 - Motivation.html

4 - KNearest Neighbors/5 - Math Prerequisites Distance Metrics.html

5 - Decision Trees and Random Forests/38 - Course-Notes-Decision-Trees-and-Random-Forests.pdf

1006.32KB

5 - Decision Trees and Random Forests/38 - What is a Tree in Computer Science.mp4

34.84MB

5 - Decision Trees and Random Forests/39 - The Concept of Decision Trees.mp4

31.62MB

5 - Decision Trees and Random Forests/40 - Decision Trees in Machine Learning.mp4

47.34MB

5 - Decision Trees and Random Forests/41 - Decision Trees Pros and Cons.mp4

69.13MB

5 - Decision Trees and Random Forests/42 - Practical Example The Iris Dataset.mp4

21.83MB

5 - Decision Trees and Random Forests/43 - 5.6.Creating-a-Decision-Tree.ipynb

10.32KB

5 - Decision Trees and Random Forests/43 - Practical Example Creating a Decision Tree.mp4

32.83MB

5 - Decision Trees and Random Forests/44 - 5.7.Full-Iris-code.ipynb

246.24KB

5 - Decision Trees and Random Forests/44 - Practical Example Plotting the Tree.mp4

42.97MB

5 - Decision Trees and Random Forests/45 - Decision Tree Metrics Intuition Gini Inpurity.mp4

53.2MB

5 - Decision Trees and Random Forests/46 - Decision Tree Metrics Information Gain.mp4

26.36MB

5 - Decision Trees and Random Forests/47 - Tree Pruning Dealing with Overfitting.mp4

39.41MB

5 - Decision Trees and Random Forests/48 - Random Forest as Ensemble Learning.mp4

31.99MB

5 - Decision Trees and Random Forests/49 - Bootstrapping.mp4

29.92MB

5 - Decision Trees and Random Forests/50 - From Bootstrapping to Random Forests.mp4

25.93MB

5 - Decision Trees and Random Forests/51 - 5.14.Random-Forest-Code-Glass-Dataset.ipynb

12.7KB

5 - Decision Trees and Random Forests/51 - Glass-dataset.zip

3.66KB

5 - Decision Trees and Random Forests/51 - Random Forest in Code Glass Dataset.mp4

52.81MB

5 - Decision Trees and Random Forests/52 - 5.15.Census-Data-Preprocessing.ipynb

69.82KB

5 - Decision Trees and Random Forests/52 - Census Data and Income Preprocessing.mp4

59.6MB

5 - Decision Trees and Random Forests/52 - Census-Income-Dataset.zip

612.27KB

5 - Decision Trees and Random Forests/53 - 5.16.Census-Data-Decision-Tree.ipynb

444.77KB

5 - Decision Trees and Random Forests/53 - Training the Decision Tree.mp4

27.35MB

5 - Decision Trees and Random Forests/54 - 5.17.Census-Data-Random-Forest.ipynb

75.65KB

5 - Decision Trees and Random Forests/54 - Course-Notes-Decision-Trees-and-Random-Forests.pdf

1006.32KB

5 - Decision Trees and Random Forests/54 - Training the Random Forest.mp4

27.17MB

6 - Support Vector Machines/55 - 365-ML-infographic.pdf

13.76MB

6 - Support Vector Machines/55 - Introduction to Support Vector Machines.mp4

62.4MB

6 - Support Vector Machines/56 - Linearly separable classes hard margin problem.mp4

59.15MB

6 - Support Vector Machines/57 - Nonlinearly separable classes soft margin problem.mp4

49.84MB

6 - Support Vector Machines/58 - Kernels Intuition.mp4

77.05MB

6 - Support Vector Machines/59 - Intro to the practical case.mp4

31.54MB

6 - Support Vector Machines/59 - mushrooms-full-dataset.csv

357.3KB

6 - Support Vector Machines/6 - Intro to SVMs.html

6 - Support Vector Machines/60 - 3.1-Support-Vector-Machines-Classification-Notebook.ipynb

5.81KB

6 - Support Vector Machines/60 - Preprocessing the data.mp4

15.06MB

6 - Support Vector Machines/61 - Splitting the data into train and test and rescaling.mp4

