LSTM and its Applications

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In this presentation, I briefly discuss what are LSTMs, why they are used, and what are their applications.

Data & Analytics

Long Short Term Memory
Networks (LSTMs)
Special kind of RNN, capable of learning long-term dependencies.
Requirements:
1. Solves problems of vanishing gradients
2. Avoids long term dependency problems
Example: “France is where I grew up, but I now live in Boston. I speak
fluent __________.”
More information from distant past is needed to accurately predict the next
word.

Applications of
LSTM

Example: Sentiment Analysis

Code: https://colab.research.google.com/drive/11pFRnLQ7wJSN5iWvS08Axr
72pfCGYsFj?usp=sharing

Natural Language Processing (NLP)
Machine
Translation
Sentiment
Analysis
Name Entity
Recognition
Question
Answering
Speech
Recognition
Grammar
Learning
Semantic Parsing

Different Fields
Business Process
Management
Medical Care Airlines/Travel
Market/Stock
Market
Robotics
Protein Homology
Detection
Multimedia

Multimedia
MUSIC
COMPOSITION
VIDEO ACTIVITY
RECOGNITION
RHYTHM
LEARNING
IMAGE
GENERATION
IMAGE
CAPTIONING

Other Applications
TIME SERIES
PREDICTION
HANDWRITING
RECOGNITION
HUMAN ACTION
RECOGNITION
SIGN LANGUAGE
TRANSLATION
SHORT-TERM
TRAFFIC FORECAST

THANK YOU

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1:1原版定制伦敦政治经济学院毕业证(LSE毕业证）成绩单学位证书留信学历认证

1:1原版定制伦敦政治经济学院毕业证(LSE毕业证）成绩单学位证书留信学历认证

1:1原版定制伦敦政治经济学院毕业证(LSE毕业证）成绩单学位证书留信学历认证

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如何办理(WashU毕业证书）圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证

如何办理(WashU毕业证书）圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证

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Formulas dax para power bI de microsoft.pdf

Formulas dax para power bI de microsoft.pdf

RobertoOcampo24

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如何办理(UCLA毕业证书）加州大学洛杉矶分校毕业证成绩单学位证留信学历认证原件一样

如何办理(UCLA毕业证书）加州大学洛杉矶分校毕业证成绩单学位证留信学历认证原件一样

如何办理(UCLA毕业证书）加州大学洛杉矶分校毕业证成绩单学位证留信学历认证原件一样

Context 1. Make Insight-informed Decisions: Clinic collected data on heart disease diagnosis and other patient information, and wants to use the data to make insight-informed decisions. Objective 2. Predict Patient’s Well-being: To identify the rules that will predict whether a patient will have heart disease in the future, based on the data collected on him/her. Strategy 3. Deploy Decision Tree Model: Create a Decision Tree Model, with rules, to predict whether a patient will have a heart disease in the future based on collected data. 3.1 To train and evaluate the model 3.2 Boost the model’s performance 3.3 Conduct predictions Author: Anthony Mok Date: 18 Nov 2023 Email: xxiaohao@yahoo.com

Identify Rules that Predict Patient’s Heart Disease - An Application of Decis...

Identify Rules that Predict Patient’s Heart Disease - An Application of Decis...

Identify Rules that Predict Patient’s Heart Disease - An Application of Decis...

ThinkInnovation

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In today's digital world, credit card fraud is a growing concern. This project explores machine learning techniques for credit card fraud detection. We delve into building models that can identify suspicious transactions in real-time, protecting both consumers and financial institutions. for more detection and machine learning algorithm explore data science and analysis course: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/

Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age

Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age

Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age

Boston Institute of Analytics

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如何办理(WashU毕业证书）圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证

Formulas dax para power bI de microsoft.pdf

Formulas dax para power bI de microsoft.pdf

Formulas dax para power bI de microsoft.pdf

如何办理(UCLA毕业证书）加州大学洛杉矶分校毕业证成绩单学位证留信学历认证原件一样

如何办理(UCLA毕业证书）加州大学洛杉矶分校毕业证成绩单学位证留信学历认证原件一样

如何办理(UCLA毕业证书）加州大学洛杉矶分校毕业证成绩单学位证留信学历认证原件一样

Identify Rules that Predict Patient’s Heart Disease - An Application of Decis...

Identify Rules that Predict Patient’s Heart Disease - An Application of Decis...

Identify Rules that Predict Patient’s Heart Disease - An Application of Decis...

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obat aborsi Bontang wa 082135199655 jual obat aborsi cytotec asli di Bontang

obat aborsi Bontang wa 082135199655 jual obat aborsi cytotec asli di Bontang

Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age

Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age

Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age

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Jual Obat Aborsi Bandung (Asli No.1) Wa 082134680322 Klinik Obat Penggugur Ka...

Jual Obat Aborsi Bandung (Asli No.1) Wa 082134680322 Klinik Obat Penggugur Ka...

LSTM and its Applications

1. Long Short Term Memory Networks (LSTMs) Special kind of RNN, capable of learning long-term dependencies. Requirements: 1. Solves problems of vanishing gradients 2. Avoids long term dependency problems Example: “France is where I grew up, but I now live in Boston. I speak fluent __________.” More information from distant past is needed to accurately predict the next word.

2. Applications of LSTM

3. Example: Sentiment Analysis

4. Code: https://colab.research.google.com/drive/11pFRnLQ7wJSN5iWvS08Axr 72pfCGYsFj?usp=sharing

5. Natural Language Processing (NLP) Machine Translation Sentiment Analysis Name Entity Recognition Question Answering Speech Recognition Grammar Learning Semantic Parsing

6. Different Fields Business Process Management Medical Care Airlines/Travel Market/Stock Market Robotics Protein Homology Detection Multimedia

7. Multimedia MUSIC COMPOSITION VIDEO ACTIVITY RECOGNITION RHYTHM LEARNING IMAGE GENERATION IMAGE CAPTIONING

8. Other Applications TIME SERIES PREDICTION HANDWRITING RECOGNITION HUMAN ACTION RECOGNITION SIGN LANGUAGE TRANSLATION SHORT-TERM TRAFFIC FORECAST