×
Create CV Books Summaries Online Courses Blog Communities

Login

Sign up
MindLuster Logo
Categories
Recent

Machine Learning From beginner

Programming

Register in this Course

Introduction

Introduction Part II

Introduction Pt III

Prerequisites

Machine Learning in the Google Self Driving Car

Quiz Intro to Machine Learning

Solution Intro to Machine Learning

Supervised Classification Example Quiz Intro to Machine Learning

Supervised Classification Example Intro to Machine Learning

Features and Labels Musical Example

Features Visualization Quiz Intro to Machine Learning

Features Visualization Solution Intro to Machine Learning

Classification By Eye Quiz Intro to Machine Learning

Classification By Eye Solution Intro to Machine Learning

Intro To Stanley Terrain Classification

Speed Scatterplot Grade and Bumpiness Intro to Machine Learning

Speed Scatterplot Grade and Bumpiness Intro to Machine Learning

Speed Scatterplot 2 Intro to Machine Learning

Speed Scatterplot 2 Intro to Machine Learning

Speed Scatterplot 3 Intro to Machine Learning

Speed Scatterplot 3 Intro to Machine Learning

Scatterplots to Predictions Intro to Machine Learning

Scatterplots to Predictions Intro to Machine Learning

Scatterplots to Predictions 2 Intro to Machine Learning

Scatterplots to Predictions 2 Intro to Machine Learning

Scatterplots to Decision Surface Intro to Machine Learning

Scatterplot to Decision Surface Intro to Machine Learning

Good Linear Decision Surface Intro to Machine Learning

Good Linear Decision Surface Intro to Machine Learning

Transition to Using Naive Bayes

NB Decision Boundary in Python

Getting Started With sklearn

Gaussian NB Example

GaussianNB Deployment on Terrain Data Intro to Machine Learning

Gaussian Deployment Solution Intro to Machine Learning

Accuracy of Naive Bayes Intro to Machine Learning

Accuracy of Naive Bayes Intro to Machine Learning

Training and Testing Data

Unpacking NB Using Bayes Rule

Bayes Rule

Cancer Test Intro to Machine Learning

Cancer Test Solution Intro to Machine Learning

Prior and Posterior Intro to Machine Learning

Prior and Posterior Solution Intro to Machine Learning

Normalizing 1 Intro to Machine Learning

Normalizing 1 Solution Intro to Machine Learning

Normalizing 2 Intro to Machine Learning

Normalizing 2 Solution Intro to Machine Learning

Normalizing 3 Intro to Machine Learning

Normalizing 3 Solution Intro to Machine Learning

Total Probability Intro to Machine Learning

Total Probability Solution Intro to Machine Learning

Bayes Rule Diagram

Bayes Rule for Classification Intro to Machine Learning

Bayes Rule for Classification Intro to Machine Learning

Chris or Sara Intro to Machine Learning

sol Chris or Sara Intro to Machine Learning

Posterior Probabilities Intro to Machine Learning

Posterior Probabilities Intro to Machine Learning

Bayesian Probabilities On Your Own Intro to Machine Learning

Bayesian Probabilities On Your Own Intro to Machine Learning

Why Is Naive Bayes Naive Intro to Machine Learning

Why Is Naive Bayes Naive Intro to Machine Learning

Naive Bayes Strengths and Weaknesses

Congrats on Learning Naive Bayes

Naive Bayes Mini Project Video

Welcome to SVM

Separating Line Intro to Machine Learning

Separating Line Intro to Machine Learning

Choosing Between Separating Lines Intro to Machine Learning

Choosing Between Separating Lines Intro to Machine Learning

What Makes A Good Separating Line Intro to Machine Learning

What Makes a Good Separating Line Intro to Machine Learning

Practice With Margins Intro to Machine Learning

Practice With Margins Intro to Machine Learning

SVMs and Tricky Data Distributions Intro to Machine Learning

SVMs and Tricky Data Distributions Intro to Machine Learning

SVM Response to Outliers Intro to Machine Learning

SVM Response to Outliers Intro to Machine Learning

SVM Outlier Practice Intro to Machine Learning

SVM Outlier Practice Intro to Machine Learning

Handoff to Katie

SVM in SKlearn

SVM Decision Boundary

sklearn SVM Documentation Intro to Machine Learning

