- Topology for Time Series

Topology for Time Series

This talk will introduce participants to topological algorithms to compare time series data. Participants will come away with an understanding of the persistent homology algorithm, an understanding of the caveats of analyzing/comparing time series data, and an understanding of how to implement th...
This talk will introduce participants to topological algorithms to compare time series data. Participants will come away with an understanding of the persistent homology algorithm, an understanding of the caveats of analyzing/comparing time series data, and an understanding of how to implement the algorithm in R.

Table of Content:
00:00 Introduction
00:42 Time Series Data
05:09 Topology
07:13 Homology
09:00 Comparing Time Series with Persistent Homology
10:55 Dataset
16:40 Live R Coding
25:30 QnA

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JSE Stock Dataset: https://hubs.la/Q01ssSCK0
EGX30 Stock Dataset: https://hubs.la/Q01ssS_c0
R Code File: https://hubs.la/Q01ss-vM0
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#topology #timeseries

#topology #time series #time series analysis #time series analysis in r #time series data #persistent homology algorithm #persistent homology #homology

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Timetable

動画タイムテーブル

動画数:403件

Introduction - Writing Unit Tests for Data Science Code

Introduction

Writing Unit Tests for Data Science Code
2022年12月01日
00:00:00 - 00:02:16
Unit Testing in Data Science vs Dev - Writing Unit Tests for Data Science Code

Unit Testing in Data Science vs Dev

Writing Unit Tests for Data Science Code
2022年12月01日
00:02:16 - 00:03:46
Real-World Applications - Writing Unit Tests for Data Science Code

Real-World Applications

Writing Unit Tests for Data Science Code
2022年12月01日
00:03:46 - 00:08:35
Use Case and How To - Writing Unit Tests for Data Science Code

Use Case and How To

Writing Unit Tests for Data Science Code
2022年12月01日
00:08:35 - 00:32:12
Key Takeaways - Writing Unit Tests for Data Science Code

Key Takeaways

Writing Unit Tests for Data Science Code
2022年12月01日
00:32:12 - 00:33:23
Tools That Help - Writing Unit Tests for Data Science Code

Tools That Help

Writing Unit Tests for Data Science Code
2022年12月01日
00:33:23 - 00:33:40
QnA - Writing Unit Tests for Data Science Code

QnA

Writing Unit Tests for Data Science Code
2022年12月01日
00:33:40 - 00:45:16
Traffic Crashes Statistics - Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety

Traffic Crashes Statistics

Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety
2022年11月30日
00:00:00 - 00:06:31
Traffic Enforcement Systems and Technologies - Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety

Traffic Enforcement Systems and Technologies

Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety
2022年11月30日
00:06:31 - 00:10:02
Video Analytics at the Edge13:!3 Intro to Deep Neural Networks - Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety

Video Analytics at the Edge13:!3 Intro to Deep Neural Networks

Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety
2022年11月30日
00:10:02 - 00:24:12
Intelligent Traffic Monitoring - Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety

Intelligent Traffic Monitoring

Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety
2022年11月30日
00:24:12 - 00:27:28
Challenges - Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety

Challenges

Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety
2022年11月30日
00:27:28 - 00:37:00
QnA - Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety

QnA

Saving Lives Behind the Wheel: Artificial Intelligence and Computer Vision for Road Safety
2022年11月30日
00:37:00 - 00:49:42
What is data science and data science pipeline - From Data to Dashboard: Make an Interactive Model

What is data science and data science pipeline

From Data to Dashboard: Make an Interactive Model
2022年11月24日
00:00:00 - 00:11:00
Problem - From Data to Dashboard: Make an Interactive Model

Problem

From Data to Dashboard: Make an Interactive Model
2022年11月24日
00:11:00 - 00:20:00
Data - From Data to Dashboard: Make an Interactive Model

Data

From Data to Dashboard: Make an Interactive Model
2022年11月24日
00:20:00 - 00:35:02
Context - From Data to Dashboard: Make an Interactive Model

Context

From Data to Dashboard: Make an Interactive Model
2022年11月24日
00:35:02 - 00:48:05
Exploration - From Data to Dashboard: Make an Interactive Model

