SlideShare a Scribd company logo
Machine 
Learning 
for 
Language 
Technology 
Lecture 
4: 
Sta,s,cal 
Inference 
Marina 
San,ni 
Department 
of 
Linguis,cs 
and 
Philology 
Uppsala 
University, 
Uppsala, 
Sweden 
Autumn 
2014 
Acknowledgement: 
Thanks 
to 
Prof. 
Joakim 
Nivre 
for 
course 
design 
and 
materials
Stochas,c 
Variables
Types 
of 
Variables
Frequency 
Func,ons
Expecta,on
Variance
Entropy
More 
on 
Entropy
Joint 
and 
Condi,onal 
Probability
Independence
Part-­‐of-­‐Speech 
Bigrams 
1
Part-­‐of-­‐Speech 
Bigrams 
2
Part-­‐of-­‐Speech 
Bigrams 
3
Sta,s,cal 
Inference
Sampling
Es,ma,on
Maximum 
Likelihood 
Es,ma,on 
(MLE)
MLE: 
Example 
1
MLE: 
Example 
2
MLE: 
Ra,onale
MLE 
and 
Smoothing
Interval 
Es,ma,on
More 
on 
Interval 
Es,ma,on
Hypothesis 
Tes,ng
Example: 
Z-­‐test
The 
end

More Related Content

What's hot

Hypothesis Testing
Hypothesis TestingHypothesis Testing
Hypothesis Testing
Kalyan Acharjya
 
Confidence Intervals: Basic concepts and overview
Confidence Intervals: Basic concepts and overviewConfidence Intervals: Basic concepts and overview
Confidence Intervals: Basic concepts and overview
Rizwan S A
 
Statistical inference
Statistical inferenceStatistical inference
Statistical inference
Jags Jagdish
 
Probability ppt by Shivansh J.
Probability ppt by Shivansh J.Probability ppt by Shivansh J.
Probability ppt by Shivansh J.
shivujagga
 
Chi square tests using SPSS
Chi square tests using SPSSChi square tests using SPSS
Chi square tests using SPSS
Parag Shah
 
Poisson distribution
Poisson distributionPoisson distribution
Poisson distribution
SonamWadhwa3
 
Statistical inference concept, procedure of hypothesis testing
Statistical inference   concept, procedure of hypothesis testingStatistical inference   concept, procedure of hypothesis testing
Statistical inference concept, procedure of hypothesis testing
AmitaChaudhary19
 
Two Proportions
Two Proportions  Two Proportions
Two Proportions
Long Beach City College
 
Estimating a Population Mean
Estimating a Population Mean  Estimating a Population Mean
Estimating a Population Mean
Long Beach City College
 
Sample size calculation
Sample size calculationSample size calculation
Sample size calculation
https://aiimsbhubaneswar.nic.in/
 
Statistical tests
Statistical tests Statistical tests
Statistical tests
Thangamani Ramalingam
 
SAMPLING THEORY AND TECHNIQUES.pdf
SAMPLING THEORY AND TECHNIQUES.pdfSAMPLING THEORY AND TECHNIQUES.pdf
SAMPLING THEORY AND TECHNIQUES.pdf
Dr. Tushar J Bhatt
 
Z test, f-test,etc
Z test, f-test,etcZ test, f-test,etc
Z test, f-test,etc
Juan Apolinario Reyes
 
Test of-significance : Z test , Chi square test
Test of-significance : Z test , Chi square testTest of-significance : Z test , Chi square test
Test of-significance : Z test , Chi square test
dr.balan shaikh
 
Lecture 5: Interval Estimation
Lecture 5: Interval Estimation Lecture 5: Interval Estimation
Lecture 5: Interval Estimation
Marina Santini
 
Two Means Independent Samples
Two Means Independent Samples  Two Means Independent Samples
Two Means Independent Samples
Long Beach City College
 
Hypothesis Testing
Hypothesis TestingHypothesis Testing
Hypothesis Testing
rishi.indian
 
5 essential steps for sample size determination in clinical trials slideshare
5 essential steps for sample size determination in clinical trials   slideshare5 essential steps for sample size determination in clinical trials   slideshare
5 essential steps for sample size determination in clinical trials slideshare
nQuery
 