Coding Up the SVM Intro to Machine Learning

Nonlinear SVMs

Nonlinear Data Intro to Machine Learning

Nonlinear Data Intro to Machine Learning

A New Feature Intro to Machine Learning

A New Feature Intro to Machine Learning

Visualizing the New Feature

Separating with the New Feature Intro to Machine Learning

Separating with the New Feature Intro to Machine Learning

Practice Making a New Feature Intro to Machine Learning

Practice Making a New Feature Intro to Machine Learning

Kernel Trick

Playing Around with Kernel Choices Intro to Machine Learning

Playing Around with Kernel Choices Intro to Machine Learning

Kernel and Gamma Intro to Machine Learning

Kernel and Gamma Intro to Machine Learning

SVM C Parameter Intro to Machine Learning

SVM C Parameter Intro to Machine Learning

SVM Gamma Parameter

Overfitting Intro to Machine Learning

Overfitting Intro to Machine Learning

SVM Strengths and Weaknesses

SVM Mini Project Video

Welcome To Decision Trees

Linearly Separable Data Intro to Machine Learning

Linearly Separable Data Intro to Machine Learning

Multiple Linear Questions Intro to Machine Learning

Multiple Linear Questions Intro to Machine Learning

Constructing a Decision Tree First Split Intro to Machine Learning

Constructing a Decision Tree First Split Intro to Machine Learning

Constructing a Decision Tree 2nd Split Intro to Machine Learning

Constructing a Decision Tree 2nd Split Intro to Machine Learning

Class Labels After Second Split Intro to Machine Learning

Labels After Second Split Intro to Machine Learning

Constructing A Decision Tree Third Split Intro to Machine Learning

Constructing A Decision Tree Third Split Intro to Machine Learning

Coding A Decision Tree Intro to Machine Learning

Coding A Decision Tree Intro to Machine Learning

Decision Tree Accuracy Intro to Machine Learning

Decision Tree Accuracy Intro to Machine Learning

Decision Tree Parameters Intro to Machine Learning

Decision Tree Parameters Intro to Machine Learning

Min Samples Split Intro to Machine Learning

Min Samples Split Intro to Machine Learning

Decision Tree Accuracy Intro to Machine Learning

Decision Tree Accuracy Intro to Machine Learning

Data Impurity and Entropy

Minimizing Impurity in Splitting Intro to Machine Learning

Minimizing Impurity in Splitting Intro to Machine Learning

Formula of Entropy

Entropy Calculation Part 1 Intro to Machine Learning

Entropy Calculation Part 1 Intro to Machine Learning

Entropy Calculation Part 2 Intro to Machine Learning

Entropy Calculation Part 2 Intro to Machine Learning

Entropy Calculation Part 3 Intro to Machine Learning

Entropy Calculation Part 3 Intro to Machine Learning

Entropy Calculation Part 4 Intro to Machine Learning

Entropy Calculation Part 4 Intro to Machine Learning

Entropy Calculation Part 5 Intro to Machine Learning

Entropy Calculation Part 5 Intro to Machine Learning

Information Gain

Information Gain Calculation Part 1 Intro to Machine Learning

Information Gain Calculation Part 1 Intro to Machine Learning

Information Gain Calculation Part 2 Intro to Machine Learning

Information Gain Calculation Part 2 Intro to Machine Learning

Information Gain Calculation Part 3 Intro to Machine Learning

Information Gain Calculation Part 3 Intro to Machine Learning

Information Gain Calculation Part 4 Intro to Machine Learning

Information Gain Calculation Part 4 Intro to Machine Learning

Information Gain Calculation Part 5 Intro to Machine Learning

Information Gain Calculation Part 5 Intro to Machine Learning

Information Gain Calculation Part 6 Intro to Machine Learning

Information Gain Calculation Part 6 Intro to Machine Learning

Information Gain Calculation Part 7 Intro to Machine Learning

Information Gain Part 7 Solution Intro to Machine Learning

Information Gain Calculation Part 8 Intro to Machine Learning

Information Gain Part 8 Solution Intro to Machine Learning

Information Gain Calculation Part 9 Intro to Machine Learning

Information Gain Calculation Part 9 Intro to Machine Learning

Information Gain Calculation Part 10 Intro to Machine Learning