Exploration

From Data to Dashboard: Make an Interactive Model
2022年11月24日
00:48:05 - 00:55:10
Feature Engineering - From Data to Dashboard: Make an Interactive Model

Feature Engineering

From Data to Dashboard: Make an Interactive Model
2022年11月24日
00:55:10 - 01:02:40
Preprocessing - From Data to Dashboard: Make an Interactive Model

Preprocessing

From Data to Dashboard: Make an Interactive Model
2022年11月24日
01:02:40 - 01:08:12
Modeling - From Data to Dashboard: Make an Interactive Model

Modeling

From Data to Dashboard: Make an Interactive Model
2022年11月24日
01:08:12 - 01:14:07
Optimization - From Data to Dashboard: Make an Interactive Model

Optimization

From Data to Dashboard: Make an Interactive Model
2022年11月24日
01:14:07 - 01:15:53
Evaluation and Validation - From Data to Dashboard: Make an Interactive Model

Evaluation and Validation

From Data to Dashboard: Make an Interactive Model
2022年11月24日
01:15:53 - 01:20:38
Dashboarding - From Data to Dashboard: Make an Interactive Model

Dashboarding

From Data to Dashboard: Make an Interactive Model
2022年11月24日
01:20:38 - 01:23:17
Conclusion - From Data to Dashboard: Make an Interactive Model

Conclusion

From Data to Dashboard: Make an Interactive Model
2022年11月24日
01:23:17 - 01:27:38
Introduction - Topology for Time Series

Introduction

Topology for Time Series
2022年11月17日
00:00:00 - 00:00:42
Time Series Data - Topology for Time Series

Time Series Data

Topology for Time Series
2022年11月17日
00:00:42 - 00:05:09
Topology - Topology for Time Series

Topology

Topology for Time Series
2022年11月17日
00:05:09 - 00:07:13
Homology - Topology for Time Series

Homology

Topology for Time Series
2022年11月17日
00:07:13 - 00:09:00
Comparing Time Series with Persistent Homology - Topology for Time Series

Comparing Time Series with Persistent Homology

Topology for Time Series
2022年11月17日
00:09:00 - 00:10:55
Dataset - Topology for Time Series

Dataset

Topology for Time Series
2022年11月17日
00:10:55 - 00:16:40
Live R Coding - Topology for Time Series

Live R Coding

Topology for Time Series
2022年11月17日
00:16:40 - 00:25:30
QnA - Topology for Time Series

QnA

Topology for Time Series
2022年11月17日
00:25:30 - 00:35:58
Introduction - How to Validate your Model & Data and Easily Avoid Common ML Pitfalls

Introduction

How to Validate your Model & Data and Easily Avoid Common ML Pitfalls
2022年11月16日
00:00:00 - 00:03:15
ML Failures and Motivation - How to Validate your Model & Data and Easily Avoid Common ML Pitfalls

ML Failures and Motivation

How to Validate your Model & Data and Easily Avoid Common ML Pitfalls
2022年11月16日
00:03:15 - 00:18:10
ML Validation/Testing - How to Validate your Model & Data and Easily Avoid Common ML Pitfalls

ML Validation/Testing

How to Validate your Model & Data and Easily Avoid Common ML Pitfalls
2022年11月16日
00:18:10 - 00:24:35
Deepcheck Packages - How to Validate your Model & Data and Easily Avoid Common ML Pitfalls

Deepcheck Packages

How to Validate your Model & Data and Easily Avoid Common ML Pitfalls
2022年11月16日
00:24:35 - 00:29:15
Live Code Example - How to Validate your Model & Data and Easily Avoid Common ML Pitfalls

Live Code Example

How to Validate your Model & Data and Easily Avoid Common ML Pitfalls
2022年11月16日
00:29:15 - 00:46:32
QnA - How to Validate your Model & Data and Easily Avoid Common ML Pitfalls

QnA

How to Validate your Model & Data and Easily Avoid Common ML Pitfalls
2022年11月16日
00:46:32 - 00:53:24