Канал: Math4IQB

Dessert with Experts: Data Science and Machine Learning at ETSU: (With special guest ChatGPT)

Dessert with Experts: Data Science and Machine Learning at ETSU: (With special guest ChatGPT)

COVID-19 Fall 2021: A "2020" Style Epidemic Targeting the Under 30

COVID-19 Fall 2021: A "2020" Style Epidemic Targeting the Under 30

Logistic Regression and Odds

Logistic Regression and Odds

Decision and Other Trees

Decision and Other Trees

Decision Tree Classifiers

Decision Tree Classifiers

Conditional Probability, Information, Entropy

Conditional Probability, Information, Entropy

Predictive Modeling

Predictive Modeling

Supervised Learning

Supervised Learning

Complex Networks as "Big Data"

Complex Networks as "Big Data"

Complex is not Random

Complex is not Random

Complexity and Big Data

Complexity and Big Data

Simple Examples of User Preference

Simple Examples of User Preference

BasicProbability

BasicProbability

Course Structure: Analytics and Predictive Modeling

Course Structure: Analytics and Predictive Modeling

Big Data Revisited

Big Data Revisited

Boosting

Boosting

Random Forests

Random Forests

Loss Functions

Loss Functions

Rattle Logistic and Support Vector Machine

Rattle Logistic and Support Vector Machine

Softmax and Maximum Entropy

Softmax and Maximum Entropy

Mutual Information and KL Divergence

Mutual Information and KL Divergence

The Odds Ratio

The Odds Ratio

What are the Odds

What are the Odds

Midterm Overview

Midterm Overview

The Receiver Operating Characteristic

The Receiver Operating Characteristic

Avoiding a "Training" Wreck

Avoiding a "Training" Wreck

APM 6-1: The Confusion Matrix

APM 6-1: The Confusion Matrix

Assignment 2 Overview

Assignment 2 Overview

The Normal Distribution -- with Specifics

The Normal Distribution -- with Specifics

Simple Model of User Preference

Simple Model of User Preference

Review of Some Basic Probability

Review of Some Basic Probability

Maximum Entropy Principle and Information

Maximum Entropy Principle and Information

Probability Revisited

Probability Revisited

Small World Networks

Small World Networks

APM 3 - Nearest Neighbor Networks

APM 3 - Nearest Neighbor Networks

Complexity, Chaos, and Randomness

Complexity, Chaos, and Randomness

Chaos, Complexity, Homoclinic Tangles, and Big Data

Chaos, Complexity, Homoclinic Tangles, and Big Data

More About the Importance of Scale

More About the Importance of Scale

APM 1-4: Big Data is Cursed

APM 1-4: Big Data is Cursed

APM 1-3: Big Data is Difficult to Classify

APM 1-3: Big Data is Difficult to Classify

APM 1-2: The Importance of Scale

APM 1-2: The Importance of Scale

APM 1-1: Big Data is Complex

APM 1-1: Big Data is Complex

Course Structure (Detailed): Analytics and Predictive Modeling

Course Structure (Detailed): Analytics and Predictive Modeling

Course Structure: Analytics and Predictive Modeling -- ARCHIVE

Course Structure: Analytics and Predictive Modeling -- ARCHIVE

Course Introduction: Analytics and Predictive Modeling

Course Introduction: Analytics and Predictive Modeling

Getting Started with the Sage Math Cloud

Getting Started with the Sage Math Cloud

SVD examples -- Part 6

SVD examples -- Part 6

SVD examples -- Part 5

SVD examples -- Part 5

SVD examples -- Part 4

SVD examples -- Part 4

SVD examples -- Part 3

SVD examples -- Part 3

SVD Examples -- Part 2

SVD Examples -- Part 2

SVD examples -- Part 1

SVD examples -- Part 1

A3dExample

A3dExample

IPython Notebook Overview

IPython Notebook Overview

Uploading and Getting Started on Assignment1

Uploading and Getting Started on Assignment1

Kernel Logistic Regression

Kernel Logistic Regression

Working with Support Vector Machines

Working with Support Vector Machines

The Kernel Trick

The Kernel Trick

Linear Support Vector Machines

Linear Support Vector Machines

MathFestVideo

MathFestVideo

Snowday Makeup Video 1

Snowday Makeup Video 1

Snowday Makeup 2

Snowday Makeup 2

ShareLaTeX Templates

ShareLaTeX Templates

ShareLaTex Learn...

ShareLaTex Learn...