PROCEDURE FOR TESTING HYPOTHESIS
PROCEDURE FOR   TESTING HYPOTHESIS PROCEDURE FOR   TESTING HYPOTHESIS
PROCEDURE FOR TESTING HYPOTHESIS
Sundar B N
 
Sample size calculation
Sample size calculationSample size calculation
Sample size calculation
Santam Chakraborty
 

What's hot (20)

Hypothesis Testing
Hypothesis TestingHypothesis Testing
Hypothesis Testing
 
Confidence Intervals: Basic concepts and overview
Confidence Intervals: Basic concepts and overviewConfidence Intervals: Basic concepts and overview
Confidence Intervals: Basic concepts and overview
 
Statistical inference
Statistical inferenceStatistical inference
Statistical inference
 
Probability ppt by Shivansh J.
Probability ppt by Shivansh J.Probability ppt by Shivansh J.
Probability ppt by Shivansh J.
 
Chi square tests using SPSS
Chi square tests using SPSSChi square tests using SPSS
Chi square tests using SPSS
 
Poisson distribution
Poisson distributionPoisson distribution
Poisson distribution
 
Statistical inference concept, procedure of hypothesis testing
Statistical inference   concept, procedure of hypothesis testingStatistical inference   concept, procedure of hypothesis testing
Statistical inference concept, procedure of hypothesis testing
 
Two Proportions
Two Proportions  Two Proportions
Two Proportions
 
Estimating a Population Mean
Estimating a Population Mean  Estimating a Population Mean
Estimating a Population Mean
 
Sample size calculation
Sample size calculationSample size calculation
Sample size calculation
 
Statistical tests
Statistical tests Statistical tests
Statistical tests
 
SAMPLING THEORY AND TECHNIQUES.pdf
SAMPLING THEORY AND TECHNIQUES.pdfSAMPLING THEORY AND TECHNIQUES.pdf
SAMPLING THEORY AND TECHNIQUES.pdf
 
Z test, f-test,etc
Z test, f-test,etcZ test, f-test,etc
Z test, f-test,etc
 
Test of-significance : Z test , Chi square test
Test of-significance : Z test , Chi square testTest of-significance : Z test , Chi square test
Test of-significance : Z test , Chi square test
 
Lecture 5: Interval Estimation
Lecture 5: Interval Estimation Lecture 5: Interval Estimation
Lecture 5: Interval Estimation
 
Two Means Independent Samples
Two Means Independent Samples  Two Means Independent Samples
Two Means Independent Samples
 
Hypothesis Testing
Hypothesis TestingHypothesis Testing
Hypothesis Testing
 
5 essential steps for sample size determination in clinical trials slideshare
5 essential steps for sample size determination in clinical trials   slideshare5 essential steps for sample size determination in clinical trials   slideshare
5 essential steps for sample size determination in clinical trials slideshare
 
PROCEDURE FOR TESTING HYPOTHESIS
PROCEDURE FOR   TESTING HYPOTHESIS PROCEDURE FOR   TESTING HYPOTHESIS
PROCEDURE FOR TESTING HYPOTHESIS
 
Sample size calculation
Sample size calculationSample size calculation
Sample size calculation
 

Viewers also liked

Basis of statistical inference
Basis of statistical inferenceBasis of statistical inference
Basis of statistical inference
zahidacademy
 
Explanation and statistical inference
Explanation and statistical inferenceExplanation and statistical inference
Explanation and statistical inference
John Bradford
 
Completeness
CompletenessCompleteness
Completeness
importerss
 
Completeness
CompletenessCompleteness
Completeness
andrejko
 
Probability concept and Probability distribution
Probability concept and Probability distributionProbability concept and Probability distribution
Probability concept and Probability distribution
Southern Range, Berhampur, Odisha
 
Probability Distributions
Probability DistributionsProbability Distributions
Probability Distributions
rishi.indian
 

Viewers also liked (6)

Basis of statistical inference
Basis of statistical inferenceBasis of statistical inference
Basis of statistical inference
 
Explanation and statistical inference
Explanation and statistical inferenceExplanation and statistical inference
Explanation and statistical inference
 
