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[ DevCourseWeb com ] Udemy - Machine Learning Fundamentals
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01 - Introduction
001 Introduction.mp4
001 Introduction_en.vtt
002 Course Content.mp4
002 Course Content_en.vtt
003 What is Machine Learning_.mp4
003 What is Machine Learning__en.vtt
004 Real Life Examples.mp4
004 Real Life Examples_en.vtt
005 AI vs ML vs DL.mp4
005 AI vs ML vs DL_en.vtt
006 Diagrammatic Representation.mp4
006 Diagrammatic Representation_en.vtt
02 - Machine Learning Algorithms
001 Classification Of Algorithms In Machine Learning.mp4
001 Classification Of Algorithms In Machine Learning_en.vtt
002 Supervised Machine Learning.mp4
002 Supervised Machine Learning_en.vtt
003 Working Of Supervised Machine Learning.mp4
003 Working Of Supervised Machine Learning_en.vtt
004 Advantages.mp4
004 Advantages_en.vtt
005 Disadvantages.mp4
005 Disadvantages_en.vtt
006 Unsupervised Machine Learning.mp4
006 Unsupervised Machine Learning_en.vtt
007 Working Of Unsupervised Machine Learning.mp4
007 Working Of Unsupervised Machine Learning_en.vtt
008 Advantages.mp4
008 Advantages_en.vtt
009 Disadvantages.mp4
009 Disadvantages_en.vtt
010 Supervised vs Unsupervised Machine Learning.mp4
010 Supervised vs Unsupervised Machine Learning_en.vtt
03 - Learning And Opportunities
001 Python Libraries.mp4
001 Python Libraries_en.vtt
002 Jobs In The Domain.mp4
002 Jobs In The Domain_en.vtt
003 Salaries In The Domain.mp4
003 Salaries In The Domain_en.vtt
004 Certifications.mp4
004 Certifications_en.vtt
04 - Basics Of Algorithms
001 Introduction.mp4
001 Introduction_en.vtt
002 Categorization.mp4
002 Categorization_en.vtt
003 Classification And Regression Algorithms.mp4
003 Classification And Regression Algorithms_en.vtt
05 - Classification
001 Introduction.mp4
001 Introduction_en.vtt
002 Classification.mp4
002 Classification_en.vtt
003 Classifier.mp4
003 Classifier_en.vtt
004 Types Of Learners.mp4
004 Types Of Learners_en.vtt
005 Uses Of Classification.mp4
005 Uses Of Classification_en.vtt
006 Evaluation Of Classification Model.mp4
006 Evaluation Of Classification Model_en.vtt
007 Confusion Matrix.mp4
007 Confusion Matrix_en.vtt
06 - Regression
001 Introduction.mp4
001 Introduction_en.vtt
002 Terms.mp4
002 Terms_en.vtt
003 Classification Vs Regression.mp4
003 Classification Vs Regression_en.vtt
07 - Clustering
001 Introduction.mp4
001 Introduction_en.vtt
002 Types Of Clustering.mp4
002 Types Of Clustering_en.vtt
08 - Association
001 Association Rule Learning.mp4
001 Association Rule Learning_en.vtt
002 Market Basket Analysis.mp4
002 Market Basket Analysis_en.vtt
09 - Python Libraries
001 Introduction.mp4
001 Introduction_en.vtt
002 Libararies.mp4
002 Libararies_en.vtt
10 - Numpy
001 Introduction.mp4
001 Introduction_en.vtt
002 ND Array.mp4
002 ND Array_en.vtt
003 Examples.mp4
003 Examples_en.vtt
004 Array Attributes.mp4
004 Array Attributes_en.vtt
11 - Pandas
001 Introduction.mp4
001 Introduction_en.vtt
002 DataFrames.mp4
002 DataFrames_en.vtt
003 Functionalities Of Dataframe.mp4
003 Functionalities Of Dataframe_en.vtt
12 - Matplotlib
001 Introduction.mp4
001 Introduction_en.vtt
002 Matplotlib.pyplot.mp4
002 Matplotlib.pyplot_en.vtt
13 - Seaborn
001 Introduction.mp4
001 Introduction_en.vtt
002 Types Of Plots 1.mp4
002 Types Of Plots 1_en.vtt
003 Types Of Plots 2.mp4
003 Types Of Plots 2_en.vtt
14 - Scikit Learn
001 Introduction.mp4
001 Introduction_en.vtt
15 - Types Of Algorithms
001 Introduction.mp4
001 Introduction_en.vtt
002 List Of Regression Algorithms.mp4
002 List Of Regression Algorithms_en.vtt
003 List Of Classification Algorithms.mp4
003 List Of Classification Algorithms_en.vtt
16 - Algorithms In Regression
001 Introduction.mp4
001 Introduction_en.vtt
002 Simple Linear Regression.mp4
002 Simple Linear Regression_en.vtt
003 Explanation.mp4
003 Explanation_en.vtt
004 Multiple Linear Regression.mp4
004 Multiple Linear Regression_en.vtt
005 Explanation.mp4
005 Explanation_en.vtt
006 Polynomial Regression.mp4
006 Polynomial Regression_en.vtt
007 Explanation.mp4
007 Explanation_en.vtt
17 - Algorithms In Classification
001 Introduction.mp4
001 Introduction_en.vtt
002 Logistic Regression.mp4
002 Logistic Regression_en.vtt
003 Explanation.mp4
003 Explanation_en.vtt
004 Linear Vs Logistic Regression.mp4
004 Linear Vs Logistic Regression_en.vtt
005 KNN Algorithm.mp4
005 KNN Algorithm_en.vtt
006 Explanation.mp4
006 Explanation_en.vtt
007 SVM.mp4
007 SVM_en.vtt
008 Explanation.mp4
008 Explanation_en.vtt
009 Naive Bayes Classifier.mp4
009 Naive Bayes Classifier_en.vtt
010 Explanation.mp4
010 Explanation_en.vtt
011 Decision Tree.mp4
011 Decision Tree_en.vtt
012 Explanation.mp4
012 Explanation_en.vtt
013 Random Forest.mp4
013 Random Forest_en.vtt
014 Explanation.mp4
014 Explanation_en.vtt
18 - Algorithms In Clustering
001 Introduction.mp4
001 Introduction_en.vtt
002 K-means Clustering.mp4
002 K-means Clustering_en.vtt
003 Explanation.mp4
003 Explanation_en.vtt
19 - Algorithms In Association
001 Association Rule Learning.mp4
001 Association Rule Learning_en.vtt
002 Apriori Algorithm.mp4
002 Apriori Algorithm_en.vtt
003 Explanation.mp4
003 Explanation_en.vtt
20 - Fundamentals Completition
001 Congrats_.mp4
001 Congrats__en.vtt
21 - Final Milestone_
001 Hands on Project.mp4
001 Hands on Project_en.vtt
002 Congrats_.mp4
002 Congrats__en.vtt
Bonus Resources.txt
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