SlideShare a Scribd company logo
FAKE NEWS PREDICTION MODEL
GARIMA SAIGAL
2021A1R094
Under the guidance of
- Parmveer Nandal
OBJECTIVES,
NEED, HOW?
● FAKE NEWS: False presented
as factual, misleading.
● IMPACT: Misinformation,
manipulation, influence public
opinions.
● NEED: Identify and counteract
fake news in real time.
● PREDICITON: NLP & ML
● HOW: Analyze patterns,
identify suspicious sources,
uncover misinformation.
STUDY WORK
EXISTING SYSTEMS EXPLORED:
https://www.kaggle.com/code/forgetabhi/fake-news-prediction-97
https://www.kaggle.com/code/sravankumargatla/fake-news-prediction
https://www.kaggle.com/code/daniilkrasnoproshin/99-accuracy-fake-news-predictor-log-regr
COMPARATIVE ANALYSIS OF EXISTING SYSTEMS
● Model-Centric Focus
● Lack Visual representations
● Simplicity Focused
● Limited Interpretability
WHAT’S BETTER IN OUR SYSTEM?
CONVIENCE
VISUAL
REPRESENTATIONS
SIMPLE PREDICTING
SYSTEM
HIGH ACCURACY
WORKFLOW
DIVE INTO KEY CONCEPTS:
● Logistic regression :effective method for news categorization.
● Logistic regression : binary classification to predict falsity of news.
● Train-Test Technique: Handles over fitting, increases efficiency
● Confusion Matrix: Visualizes model performance by comparing predicted vs.
actual labels.
CONFUSION MATRIX
● TP, TN, FP, FN metrics.
● Calculates accuracy and precision.
● Provides insights for effectiveness.
TECHNOLOGY STACK
● :Python
● -Libraries and Frameworks: Pandas, Seaborn, Matplotlib, NumPy, NLTK, Scikit-Learn, WordCloud
● -Machine Learning Models: Logistic regression
● - Data Preprocessing:** Text cleaning, stopword removal, TF-IDF vectorization
● -Visualization Tools: Word Clouds, Confusion Matrix Display
● Data:News articles dataset (real and fake)
● Google Collab notebook
LINKS
PROJECT:
https://colab.research.google.com/drive/1nY9FapNRpeoErmGpbP9NQHDtWXzCtEf4#
scrollTo=bEh3WR8MilLr
REFRENCES:
https://www.kaggle.com/competitions/fake-news/overview
https://www.geeksforgeeks.org/understanding-logistic-regression/
https://www.researchgate.net/publication/328271325_FakeNewsTracker_a_tool_for_fa
ke_news_collection_detection_and_visualization
THANKYOU!

More Related Content

Similar to DOC-20230924-WA0022..pptx fake news prediction

The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]
The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]
The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]
WSO2
 
Everything Guide to Choosing the Right CRM
Everything Guide to Choosing the Right CRMEverything Guide to Choosing the Right CRM
Everything Guide to Choosing the Right CRM
Scott Voss
 
"Social Media and IT - What IT Needs to Know" - Lotusphere 2012
"Social Media and IT - What IT Needs to Know" - Lotusphere 2012"Social Media and IT - What IT Needs to Know" - Lotusphere 2012
"Social Media and IT - What IT Needs to Know" - Lotusphere 2012
Mark Heid
 
_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf
_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf
_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf
XIAOZEJIN1
 
A Cure for Ad-Fraud: Turning Fraud Detection into Fraud Prevention
A Cure for Ad-Fraud: Turning Fraud Detection into Fraud PreventionA Cure for Ad-Fraud: Turning Fraud Detection into Fraud Prevention
A Cure for Ad-Fraud: Turning Fraud Detection into Fraud Prevention
InMobi
 
shyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptx
shyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptxshyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptx
shyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptx
ShyamaprasadMS
 