Information Gain Calculation Part 10 Intro to Machine Learning

Tuning Criterion Parameter

Bias Variance Dilemma

DT Strengths and Weaknesses

Decision Tree Mini Project Video

Choose Your own Algorithm

Choose Your Own Adventure

Algorithm Options

Investigation Process

How Does Your Algorithm Compare

L4 Mini Project

Welcome to the end of the lesson

Introduction

What Is A POI

Accuracy vs Training Set Size

Downloading Enron Data

Types of Data Quiz 1 Intro to Machine Learning

Types of Data Quiz 1 Intro to Machine Learning

Types of Data Quiz 2 Intro to Machine Learning

Types of Data Quiz 2 Intro to Machine Learning

Types of Data Quiz 3 Intro to Machine Learning

Types of Data Quiz 3 Intro to Machine Learning

Types of Data Quiz 4 Intro to Machine Learning

Types of Data Quiz 4 Intro to Machine Learning

Video Title

Types of Data Quiz 5 Intro to Machine Learning

Types of Data Quiz 6 Intro to Machine Learning

Types of Data Quiz 6 Intro to Machine Learning

Enron Dataset Mini Project Video

Continuous Output Quiz Intro to Machine Learning

Continuous Output Quiz Intro to Machine Learning

Continuous Quiz Intro to Machine Learning

Continuous Quiz Solution Intro to Machine Learning

Age Continuous or Discrete Intro to Machine Learning

sol age is continuous Intro to Machine Learning

Weather Continuous or Discrete Intro to Machine Learning

sol weather is discrete Intro to Machine Learning

Email Author Continuous Or Discrete Intro to Machine Learning

Email Author Cont or Discrete Solution Intro to Machine Learning

Phone Number Continuous or Discrete Intro to Machine Learning

Phone Number Solution Intro to Machine Learning

Income Continuous or Discrete Intro to Machine Learning

sol income is continuous Intro to Machine Learning

Continuous Feature Quiz Intro to Machine Learning

Continuous Feature Quiz Intro to Machine Learning

Supervised Learning w Continuous Output Intro to Machine Learning

Supervised Learning w Continuous Output Intro to Machine Learning

Equation of the Regression Line Intro to Machine Learning

Equation of the Regression Line Intro to Machine Learning

Slope and Intercept

Slope Quiz Intro to Machine Learning

Slope Quiz Intro to Machine Learning

Intercept Quiz Intro to Machine Learning

Intercept Quiz Intro to Machine Learning

Predictions Using Regression Intro to Machine Learning

Predictions Using Regression Intro to Machine Learning

Adding An Intercept Intro to Machine Learning

Adding An Intercept Intro to Machine Learning

Handoff to Katie

Coding It Up

Age Net Worth Quiz Intro to Machine Learning

Age Net Worth Solution Intro to Machine Learning

Extracting Information from sklearn

Extracting Score Data from sklearn

Linear Regression Errors

Error Quiz Intro to Machine Learning

Error Quiz Intro to Machine Learning

Errors and Fit Quality Intro to Machine Learning

Errors and Fit Quality Intro to Machine Learning

Minimizing Sum of Squared Errors

Algorithms for Minimizing Squared Errors

Why Minimize SSE Intro to Machine Learning

Why Minimize SSE Intro to Machine Learning

Problem with Minimizing Absolute Errors

Evaluating Regression by Eye Intro to Machine Learning

Evaluating Regression by Eye Intro to Machine Learning

Problem with SSE Intro to Machine Learning

Problem with SSE Intro to Machine Learning

R Squared Metric for Regression

R Squared in SKlearn

Visualizing Regression

What Data Is Good For Linear Regression Intro to Machine Learning

What Data Is Good For Linear Regression Intro to Machine Learning

Comparing Classification and Regression

Multi variate Regression Quiz Intro to Machine Learning

Multi variate Regression Quiz Intro to Machine Learning

Outliers in Regression Quiz Intro to Machine Learning

03 s Intro to Machine Learning

Regression Mini Project Video

Outliers in Regression Quiz Intro to Machine Learning

Outliers in Regression Solution Intro to Machine Learning

What Causes Outliers Quiz Intro to Machine Learning

What Causes Outliers Solution Intro to Machine Learning

Outlier Selection Quiz Intro to Machine Learning