Completeness
CompletenessCompleteness
Completeness
 
Completeness
CompletenessCompleteness
Completeness
 
Probability concept and Probability distribution
Probability concept and Probability distributionProbability concept and Probability distribution
Probability concept and Probability distribution
 
Probability Distributions
Probability DistributionsProbability Distributions
Probability Distributions
 

More from Marina Santini

Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...
Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...
Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...
Marina Santini
 
Towards a Quality Assessment of Web Corpora for Language Technology Applications
Towards a Quality Assessment of Web Corpora for Language Technology ApplicationsTowards a Quality Assessment of Web Corpora for Language Technology Applications
Towards a Quality Assessment of Web Corpora for Language Technology Applications
Marina Santini
 
A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-
A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-
A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-
Marina Santini
 
An Exploratory Study on Genre Classification using Readability Features
An Exploratory Study on Genre Classification using Readability FeaturesAn Exploratory Study on Genre Classification using Readability Features
An Exploratory Study on Genre Classification using Readability Features
Marina Santini
 
Lecture: Semantic Word Clouds
Lecture: Semantic Word CloudsLecture: Semantic Word Clouds
Lecture: Semantic Word Clouds
Marina Santini
 
Lecture: Ontologies and the Semantic Web
Lecture: Ontologies and the Semantic WebLecture: Ontologies and the Semantic Web
Lecture: Ontologies and the Semantic Web
Marina Santini
 
Lecture: Summarization
Lecture: SummarizationLecture: Summarization
Lecture: Summarization
Marina Santini
 
Relation Extraction
Relation ExtractionRelation Extraction
Relation Extraction
Marina Santini
 
Lecture: Question Answering
Lecture: Question AnsweringLecture: Question Answering
Lecture: Question Answering
Marina Santini
 
IE: Named Entity Recognition (NER)
IE: Named Entity Recognition (NER)IE: Named Entity Recognition (NER)
IE: Named Entity Recognition (NER)
Marina Santini
 
Lecture: Vector Semantics (aka Distributional Semantics)
Lecture: Vector Semantics (aka Distributional Semantics)Lecture: Vector Semantics (aka Distributional Semantics)
Lecture: Vector Semantics (aka Distributional Semantics)
Marina Santini
 
Lecture: Word Sense Disambiguation
Lecture: Word Sense DisambiguationLecture: Word Sense Disambiguation
Lecture: Word Sense Disambiguation
Marina Santini
 
Lecture: Word Senses
Lecture: Word SensesLecture: Word Senses
Lecture: Word Senses
Marina Santini
 
Sentiment Analysis
Sentiment AnalysisSentiment Analysis
Sentiment Analysis
Marina Santini
 
Semantic Role Labeling
Semantic Role LabelingSemantic Role Labeling
Semantic Role Labeling
Marina Santini
 
Semantics and Computational Semantics
Semantics and Computational SemanticsSemantics and Computational Semantics
Semantics and Computational Semantics
Marina Santini
 
Lecture 9: Machine Learning in Practice (2)
Lecture 9: Machine Learning in Practice (2)Lecture 9: Machine Learning in Practice (2)
Lecture 9: Machine Learning in Practice (2)
Marina Santini
 
Lecture 8: Machine Learning in Practice (1)
Lecture 8: Machine Learning in Practice (1) Lecture 8: Machine Learning in Practice (1)
Lecture 8: Machine Learning in Practice (1)
Marina Santini
 
Lecture 4 Decision Trees (2): Entropy, Information Gain, Gain Ratio
Lecture 4 Decision Trees (2): Entropy, Information Gain, Gain RatioLecture 4 Decision Trees (2): Entropy, Information Gain, Gain Ratio
Lecture 4 Decision Trees (2): Entropy, Information Gain, Gain Ratio
Marina Santini
 
Lecture 3b: Decision Trees (1 part)
Lecture 3b: Decision Trees (1 part)Lecture 3b: Decision Trees (1 part)
Lecture 3b: Decision Trees (1 part)
Marina Santini
 

More from Marina Santini (20)

Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...
Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...
Can We Quantify Domainhood? Exploring Measures to Assess Domain-Specificity i...
 