Getting Started with IPython Notebook in the SageMathCloud

Getting Started with IPython Notebook in the SageMathCloud

Togaware Rattle -- Quick Intro

Togaware Rattle -- Quick Intro

FinalExam1

FinalExam1

Final Exam 2

Final Exam 2

Multilayer Networks

Multilayer Networks

Supervised Learning

Supervised Learning

ComplexAdditionalExample

ComplexAdditionalExample

Hopfield Networks

Hopfield Networks

Artificial Neural Networks

Artificial Neural Networks

Neurolab Installation into Wakari

Neurolab Installation into Wakari

Parameters In Logistic Regression

Parameters In Logistic Regression

Logistic Regression

Logistic Regression

Odds Ratio

Odds Ratio

Odds

Odds

Maximum Entropy Principle

Maximum Entropy Principle

Midterm

Midterm

APM Metrics: Precision Recall

APM Metrics: Precision Recall

APM Metrics: Receiver Operating Characteristic

APM Metrics: Receiver Operating Characteristic

APM-Metrics:TrainingSets

APM-Metrics:TrainingSets

APM-Metrics: Confusion Matrix

APM-Metrics: Confusion Matrix

APM5-3: Decision Tree Classifiers

APM5-3: Decision Tree Classifiers

APM5-4: More Decision Trees

APM5-4: More Decision Trees

APM5-2: Information Gain

APM5-2: Information Gain

APM5-Probability

APM5-Probability

Assignment2Overview

Assignment2Overview

Scoring and Information

Scoring and Information

Information Entropy

Information Entropy

Information and Surprisal

Information and Surprisal

BasicProbability

BasicProbability

JointProbabilityExamples

JointProbabilityExamples

Clustering and kNN

Clustering and kNN

SmallWorld Networks

SmallWorld Networks

Nearest Neighbor Networks

Nearest Neighbor Networks

Nearest Neighbor Recommenders

Nearest Neighbor Recommenders

SubeconomyProblem

SubeconomyProblem

Submitting from the IPython Notebook

Submitting from the IPython Notebook

Networks can be Complex

Networks can be Complex

Big Data is Massive and Messy

Big Data is Massive and Messy

Big Data has a Structure

Big Data has a Structure

Working with IPython Notebooks

Working with IPython Notebooks

Playing With Wakari

Playing With Wakari

Playing With Wikilogs

Playing With Wikilogs

Big Data is Complex

Big Data is Complex

HDAPM_BigDataLecture3b

HDAPM_BigDataLecture3b

HDAPM_BigDataLecture2

HDAPM_BigDataLecture2

HDAPMRequirements

HDAPMRequirements

HDAPMCourseIntro

HDAPMCourseIntro

IntroductionToCourse

IntroductionToCourse

Brief Introduction to the IPython Notebook, v 1.0

Brief Introduction to the IPython Notebook, v 1.0

WKriIssuesFromClassroomUse

WKriIssuesFromClassroomUse

Gromacs 1

Gromacs 1

Ipython Notebook Basics

Ipython Notebook Basics

The Over40 Game with Python

The Over40 Game with Python

The Over40 Game

The Over40 Game

APM-M1L1V3

APM-M1L1V3

APM-M1L1V2

APM-M1L1V2

APM-M1L1V1

APM-M1L1V1

Analytics and Predictive Modeling-- Course Intro

Analytics and Predictive Modeling-- Course Intro

Chimera and Rinalyzer with Cytoscape

Chimera and Rinalyzer with Cytoscape

Residue Interaction Network Example

Residue Interaction Network Example

Writing 3D Procedures: An Example

Writing 3D Procedures: An Example

Writing 3D Procedures in Python

Writing 3D Procedures in Python

Rinalyzer Setup and Install

Rinalyzer Setup and Install

Installing PythonXY and using IPython Notebook

Installing PythonXY and using IPython Notebook

Using IPython Out in the Notebook

Using IPython Out in the Notebook

Pylab First Plot

Pylab First Plot

Pylab Array Object

Pylab Array Object

Using ShareLaTeX

Using ShareLaTeX

D2L, Wakari, and the IPython Notebook

D2L, Wakari, and the IPython Notebook

Getting Started with Wakari

Getting Started with Wakari

Using the Resume Template

Using the Resume Template

Getting Started with ShareLatex

Getting Started with ShareLatex

Searching Scipy

Searching Scipy

Networkx Basics in IPython

Networkx Basics in IPython

NetworkX Basics

NetworkX Basics

Pylab Object Intro

Pylab Object Intro

IPython: Accessing an Array element in Output

IPython: Accessing an Array element in Output

Using IPython Notebook with the Pylab plot command

Using IPython Notebook with the Pylab plot command

Linear Algebra Application Frameworks: Video 4

Linear Algebra Application Frameworks: Video 4

Linear Algebra Application Frameworks: Video 3

Linear Algebra Application Frameworks: Video 3

Linear Algebra Application Frameworks: Video 2

Linear Algebra Application Frameworks: Video 2

Linear Algebra Application Frameworks: Video 1

Linear Algebra Application Frameworks: Video 1

Math4Moocs:Reflections

Math4Moocs:Reflections

Moocs4Math

Moocs4Math