Outlier Selection Solution Intro to Machine Learning

Outlier Detection Removal Algorithm

Outlier Detection Using Residuals Quiz Intro to Machine Learning

Outlier Detection Solution Intro to Machine Learning

Effect of Outlier Removal on Regression Intro to Machine Learning

Effect of Outlier Removal Solution Intro to Machine Learning

Summary of Outlier Removal Strategy

Outliers Mini Project Video

Unsupervised Learning

Clustering Movies

How Many Clusters Intro to Machine Learning

How Many Clusters Intro to Machine Learning

Match Points with Clusters Intro to Machine Learning

Match Points with Clusters Intro to Machine Learning

Optimizing Centers Rubber Bands Intro to Machine Learning

Optimizing Centers Quiz Intro to Machine Learning

Moving Centers 2 Intro to Machine Learning

Moving Centers 2 Intro to Machine Learning

Match Points again Intro to Machine Learning

Match Points again Intro to Machine Learning

Handoff to Katie

K Means Clustering Visualization Intro to Machine Learning

K Means Clustering Visualization Intro to Machine Learning

K Means Clustering Visualization 2

K Means Clustering Visualization 3

Sklearn

Some challenges of k means

Limitations of K Means Quiz Intro to Machine Learning

Limitations of K Means Solution Intro to Machine Learning

Counterintuitive Clusters Intro to Machine Learning

Counterintuitive Clusters Solution Intro to Machine Learning

Counterintuitive Clusters Intro to Machine Learning

Counterintuitive Clusters Intro to Machine Learning

Clustering Mini Project Video

Chris Shirt Size Intuition Intro to Machine Learning

Chris Shirt Size Solution Intro to Machine Learning

Quiz Intro to Machine Learning

Solution Intro to Machine Learning

Quiz Intro to Machine Learning

Solution Intro to Machine Learning

Quiz Intro to Machine Learning

Solution Intro to Machine Learning

Quiz Intro to Machine Learning

Solution Intro to Machine Learning

Comparing Features with Different Scales

Feature Scaling Formula Quiz 1 Intro to Machine Learning

Feature Scaling Formula Solution Intro to Machine Learning

Feature Scaling Formula Quiz 2 Intro to Machine Learning

Feature Scale Formula Solution 2 Intro to Machine Learning

Feature Scaling Formula Quiz 3 Intro to Machine Learning

Feature Scaling Formula Quiz 3 Solution Intro to Machine Learning

Min Max Rescaler Coding Quiz Intro to Machine Learning

Min Max Rescaler Solution Intro to Machine Learning

Min Max Scaler in sklearn

Quiz on Algorithms Requiring Rescaling Intro to Machine Learning

Algorithms Requiring Rescaling Solution Intro to Machine Learning

Feature Scaling Mini Project Video

Dimensions when Learning From Text Intro to Machine Learning

Text Dimensions Solution Intro to Machine Learning

Bag of Words Intro to Machine Learning

Solution to Bag of Words Quiz Intro to Machine Learning

A Very Nice Day Intro to Machine Learning

A Very Nice Solution Intro to Machine Learning

Mr Day Loves a Nice Day Intro to Machine Learning

Mr Day Loves a Nice Day Solution Intro to Machine Learning

Properties of a Bag of Words Intro to Machine Learning

Properties of a Bag of Words Solution Intro to Machine Learning

Bag of Words in Sklearn

Not All Words Are Equal Intro to Machine Learning

Low Info Words Solution Intro to Machine Learning

Stopwords Intro to Machine Learning

Stopwords Quiz Solution Intro to Machine Learning

Stopwords in NLTK Intro to Machine Learning

NLTK Stopwords Solution Intro to Machine Learning

Stemming to Consolidate Vocabulary

Stemming with NLTK

Order of Operations in Text Processing Intro to Machine Learning

Order of Operations in Text Processing Intro to Machine Learning

Weighting by Term Frequency Intro to Machine Learning

Term Frequency Quiz Solution Intro to Machine Learning

Why Upweight Rare Words

Text Learning Mini Project Video

Why Feature Selection

A New Enron Feature

New Enron Feature Quiz Intro to Machine Learning

New Enron Feature Solution Intro to Machine Learning

Visualizing Your New Feature Intro to Machine Learning

Visualizing New Feature Solution Intro to Machine Learning

