Канал: Easy ML

What is PCA? #shorts #youtubeshorts #ytshorts #ml #machinelearning #datascience #ds #statistics

What is PCA? #shorts #youtubeshorts #ytshorts #ml #machinelearning #datascience #ds #statistics

PCA Calculation Part 2 - #shorts #youtubeshorts #ml #data #machinelearning #ai #datascience #ds

PCA Calculation Part 2 - #shorts #youtubeshorts #ml #data #machinelearning #ai #datascience #ds

PCA Calculation Part 1 - #shorts #youtubeshorts #ml #datascience #data #machinelearning #ds

PCA Calculation Part 1 - #shorts #youtubeshorts #ml #datascience #data #machinelearning #ds

Choosing K Part 3 - #shorts #youtubeshorts #ml #cluster #datascience #ds #machinelearning #data

Choosing K Part 3 - #shorts #youtubeshorts #ml #cluster #datascience #ds #machinelearning #data

Choosing K in K Means Part 2 -#shorts #youtubeshorts #ml #cluster #datascience #ds #machinelearning

Choosing K in K Means Part 2 -#shorts #youtubeshorts #ml #cluster #datascience #ds #machinelearning

Choosing K in K Means Part 1 - #shorts #youtubeshorts #ml #cluster #datascience #data #ds

Choosing K in K Means Part 1 - #shorts #youtubeshorts #ml #cluster #datascience #data #ds

Choosing No.of Clusters (WSS Plot Part 2) - #shorts #youtubeshorts #data #ml #cluster

Choosing No.of Clusters (WSS Plot Part 2) - #shorts #youtubeshorts #data #ml #cluster

Choosing No. of Clusters (WSS plot Part 1) - #shorts #youtubeshorts #ml #cluster #data

Choosing No. of Clusters (WSS plot Part 1) - #shorts #youtubeshorts #ml #cluster #data

Cluster Analysis Part 2 - #shorts #youtubeshorts #cluster #ml #machinelearning #datascience #ds

Cluster Analysis Part 2 - #shorts #youtubeshorts #cluster #ml #machinelearning #datascience #ds

Cluster Analysis Part 1 - #ml #youtubeshorts #shorts #datascience #ds #machinelearning #cluster

Cluster Analysis Part 1 - #ml #youtubeshorts #shorts #datascience #ds #machinelearning #cluster

Random Forest Model Part 4 - #shorts #youtubeshorts #ml #datascience #machinelearning #random

Random Forest Model Part 4 - #shorts #youtubeshorts #ml #datascience #machinelearning #random

Random Forest Model Part 3 - #shorts #youtubeshorts #datascience #ml #random #machinelearning

Random Forest Model Part 3 - #shorts #youtubeshorts #datascience #ml #random #machinelearning

Random Forest Modest Part 2 - #shorts #youtubeshorts #ml #datascience #machinelearning #random

Random Forest Modest Part 2 - #shorts #youtubeshorts #ml #datascience #machinelearning #random

Random Forest Model Part 1 - #shorts #ml #datascience #machinelearning #youtubeshorts #random

Random Forest Model Part 1 - #shorts #ml #datascience #machinelearning #youtubeshorts #random

Decision Tree Part 3 - #shorts #youtubeshorts #ml #datascience #statistics #machinelearning

Decision Tree Part 3 - #shorts #youtubeshorts #ml #datascience #statistics #machinelearning

Decision Trees Part 2 - #shorts #youtubeshorts #ml #datascience #statistics #machinelearning

Decision Trees Part 2 - #shorts #youtubeshorts #ml #datascience #statistics #machinelearning

Decision Tree Part 1 #shorts #youtubeshorts #ml #datascience #statistics #machinelearning

Decision Tree Part 1 #shorts #youtubeshorts #ml #datascience #statistics #machinelearning

More Spurious Correlation - Correlation Vs Causation #shorts #youtubeshorts #ml #statistics

More Spurious Correlation - Correlation Vs Causation #shorts #youtubeshorts #ml #statistics