IDEAS AI TOOL IDEAS.pdf
IDEAS AI TOOL IDEAS.pdfIDEAS AI TOOL IDEAS.pdf
IDEAS AI TOOL IDEAS.pdf
Brett Dovey
 
P is for Performance - Fluctuating sales teams performance levels?
P is for Performance - Fluctuating sales teams performance levels?P is for Performance - Fluctuating sales teams performance levels?
P is for Performance - Fluctuating sales teams performance levels?
i-snapshot
 
Our way of fighting fraud
Our way of fighting fraudOur way of fighting fraud
Marketing Simulation: An Overview
Marketing Simulation: An OverviewMarketing Simulation: An Overview
Marketing Simulation: An Overview
Concentric: Simulate Your Market
 
Moving From Insight to Action
Moving From Insight to ActionMoving From Insight to Action
Moving From Insight to Action
Invoca
 
Using data to create intrinsic motivation and a growth mindset
Using data to create intrinsic motivation and a growth mindset Using data to create intrinsic motivation and a growth mindset
Using data to create intrinsic motivation and a growth mindset
Vendasta Technologies
 
The Basic of Predictive Marketing_FINAL-2
The Basic of Predictive Marketing_FINAL-2The Basic of Predictive Marketing_FINAL-2
The Basic of Predictive Marketing_FINAL-2
Rona Fan
 
Hype pres 2 final light
Hype pres 2 final lightHype pres 2 final light
Hype pres 2 final light
Stephanie1301
 
How To Uncover Hidden Pipeline with Data
How To Uncover Hidden Pipeline with DataHow To Uncover Hidden Pipeline with Data
How To Uncover Hidden Pipeline with Data
Marketo
 
Uncovering Fraud in Key Financial Accounts using Data Analysis
Uncovering Fraud in Key Financial Accounts using Data AnalysisUncovering Fraud in Key Financial Accounts using Data Analysis
Uncovering Fraud in Key Financial Accounts using Data Analysis
FraudBusters
 
Programmatic Quality Guide: Dstillery
Programmatic Quality Guide: DstilleryProgrammatic Quality Guide: Dstillery
Programmatic Quality Guide: Dstillery
Sean Lough
 
Engage Customers Like Never Before
Engage Customers Like Never BeforeEngage Customers Like Never Before
Engage Customers Like Never Before
SAP Customer Experience
 
Analytics in action how marketelligent helped a card issuer combat transact...
Analytics in action   how marketelligent helped a card issuer combat transact...Analytics in action   how marketelligent helped a card issuer combat transact...
Analytics in action how marketelligent helped a card issuer combat transact...
Marketelligent
 
Crafting Data Driven Buyer Personas
Crafting Data Driven Buyer PersonasCrafting Data Driven Buyer Personas
Crafting Data Driven Buyer Personas
LeadMD
 

Similar to DOC-20230924-WA0022..pptx fake news prediction (20)

The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]
The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]
The Best of Both Worlds: Introducing WSO2 API Manager 4.0.0 [ANZ]
 
Everything Guide to Choosing the Right CRM
Everything Guide to Choosing the Right CRMEverything Guide to Choosing the Right CRM
Everything Guide to Choosing the Right CRM
 
"Social Media and IT - What IT Needs to Know" - Lotusphere 2012
"Social Media and IT - What IT Needs to Know" - Lotusphere 2012"Social Media and IT - What IT Needs to Know" - Lotusphere 2012
"Social Media and IT - What IT Needs to Know" - Lotusphere 2012
 
_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf
_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf
_Whitepaper-Ultimate-Guide-to-ML-Model-Performance_Fiddler.pdf
 
A Cure for Ad-Fraud: Turning Fraud Detection into Fraud Prevention
A Cure for Ad-Fraud: Turning Fraud Detection into Fraud PreventionA Cure for Ad-Fraud: Turning Fraud Detection into Fraud Prevention
A Cure for Ad-Fraud: Turning Fraud Detection into Fraud Prevention
 
shyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptx
shyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptxshyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptx
shyampresentaaaaaaaaaaaaaaaaaaaaaaa.pptx
 
IDEAS AI TOOL IDEAS.pdf
IDEAS AI TOOL IDEAS.pdfIDEAS AI TOOL IDEAS.pdf
IDEAS AI TOOL IDEAS.pdf
 
P is for Performance - Fluctuating sales teams performance levels?
P is for Performance - Fluctuating sales teams performance levels?P is for Performance - Fluctuating sales teams performance levels?
P is for Performance - Fluctuating sales teams performance levels?
 
