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TORRENT DETAILS

GetFreeCourses.Co-Udemy-The Supervised Machine Learning Course

TORRENT SUMMARY

	Status:	All the torrents in this section have been verified by our verification system
Category:	Other
Infohash	287cab99232c9042e1d9b1b0aedb113283583408
Size:	2.8 GB in 98 files
Release Date(s):	Torrent Release: 23-10-2022 by user
Swarm:	0 Seeds & 0 Peers
Vote:	No votes yet.

DESCRIPTION

The Supervised Machine Learning Bootcamp

Data Science, Python, sk learn, Decision Trees, Random Forests, KNNs, Ridge Lasso Regression, SVMs

Udemy Link - https://www.udemy.com/course/the-supervised-machine-learning-course/

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FILE LIST

Filename		Size
	1 - Introduction/1 - Introduction.mp4	69.9 MB
	2 - Setting up the Environment/2 - Installing Anaconda.mp4	29.5 MB
	2 - Setting up the Environment/3 - Jupyter Dashboard Part 1.mp4	10.2 MB
	2 - Setting up the Environment/4 - Jupyter Dashboard Part 2.mp4	21 MB
	2 - Setting up the Environment/5 - Installing the relevant packages.mp4	22.8 MB
	3 - Naïve Bayes/1 - Bayes Thought Experiment.html	0 B
	3 - Naïve Bayes/10 - The HamorSpam Example.mp4	66.9 MB
	3 - Naïve Bayes/11 - The HamorSpam Example Assignment.html	184 B
	3 - Naïve Bayes/12 - Notebooks-and-Dataset.zip	168.9 KB
	3 - Naïve Bayes/12 - The YouTube Dataset Creating the Data Frame.mp4	33.8 MB
	3 - Naïve Bayes/13 - CountVectorizer.mp4	37 MB
	3 - Naïve Bayes/14 - The YouTube Dataset Preprocessing.mp4	44 MB
	3 - Naïve Bayes/15 - Exercise-1-solution.ipynb	7.6 KB
	3 - Naïve Bayes/15 - Exercise-1.ipynb	7 KB
	3 - Naïve Bayes/15 - The YouTube Dataset Preprocessing Assignment.html	60 B
	3 - Naïve Bayes/15 - youtube-dataset.zip	158.8 KB
	3 - Naïve Bayes/16 - The YouTube Dataset Classification.mp4	23.7 MB
	3 - Naïve Bayes/17 - Exercise-2-solution.ipynb	7.7 KB
	3 - Naïve Bayes/17 - Exercise-2.ipynb	8 KB
	3 - Naïve Bayes/17 - The YouTube Dataset Classification Assignment.html	60 B
	3 - Naïve Bayes/17 - youtube-dataset.zip	158.8 KB
	3 - Naïve Bayes/18 - The YouTube Dataset Confusion Matrix.mp4	17.8 MB
	3 - Naïve Bayes/19 - The YouTube Dataset Accuracy Precision Recall and the F1 score.mp4	37.7 MB
	3 - Naïve Bayes/2 - Bayes Theorem.html	0 B
	3 - Naïve Bayes/20 - The YouTube Dataset Changing the Priors.mp4	40.3 MB
	3 - Naïve Bayes/21 - 365-ML-infographic.pdf	13.8 MB
	3 - Naïve Bayes/21 - Exercise-3-solution.ipynb	7.2 KB
	3 - Naïve Bayes/21 - Exercise-3.ipynb	3.8 KB
	3 - Naïve Bayes/21 - Machine-Learning-with-Naive-Bayes-Course-Notes-365-Data-Science.pdf	518.6 KB
	3 - Naïve Bayes/21 - Naïve Bayes Assignment.html	60 B
	3 - Naïve Bayes/3 - The HamorSpam Example.html	0 B
	3 - Naïve Bayes/6 - 365-ML-infographic.pdf	13.8 MB
	3 - Naïve Bayes/6 - Machine-Learning-with-Naive-Bayes-Course-Notes-365-Data-Science.pdf	518.6 KB
	3 - Naïve Bayes/6 - Motivation.mp4	43.4 MB
	3 - Naïve Bayes/7 - Bayes Thought Experiment.mp4	33.7 MB
	3 - Naïve Bayes/8 - Bayes Thought Experiment Assignment.html	90 B
	3 - Naïve Bayes/9 - Bayes Theorem.mp4	65.9 MB
	3 - Naïve Bayes/How can you help GFC.txt	286 B
	4 - KNearest Neighbors/22 - 365-ML-infographic.pdf	13.8 MB
	4 - KNearest Neighbors/22 - Machine-Learning-with-K-Nearest-Neighbors-Course-Notes-365-Data-Science.pdf	448.5 KB
	4 - KNearest Neighbors/22 - Motivation.mp4	24.4 MB
	4 - KNearest Neighbors/23 - Math Prerequisites Distance Metrics.mp4	27.8 MB
	4 - KNearest Neighbors/24 - KNeighborsClassifier-Notebooks.zip	9.5 KB
	4 - KNearest Neighbors/24 - Random Dataset Generating the Dataset.mp4	16.9 MB
	4 - KNearest Neighbors/25 - Random Dataset Visualizing the Dataset.mp4	28.2 MB
	4 - KNearest Neighbors/26 - Random Dataset Classification.mp4	50.6 MB
	4 - KNearest Neighbors/27 - Random Dataset How to Break a Tie.mp4	26.8 MB
	4 - KNearest Neighbors/28 - Random Dataset Decision Regions.mp4	46 MB
	4 - KNearest Neighbors/29 - Random Dataset Choosing the Best Kvalue.mp4	32.6 MB
	4 - KNearest Neighbors/30 - Random Dataset Grid Search.mp4	27.9 MB