Spurious Correlation - Correlation Vs Causation #shorts #datascience #ml #statistics

Spurious Correlation - Correlation Vs Causation #shorts #datascience #ml #statistics

Regression Vs Correlation #shorts #datascience #ml #machinelearning #statistics #correlation

Regression Vs Correlation #shorts #datascience #ml #machinelearning #statistics #correlation

Correlation DOES NOT IMPLY Causation #shorts #ml #datascience #statistics #machinelearning

Correlation DOES NOT IMPLY Causation #shorts #ml #datascience #statistics #machinelearning

Example of positive correlation #shorts #ml #datascience #machinelearning #statistics

Example of positive correlation #shorts #ml #datascience #machinelearning #statistics

Example of no correlation (uncorrelated variables) #shorts #ml #datascience #statistics

Example of no correlation (uncorrelated variables) #shorts #ml #datascience #statistics

Examples of negative correlation #shorts #ml #machinelearning #statistics #datascience

Examples of negative correlation #shorts #ml #machinelearning #statistics #datascience

Negative Skewness #datascience #machinelearning #shorts #ml #statistics

Negative Skewness #datascience #machinelearning #shorts #ml #statistics

Bell Curve (Symmetrical) #datascience #machinelearning #ml #statistics #shorts

Bell Curve (Symmetrical) #datascience #machinelearning #ml #statistics #shorts

Positive Skewness #datascience #machinelearning #ml #statistics #shorts

Positive Skewness #datascience #machinelearning #ml #statistics #shorts

Regression Models - Variable Selection Part 2 #datascience #machinelearning #ml #statistics #shorts

Regression Models - Variable Selection Part 2 #datascience #machinelearning #ml #statistics #shorts

Regression Models - Variable Selection Part 1 #datascience #machinelearning #ml #statistics #shorts

Regression Models - Variable Selection Part 1 #datascience #machinelearning #ml #statistics #shorts

Visualising Categorical Variables - Bar Graph #datascience #machinelearning #ml #statistics #shorts

Visualising Categorical Variables - Bar Graph #datascience #machinelearning #ml #statistics #shorts

Visualizing Numeric Data - Histograms #datascience #machinelearning #ml #statistics #shorts

Visualizing Numeric Data - Histograms #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 7 - Dimension Reduction(PCA) #datascience #machinelearning #ml #statistics#shorts

ML Use Cases Part 7 - Dimension Reduction(PCA) #datascience #machinelearning #ml #statistics#shorts

ML Use Cases Part 6 - Cluster Analysis #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 6 - Cluster Analysis #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 5 - Unsupervised Learning #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 5 - Unsupervised Learning #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 4 - Classification #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 4 - Classification #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 3 - Regression Models #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 3 - Regression Models #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 2 - Supervised Learning #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 2 - Supervised Learning #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 1 - ML Tree x Data #datascience #machinelearning #ml #statistics #shorts

ML Use Cases Part 1 - ML Tree x Data #datascience #machinelearning #ml #statistics #shorts

importance of data type #datascience #machinelearning #ml #statistics #shorts

importance of data type #datascience #machinelearning #ml #statistics #shorts

Observations Vs Variables #datascience #machinelearning #ml #statistics #shorts

Observations Vs Variables #datascience #machinelearning #ml #statistics #shorts

applications of machine learning - prediction #datascience #machinelearning #ml #statistics #shorts

applications of machine learning - prediction #datascience #machinelearning #ml #statistics #shorts