Towards a Quality Assessment of Web Corpora for Language Technology Applications
Towards a Quality Assessment of Web Corpora for Language Technology ApplicationsTowards a Quality Assessment of Web Corpora for Language Technology Applications
Towards a Quality Assessment of Web Corpora for Language Technology Applications
 
A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-
A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-
A Web Corpus for eCare: Collection, Lay Annotation and Learning -First Results-
 
An Exploratory Study on Genre Classification using Readability Features
An Exploratory Study on Genre Classification using Readability FeaturesAn Exploratory Study on Genre Classification using Readability Features
An Exploratory Study on Genre Classification using Readability Features
 
Lecture: Semantic Word Clouds
Lecture: Semantic Word CloudsLecture: Semantic Word Clouds
Lecture: Semantic Word Clouds
 
Lecture: Ontologies and the Semantic Web
Lecture: Ontologies and the Semantic WebLecture: Ontologies and the Semantic Web
Lecture: Ontologies and the Semantic Web
 
Lecture: Summarization
Lecture: SummarizationLecture: Summarization
Lecture: Summarization
 
Relation Extraction
Relation ExtractionRelation Extraction
Relation Extraction
 
Lecture: Question Answering
Lecture: Question AnsweringLecture: Question Answering
Lecture: Question Answering
 
IE: Named Entity Recognition (NER)
IE: Named Entity Recognition (NER)IE: Named Entity Recognition (NER)
IE: Named Entity Recognition (NER)
 
Lecture: Vector Semantics (aka Distributional Semantics)
Lecture: Vector Semantics (aka Distributional Semantics)Lecture: Vector Semantics (aka Distributional Semantics)
Lecture: Vector Semantics (aka Distributional Semantics)
 
Lecture: Word Sense Disambiguation
Lecture: Word Sense DisambiguationLecture: Word Sense Disambiguation
Lecture: Word Sense Disambiguation
 
Lecture: Word Senses
Lecture: Word SensesLecture: Word Senses
Lecture: Word Senses
 
Sentiment Analysis
Sentiment AnalysisSentiment Analysis
Sentiment Analysis
 
Semantic Role Labeling
Semantic Role LabelingSemantic Role Labeling
Semantic Role Labeling
 
Semantics and Computational Semantics
Semantics and Computational SemanticsSemantics and Computational Semantics
Semantics and Computational Semantics
 
Lecture 9: Machine Learning in Practice (2)
Lecture 9: Machine Learning in Practice (2)Lecture 9: Machine Learning in Practice (2)
Lecture 9: Machine Learning in Practice (2)
 
Lecture 8: Machine Learning in Practice (1)
Lecture 8: Machine Learning in Practice (1) Lecture 8: Machine Learning in Practice (1)
Lecture 8: Machine Learning in Practice (1)
 
Lecture 4 Decision Trees (2): Entropy, Information Gain, Gain Ratio
Lecture 4 Decision Trees (2): Entropy, Information Gain, Gain RatioLecture 4 Decision Trees (2): Entropy, Information Gain, Gain Ratio
Lecture 4 Decision Trees (2): Entropy, Information Gain, Gain Ratio
 
Lecture 3b: Decision Trees (1 part)
Lecture 3b: Decision Trees (1 part)Lecture 3b: Decision Trees (1 part)
Lecture 3b: Decision Trees (1 part)
 

Recently uploaded

How To Update One2many Field From OnChange of Field in Odoo 17
How To Update One2many Field From OnChange of Field in Odoo 17How To Update One2many Field From OnChange of Field in Odoo 17
How To Update One2many Field From OnChange of Field in Odoo 17
Celine George
 
What is Rescue Session in Odoo 17 POS - Odoo 17 Slides
What is Rescue Session in Odoo 17 POS - Odoo 17 SlidesWhat is Rescue Session in Odoo 17 POS - Odoo 17 Slides
What is Rescue Session in Odoo 17 POS - Odoo 17 Slides
Celine George
 
How to Empty a One2Many Field in Odoo 17
How to Empty a One2Many Field in Odoo 17How to Empty a One2Many Field in Odoo 17
How to Empty a One2Many Field in Odoo 17
Celine George
 