Beware of Feature Bugs

Getting Rid of Features Intro to Machine Learning

Getting Rid of Features Solution Intro to Machine Learning

Features Information

Feature Selection in TfIdf Vectorizer Intro to Machine Learning

TfIdf Feature Selection Solution Intro to Machine Learning

Bias Variance Dilemma Quiz Intro to Machine Learning

Bias Variance Dilemma Solution Intro to Machine Learning

Bias

Bias Variance and Features Quiz Solution Intro to Machine Learning

Overfitting by Eye

Balancing Error with Number of Features

Regularization

Lasso Regression

Lasso Code Quiz Intro to Machine Learning

Lasso Code Solution Intro to Machine Learning

Lasso Prediction with sklearn Quiz Intro to Machine Learning

Lasso Prediction with sklearn Solution Intro to Machine Learning

Lasso Coefficients Quiz Intro to Machine Learning

Lasso Coefficients Solution Intro to Machine Learning

Using Lasso in sklearn Quiz Intro to Machine Learning

Using Lasso in sklearn Solution Intro to Machine Learning

Feature Selection Mini Project Video

Data Dimensionality Intro to Machine Learning

Data Dimensionality Intro to Machine Learning

Trickier Data Dimensionality Intro to Machine Learning

Trickier Dimensionality Intro to Machine Learning

One Dimensional

One Dimensional

Slightly Less Perfect Data Intro to Machine Learning

Slightly Less Perfect Data Intro to Machine Learning

Trickiest Data Dimensionality Intro to Machine Learning

Trickiest Data Dimensionality Intro to Machine Learning

PCA for Data Transformation

Center of a New Coordinate System Intro to Machine Learning

Center of a New Coordinate System Intro to Machine Learning

Principal Axis of New Coordinate System Intro to Machine Learning

Principal Axis of New Coordinate System Intro to Machine Learning

Second Principal Component of New System Intro to Machine Learning

Second Principal Component of New System Intro to Machine Learning

Practice Finding Centers Intro to Machine Learning

Practice Finding Centers Intro to Machine Learning

Practice Finding New Axes Intro to Machine Learning

Practice Finding New Axes Intro to Machine Learning

Which Data is Ready for PCA Intro to Machine Learning

Which Data is Good for PCA Intro to Machine Learning

When Does an Axis Dominate Intro to Machine Learning

When Does an Axis Dominate Intro to Machine Learning

Latent Features Intro to Machine Learning

Latent Features Intro to Machine Learning

From Four Features to Two Intro to Machine Learning

From Four Features to Two Intro to Machine Learning

Compression While Preserving Information Intro to Machine Learning

Compression While Preserving Information Intro to Machine Learning

Composite Features Intro to Machine Learning

Composite Features Intro to Machine Learning

Maximal Variance Intro to Machine Learning

Maximal Variance Intro to Machine Learning

Advantages of Maximal Variance Intro to Machine Learning

Advantages of Maximal Variance Intro to Machine Learning

Maximal Variance and Information Loss Intro to Machine Learning

Maximal Variance and Information Loss Intro to Machine Learning

Info Loss and Principal Components

Neighborhood Composite Feature Intro to Machine Learning

PCA for Feature Transformation

Maximum Number of PCs Quiz Intro to Machine Learning

Maximum Number of PCs Quiz Intro to Machine Learning

Review Definition of PCA

PCA on the Enron Finance Data Intro to Machine Learning

PCA on Enron finance data Intro to Machine Learning

PCA in sklearn

When to Use PCA

PCA for Facial Recognition Intro to Machine Learning

PCA for Facial Recognition Intro to Machine Learning

Eigenfaces Code

PCA Mini Project Intro

Selecting Principal Components Quiz Intro to Machine Learning

Selecting Principal Components Solution Intro to Machine Learning

Cross Validation for Fun and Profit

Benefits of Testing Intro to Machine Learning

Benefits of Testing Intro to Machine Learning

Train Test Split in sklearn Intro to Machine Learning

Where to use training vs testing data Intro to Machine Learning

PCA Training vs Testing Solution Intro to Machine Learning