3D - Data Driver Decisions #datascience #machinelearning #ml #statistics #shorts

3D - Data Driver Decisions #datascience #machinelearning #ml #statistics #shorts

positive correlation #datascience #machinelearning #ml #statistics #shorts

positive correlation #datascience #machinelearning #ml #statistics #shorts

uncorrelated variables #statistics #datascience #ml #machinelearning #shorts

uncorrelated variables #statistics #datascience #ml #machinelearning #shorts

negative correlation #datascience #statistics #machinelearning #ml #shorts

negative correlation #datascience #statistics #machinelearning #ml #shorts

what is zscore ? #datascience #machinelearning #ml #shorts

what is zscore ? #datascience #machinelearning #ml #shorts

Introduction to Iris Data

Introduction to Iris Data

Data Normalization using Z-Score technique

Data Normalization using Z-Score technique

Data Visualization

Data Visualization

Introduction to R Studio - Part 1

Introduction to R Studio - Part 1

Introduction to R Studio - Part 2

Introduction to R Studio - Part 2

Introduction to Supervised Learning

Introduction to Supervised Learning

Introduction to Correlation Coefficients

Introduction to Correlation Coefficients

Introduction to Correlation Matrix

Introduction to Correlation Matrix

Evaluating accuracy of Regression Models

Evaluating accuracy of Regression Models

Evaluating efficiency of Regression Models

Evaluating efficiency of Regression Models

Building Regression Models

Building Regression Models

Regression Models - Step 2 : Splitting Data

Regression Models - Step 2 : Splitting Data

Regression Models - Introduction to Correlation

Regression Models - Introduction to Correlation

Regression Models - Step 1 : Variable Selection (Part 1)

Regression Models - Step 1 : Variable Selection (Part 1)

Regression Models - Step 1 : Variable Selection (Part 2)

Regression Models - Step 1 : Variable Selection (Part 2)

Spurious Correlations - Why we need Regression Models ?

Spurious Correlations - Why we need Regression Models ?

Introduction to types of Correlation

Introduction to types of Correlation

Building Random Forest Models

Building Random Forest Models

Evaluating Random Forest Models

Evaluating Random Forest Models

Introduction to Random Forest Models - Understanding Decision Trees (Part 1)

Introduction to Random Forest Models - Understanding Decision Trees (Part 1)

Random Forest Model - Iris Data

Random Forest Model - Iris Data

Understanding Decision Trees (Part 2)

Understanding Decision Trees (Part 2)

Introduction to Unsupervised Learning

Introduction to Unsupervised Learning

Evaluating K-Means Cluster Analysis

Evaluating K-Means Cluster Analysis

Introduction to Cluster Analysis

Introduction to Cluster Analysis

Introduction to K-means - Choosing number of clusters

Introduction to K-means - Choosing number of clusters

K-Means Clustering - Iterations

K-Means Clustering - Iterations

Evaluating Principal Component Analysis (PCA) - Part 1

Evaluating Principal Component Analysis (PCA) - Part 1

Evaluating Principal Component Analysis (PCA) - Part 2

Evaluating Principal Component Analysis (PCA) - Part 2

Introduction to Principal Component Analysis (PCA)

Introduction to Principal Component Analysis (PCA)

Principal Component Analysis (PCA) Model Building

Principal Component Analysis (PCA) Model Building

Random Forest Model in R

Random Forest Model in R

Regression Model in R

Regression Model in R

K-Means Cluster Analysis in R

K-Means Cluster Analysis in R

Cluster Analysis Summary

Cluster Analysis Summary

Random Forest Model Summary

Random Forest Model Summary

Regression Model Summary

Regression Model Summary

Principal Component Analysis (PCA) in R

Principal Component Analysis (PCA) in R

Principal Component Analysis (PCA) Summary

Principal Component Analysis (PCA) Summary

Data Summarization - Recap

Data Summarization - Recap

Data Summarization - Inter-Quartile Range (IQR)

Data Summarization - Inter-Quartile Range (IQR)

Data Summarization - Standard Deviation

Data Summarization - Standard Deviation

Data Summarization - Types of Central Tendencies

Data Summarization - Types of Central Tendencies

Introduction to Exploratory Data Analysis (EDA)

Introduction to Exploratory Data Analysis (EDA)

Introduction sample data and Machine Learning (ML) use cases

Introduction sample data and Machine Learning (ML) use cases

Welcome to Easy ML - Introduction to course structure

Welcome to Easy ML - Introduction to course structure

Exploratory Data Analysis (EDA) in R

Exploratory Data Analysis (EDA) in R