How to Manage Shipping Connectors & Shipping Methods in Odoo 17
How to Manage Shipping Connectors & Shipping Methods in Odoo 17How to Manage Shipping Connectors & Shipping Methods in Odoo 17
How to Manage Shipping Connectors & Shipping Methods in Odoo 17
Celine George
 
SD_Integrating 21st Century Skills in Classroom-based Assessment.pptx
SD_Integrating 21st Century Skills in Classroom-based Assessment.pptxSD_Integrating 21st Century Skills in Classroom-based Assessment.pptx
SD_Integrating 21st Century Skills in Classroom-based Assessment.pptx
elwoodprias1
 
matatag curriculum education for Kindergarten
matatag curriculum education for Kindergartenmatatag curriculum education for Kindergarten
matatag curriculum education for Kindergarten
SarahAlie1
 
Power of Ignored Skills: Change the Way You Think and Decide by Manoj Tripathi
Power of Ignored Skills: Change the Way You Think and Decide by Manoj TripathiPower of Ignored Skills: Change the Way You Think and Decide by Manoj Tripathi
Power of Ignored Skills: Change the Way You Think and Decide by Manoj Tripathi
Pankaj523992
 
How to Create a New Article in Knowledge App in Odoo 17
How to Create a New Article in Knowledge App in Odoo 17How to Create a New Article in Knowledge App in Odoo 17
How to Create a New Article in Knowledge App in Odoo 17
Celine George
 
NAEYC Code of Ethical Conduct Resource Book
NAEYC Code of Ethical Conduct Resource BookNAEYC Code of Ethical Conduct Resource Book
NAEYC Code of Ethical Conduct Resource Book
lakitawilson
 
Imagination in Computer Science Research
Imagination in Computer Science ResearchImagination in Computer Science Research
Imagination in Computer Science Research
Abhik Roychoudhury
 
What is Packaging of Products in Odoo 17
What is Packaging of Products in Odoo 17What is Packaging of Products in Odoo 17
What is Packaging of Products in Odoo 17
Celine George
 
Odoo 17 Events - Attendees List Scanning
Odoo 17 Events - Attendees List ScanningOdoo 17 Events - Attendees List Scanning
Odoo 17 Events - Attendees List Scanning
Celine George
 
JavaScript Interview Questions PDF By ScholarHat
JavaScript Interview  Questions PDF By ScholarHatJavaScript Interview  Questions PDF By ScholarHat
JavaScript Interview Questions PDF By ScholarHat
Scholarhat
 
formative Evaluation By Dr.Kshirsagar R.V
formative Evaluation By Dr.Kshirsagar R.Vformative Evaluation By Dr.Kshirsagar R.V
formative Evaluation By Dr.Kshirsagar R.V
DrRavindrakshirsagar1
 
Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...
Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...
Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...
Alvaro Barbosa
 
View Inheritance in Odoo 17 - Odoo 17 Slides
View Inheritance in Odoo 17 - Odoo 17  SlidesView Inheritance in Odoo 17 - Odoo 17  Slides
View Inheritance in Odoo 17 - Odoo 17 Slides
Celine George
 
1. Importance_of_reducing_postharvest_loss.pptx
1. Importance_of_reducing_postharvest_loss.pptx1. Importance_of_reducing_postharvest_loss.pptx
1. Importance_of_reducing_postharvest_loss.pptx
UmeshTimilsina1
 
Parent PD Design for Professional Development .docx
Parent PD Design for Professional Development .docxParent PD Design for Professional Development .docx
Parent PD Design for Professional Development .docx
AntonioJarligoCompra
 
modul ajar kelas x bahasa inggris 2024-2025
modul ajar kelas x bahasa inggris 2024-2025modul ajar kelas x bahasa inggris 2024-2025
modul ajar kelas x bahasa inggris 2024-2025
NurFitriah45
 
FEELINGS AND EMOTIONS INSIDE OUT MOVIE.ppt
FEELINGS AND EMOTIONS INSIDE OUT MOVIE.pptFEELINGS AND EMOTIONS INSIDE OUT MOVIE.ppt
FEELINGS AND EMOTIONS INSIDE OUT MOVIE.ppt
JenezarieTarra1
 

Recently uploaded (20)