16.4MB

6 - Support Vector Machines/62 - Implementing a linear SVM.mp4

12.66MB

6 - Support Vector Machines/63 - Analyzing the results– Confusion Matrix Precision and Recall.mp4

28.22MB

6 - Support Vector Machines/64 - Crossvalidation.mp4

76.47MB

6 - Support Vector Machines/65 - 3.8-Support-Vector-Machines-Classification-complete.ipynb

34.84KB

6 - Support Vector Machines/65 - Choosing the kernels and C values for crossvalidation.mp4

18.81MB

6 - Support Vector Machines/66 - Hyperparameter tuning using GridSearchCV.mp4

35.14MB

6 - Support Vector Machines/67 - Social-Purchase-SVMs-Assignment-3-Solution.ipynb

316.35KB

6 - Support Vector Machines/67 - Social-Purchase-SVMs-Assignment-3.ipynb

316.48KB

6 - Support Vector Machines/67 - Support Vector Machines Assignment.html

509B

6 - Support Vector Machines/67 - social.csv

13.02KB

6 - Support Vector Machines/7 - Hard margin problem.html

6 - Support Vector Machines/8 - Kernels.html

6 - Support Vector Machines/9 - Implementing a linear SVM.html

6 - Support Vector Machines/Download Paid Udemy Courses For Free.url

116B

6 - Support Vector Machines/How can you help GFC.txt

286B

7 - Ridge and Lasso Regression/10 - Ridge Regression Mechanics.html

7 - Ridge and Lasso Regression/11 - Lasso Regression Basics.html

7 - Ridge and Lasso Regression/12 - Crossvalidation for Choosing a Tuning Parameter.html

7 - Ridge and Lasso Regression/68 - 365-ML-infographic.pdf

13.76MB

7 - Ridge and Lasso Regression/68 - Regression Analysis Overview.mp4

29.41MB

7 - Ridge and Lasso Regression/69 - Overfitting and Multicollinearity.mp4

28.15MB

7 - Ridge and Lasso Regression/70 - Introduction to Regularization.mp4

25.96MB

7 - Ridge and Lasso Regression/71 - Ridge Regression Basics.mp4

43.16MB

7 - Ridge and Lasso Regression/72 - Ridge Regression Mechanics.mp4

46.67MB

7 - Ridge and Lasso Regression/73 - Regularization in More Complicated Scenarios.mp4

21MB

7 - Ridge and Lasso Regression/74 - Lasso Regression Basics.mp4

21.63MB

7 - Ridge and Lasso Regression/75 - Lasso Regression vs Ridge Regression.mp4

33.86MB

7 - Ridge and Lasso Regression/76 - Hitters-Data-Legend.xlsx

11.39KB

7 - Ridge and Lasso Regression/76 - Hitters.csv

20.42KB

7 - Ridge and Lasso Regression/76 - Multiple-Linear-Regression-Ridge-Lasso-Hitters.ipynb

11.71KB

7 - Ridge and Lasso Regression/76 - The Hitters Dataset Preprocessing and Preparation.mp4

46MB

7 - Ridge and Lasso Regression/77 - Exploratory Data Analysis.mp4

36.96MB

7 - Ridge and Lasso Regression/78 - Performing Linear Regression.mp4

52.93MB

7 - Ridge and Lasso Regression/79 - Crossvalidation for Choosing a Tuning Parameter.mp4

30.49MB

7 - Ridge and Lasso Regression/80 - Performing Ridge Regression with Crossvalidation.mp4

30.97MB

7 - Ridge and Lasso Regression/81 - Performing Lasso Regression with Crossvalidation.mp4

30.96MB

7 - Ridge and Lasso Regression/82 - Comparing the Results.mp4

30.97MB

7 - Ridge and Lasso Regression/83 - Exercise-Solutions.ipynb

46.89KB

7 - Ridge and Lasso Regression/83 - Exercise.ipynb

5.76KB

7 - Ridge and Lasso Regression/83 - Replacing the Missing Values in the DataFrame.mp4

21.22MB

Download Paid Udemy Courses For Free.url

116B

How can you help GFC.txt

286B

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