Our way of fighting fraud
Our way of fighting fraudOur way of fighting fraud
Our way of fighting fraud
 
Marketing Simulation: An Overview
Marketing Simulation: An OverviewMarketing Simulation: An Overview
Marketing Simulation: An Overview
 
Moving From Insight to Action
Moving From Insight to ActionMoving From Insight to Action
Moving From Insight to Action
 
Using data to create intrinsic motivation and a growth mindset
Using data to create intrinsic motivation and a growth mindset Using data to create intrinsic motivation and a growth mindset
Using data to create intrinsic motivation and a growth mindset
 
The Basic of Predictive Marketing_FINAL-2
The Basic of Predictive Marketing_FINAL-2The Basic of Predictive Marketing_FINAL-2
The Basic of Predictive Marketing_FINAL-2
 
Hype pres 2 final light
Hype pres 2 final lightHype pres 2 final light
Hype pres 2 final light
 
How To Uncover Hidden Pipeline with Data
How To Uncover Hidden Pipeline with DataHow To Uncover Hidden Pipeline with Data
How To Uncover Hidden Pipeline with Data
 
Uncovering Fraud in Key Financial Accounts using Data Analysis
Uncovering Fraud in Key Financial Accounts using Data AnalysisUncovering Fraud in Key Financial Accounts using Data Analysis
Uncovering Fraud in Key Financial Accounts using Data Analysis
 
Programmatic Quality Guide: Dstillery
Programmatic Quality Guide: DstilleryProgrammatic Quality Guide: Dstillery
Programmatic Quality Guide: Dstillery
 
Engage Customers Like Never Before
Engage Customers Like Never BeforeEngage Customers Like Never Before
Engage Customers Like Never Before
 
Analytics in action how marketelligent helped a card issuer combat transact...
Analytics in action   how marketelligent helped a card issuer combat transact...Analytics in action   how marketelligent helped a card issuer combat transact...
Analytics in action how marketelligent helped a card issuer combat transact...
 
Crafting Data Driven Buyer Personas
Crafting Data Driven Buyer PersonasCrafting Data Driven Buyer Personas
Crafting Data Driven Buyer Personas
 

Recently uploaded

一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
aqzctr7x
 
Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
manishkhaire30
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Aggregage
 
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
Timothy Spann
 
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
74nqk8xf
 
End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024
Lars Albertsson
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
roli9797
 
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
nuttdpt
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
nuttdpt
 
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
74nqk8xf
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
Timothy Spann
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
Social Samosa
 
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
v7oacc3l
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
Sm321
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
Bill641377
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
jerlynmaetalle
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Kiwi Creative
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
bopyb
 
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
AndrzejJarynowski
 

Recently uploaded (20)

一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
 
Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
 
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You...
 
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
 
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
一比一原版(牛布毕业证书)牛津布鲁克斯大学毕业证如何办理
 
End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024End-to-end pipeline agility - Berlin Buzzwords 2024
End-to-end pipeline agility - Berlin Buzzwords 2024
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
 
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
 
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
 
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
 
Challenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more importantChallenges of Nation Building-1.pptx with more important
Challenges of Nation Building-1.pptx with more important
 
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
 
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataPredictably Improve Your B2B Tech Company's Performance by Leveraging Data
Predictably Improve Your B2B Tech Company's Performance by Leveraging Data
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
 
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
 

DOC-20230924-WA0022..pptx fake news prediction