Where to use training vs testing data 2 Intro to Machine Learning

Where to use training vs testing data 3 Intro to Machine Learning

Where to use training vs testing data 3 Intro to Machine Learning

Where to use training vs testing data 3 Intro to Machine Learning

Where to use training vs testing data 4 Intro to Machine Learning

Where to use training vs testing data 4 Intro to Machine Learning

K Fold Cross Validation Intro to Machine Learning

K Fold Cross Validation Intro to Machine Learning

K Fold CV in sklearn

Practical Advice for K Fold in sklearn

Cross Validation for Parameter Tuning

On to the Validation Mini Project

Validation Mini Project Video

Welcome to Evaluation Metrics Lesson

Accuracy Review

Shortcomings of Accuracy Intro to Machine Learning

Shortcomings of Accuracy Solution Intro to Machine Learning

Picking the Most Suitable Metric

Confusion Matrices Intro to Machine Learning

Confusion Matrices Intro to Machine Learning

Confusion Matrix Practice Intro to Machine Learning

Confusion Matrix Practice 1 Intro to Machine Learning

Confusion Matrix Practice 2 Intro to Machine Learning

Confusion Matrix Practice 2 Intro to Machine Learning

Filling in a Confusion Matrix Intro to Machine Learning

Filling in a Confusion Matrix Intro to Machine Learning

Confusion Matrix False Alarms Intro to Machine Learning

Confusion Matrix False Alarms Intro to Machine Learning

Decision Tree Confusion Matrix Intro to Machine Learning

Decision Tree Confusion Matrix Intro to Machine Learning

Confusion Matrix for Eigenfaces Intro to Machine Learning

Confusion Matrix for Eigenfaces Intro to Machine Learning

How Many Schroeders Intro to Machine Learning

How Many Schroeders Intro to Machine Learning

How Many Schroeder Predictions Intro to Machine Learning

How Many Schroeder Predictions Intro to Machine Learning

Classifying Chavez Correctly 1 Intro to Machine Learning

Classifying Chavez Correctly 1 Intro to Machine Learning

Classifying Chavez Correctly 2 Intro to Machine Learning

Classifying Chavez Correctly 2 Intro to Machine Learning

Precision and Recall

Powell Precision and Recall Intro to Machine Learning

Powell Precision and Recall Intro to Machine Learning

Bush Precision and Recall Intro to Machine Learning

Bush Precision and Recall Intro to Machine Learning

True Positives in Eigenfaces Intro to Machine Learning

True Positives in EigenFaces Intro to Machine Learning

False Positives in Eigenfaces Intro to Machine Learning

False Positives in Eigenfaces Intro to Machine Learning

False Negatives in Eigenfaces Intro to Machine Learning

False Negatives in Eigenfaces Intro to Machine Learning

Practicing TP

Practicing TP

Equation for Precision Intro to Machine Learning

Equation for Precision Intro to Machine Learning

Equation for Recall Intro to Machine Learning

Equation for Recall Intro to Machine Learning

Welcome to the End of Evaluation Lesson Intro to Machine Learning

Evaluation Mini Project Video Intro to Machine Learning

Introduction

Summary

End of Content

Outro

We Appreciate Your Feedback

Be the First One Review This Course

Excellent
0 Reviews
Good
0 Reviews
medium
0 Reviews
Acceptable
0 Reviews
Not Good
0 Reviews
0
0 Reviews

Another Programming Courses

React Projects Workshops
33 Lessons

React Projects Workshops

Node js back end JavaScript
34 Lessons

Node js back end JavaScript

Python programming language
15 Lessons

Python programming language

Social Network Theme UI With Sass
4 Lessons

Social Network Theme UI With Sass

Full Stack React Django
7 Lessons

Full Stack React Django

Build a Node js App With Sequelize
3 Lessons

Build a Node js App With Sequelize

GraphQL With React Apollo
4 Lessons

GraphQL With React Apollo

Node js REST API With Restify Mongoose JWT
2 Lessons

Node js REST API With Restify Mongoose JWT

Show More Course for Programming

machine learning, in artificial intelligence (a subject within computer science), discipline concerned with the implementation of computer software that can .

Trends
Recent
Web Design Using HTML CSS