	4 - KNearest Neighbors/31 - Random Dataset Model Performance.mp4	21.2 MB
	4 - KNearest Neighbors/32 - KNeighbors Classifier Assignment.html	60 B
	4 - KNearest Neighbors/32 - KNeighborsClassifier-Exercise.zip	7.9 KB
	4 - KNearest Neighbors/33 - KNeighborsRegressor-Notebooks.zip	4.7 KB
	4 - KNearest Neighbors/33 - Theory with a Practical Example.mp4	43.7 MB
	4 - KNearest Neighbors/34 - KNN vs Linear Regression A Linear Problem.mp4	46.7 MB
	4 - KNearest Neighbors/34 - LinearProblem-Notebooks.zip	5.4 KB
	4 - KNearest Neighbors/35 - KNN vs Linear Regression A Nonlinear Problem.mp4	33.1 MB
	4 - KNearest Neighbors/35 - NonLinearProblem-Notebooks.zip	5.8 KB
	4 - KNearest Neighbors/36 - KNeighbors Regressor Assignment.html	60 B
	4 - KNearest Neighbors/36 - KNeighborsRegressor-Exercise.zip	290.7 KB
	4 - KNearest Neighbors/37 - 365-ML-infographic.pdf	13.8 MB
	4 - KNearest Neighbors/37 - Machine-Learning-with-K-Nearest-Neighbors-Course-Notes-365-Data-Science.pdf	448.5 KB
	4 - KNearest Neighbors/37 - Pros and Cons.mp4	55.2 MB
	4 - KNearest Neighbors/4 - Motivation.html	0 B
	4 - KNearest Neighbors/5 - Math Prerequisites Distance Metrics.html	0 B
	5 - Decision Trees and Random Forests/38 - Course-Notes-Decision-Trees-and-Random-Forests.pdf	1006.3 KB
	5 - Decision Trees and Random Forests/38 - What is a Tree in Computer Science.mp4	34.8 MB
	5 - Decision Trees and Random Forests/39 - The Concept of Decision Trees.mp4	31.6 MB
	5 - Decision Trees and Random Forests/40 - Decision Trees in Machine Learning.mp4	47.3 MB
	5 - Decision Trees and Random Forests/41 - Decision Trees Pros and Cons.mp4	69.1 MB
	5 - Decision Trees and Random Forests/42 - Practical Example The Iris Dataset.mp4	21.8 MB
	5 - Decision Trees and Random Forests/43 - 5.6.Creating-a-Decision-Tree.ipynb	10.3 KB
	5 - Decision Trees and Random Forests/43 - Practical Example Creating a Decision Tree.mp4	32.8 MB
	5 - Decision Trees and Random Forests/44 - 5.7.Full-Iris-code.ipynb	246.2 KB
	5 - Decision Trees and Random Forests/44 - Practical Example Plotting the Tree.mp4	43 MB
	5 - Decision Trees and Random Forests/45 - Decision Tree Metrics Intuition Gini Inpurity.mp4	53.2 MB
	5 - Decision Trees and Random Forests/46 - Decision Tree Metrics Information Gain.mp4	26.4 MB
	5 - Decision Trees and Random Forests/47 - Tree Pruning Dealing with Overfitting.mp4	39.4 MB
	5 - Decision Trees and Random Forests/48 - Random Forest as Ensemble Learning.mp4	32 MB
	5 - Decision Trees and Random Forests/49 - Bootstrapping.mp4	29.9 MB
	5 - Decision Trees and Random Forests/50 - From Bootstrapping to Random Forests.mp4	25.9 MB
	5 - Decision Trees and Random Forests/51 - 5.14.Random-Forest-Code-Glass-Dataset.ipynb	12.7 KB
	5 - Decision Trees and Random Forests/51 - Glass-dataset.zip	3.7 KB
	5 - Decision Trees and Random Forests/51 - Random Forest in Code Glass Dataset.mp4	52.8 MB
	5 - Decision Trees and Random Forests/52 - 5.15.Census-Data-Preprocessing.ipynb	69.8 KB
	5 - Decision Trees and Random Forests/52 - Census Data and Income Preprocessing.mp4	59.6 MB
	5 - Decision Trees and Random Forests/52 - Census-Income-Dataset.zip	612.3 KB
	5 - Decision Trees and Random Forests/53 - 5.16.Census-Data-Decision-Tree.ipynb	444.8 KB
	5 - Decision Trees and Random Forests/53 - Training the Decision Tree.mp4	27.3 MB
	5 - Decision Trees and Random Forests/54 - 5.17.Census-Data-Random-Forest.ipynb	75.7 KB
	5 - Decision Trees and Random Forests/54 - Course-Notes-Decision-Trees-and-Random-Forests.pdf	1006.3 KB
	5 - Decision Trees and Random Forests/54 - Training the Random Forest.mp4	27.2 MB
	6 - Support Vector Machines/55 - 365-ML-infographic.pdf	13.8 MB
	6 - Support Vector Machines/55 - Introduction to Support Vector Machines.mp4	62.4 MB
	6 - Support Vector Machines/56 - Linearly separable classes hard margin problem.mp4	59.2 MB
	6 - Support Vector Machines/57 - Nonlinearly separable classes soft margin problem.mp4	49.8 MB
	6 - Support Vector Machines/58 - Kernels Intuition.mp4	77.1 MB

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