How To Update One2many Field From OnChange of Field in Odoo 17
How To Update One2many Field From OnChange of Field in Odoo 17How To Update One2many Field From OnChange of Field in Odoo 17
How To Update One2many Field From OnChange of Field in Odoo 17
 
What is Rescue Session in Odoo 17 POS - Odoo 17 Slides
What is Rescue Session in Odoo 17 POS - Odoo 17 SlidesWhat is Rescue Session in Odoo 17 POS - Odoo 17 Slides
What is Rescue Session in Odoo 17 POS - Odoo 17 Slides
 
How to Empty a One2Many Field in Odoo 17
How to Empty a One2Many Field in Odoo 17How to Empty a One2Many Field in Odoo 17
How to Empty a One2Many Field in Odoo 17
 
How to Manage Shipping Connectors & Shipping Methods in Odoo 17
How to Manage Shipping Connectors & Shipping Methods in Odoo 17How to Manage Shipping Connectors & Shipping Methods in Odoo 17
How to Manage Shipping Connectors & Shipping Methods in Odoo 17
 
SD_Integrating 21st Century Skills in Classroom-based Assessment.pptx
SD_Integrating 21st Century Skills in Classroom-based Assessment.pptxSD_Integrating 21st Century Skills in Classroom-based Assessment.pptx
SD_Integrating 21st Century Skills in Classroom-based Assessment.pptx
 
matatag curriculum education for Kindergarten
matatag curriculum education for Kindergartenmatatag curriculum education for Kindergarten
matatag curriculum education for Kindergarten
 
Power of Ignored Skills: Change the Way You Think and Decide by Manoj Tripathi
Power of Ignored Skills: Change the Way You Think and Decide by Manoj TripathiPower of Ignored Skills: Change the Way You Think and Decide by Manoj Tripathi
Power of Ignored Skills: Change the Way You Think and Decide by Manoj Tripathi
 
How to Create a New Article in Knowledge App in Odoo 17
How to Create a New Article in Knowledge App in Odoo 17How to Create a New Article in Knowledge App in Odoo 17
How to Create a New Article in Knowledge App in Odoo 17
 
NAEYC Code of Ethical Conduct Resource Book
NAEYC Code of Ethical Conduct Resource BookNAEYC Code of Ethical Conduct Resource Book
NAEYC Code of Ethical Conduct Resource Book
 
Imagination in Computer Science Research
Imagination in Computer Science ResearchImagination in Computer Science Research
Imagination in Computer Science Research
 
What is Packaging of Products in Odoo 17
What is Packaging of Products in Odoo 17What is Packaging of Products in Odoo 17
What is Packaging of Products in Odoo 17
 
Odoo 17 Events - Attendees List Scanning
Odoo 17 Events - Attendees List ScanningOdoo 17 Events - Attendees List Scanning
Odoo 17 Events - Attendees List Scanning
 
JavaScript Interview Questions PDF By ScholarHat
JavaScript Interview  Questions PDF By ScholarHatJavaScript Interview  Questions PDF By ScholarHat
JavaScript Interview Questions PDF By ScholarHat
 
formative Evaluation By Dr.Kshirsagar R.V
formative Evaluation By Dr.Kshirsagar R.Vformative Evaluation By Dr.Kshirsagar R.V
formative Evaluation By Dr.Kshirsagar R.V
 
Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...
Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...
Benchmarking Sustainability: Neurosciences and AI Tech Research in Macau - Ke...
 
View Inheritance in Odoo 17 - Odoo 17 Slides
View Inheritance in Odoo 17 - Odoo 17  SlidesView Inheritance in Odoo 17 - Odoo 17  Slides
View Inheritance in Odoo 17 - Odoo 17 Slides
 
1. Importance_of_reducing_postharvest_loss.pptx
1. Importance_of_reducing_postharvest_loss.pptx1. Importance_of_reducing_postharvest_loss.pptx
1. Importance_of_reducing_postharvest_loss.pptx
 
Parent PD Design for Professional Development .docx
Parent PD Design for Professional Development .docxParent PD Design for Professional Development .docx
Parent PD Design for Professional Development .docx
 
modul ajar kelas x bahasa inggris 2024-2025
modul ajar kelas x bahasa inggris 2024-2025modul ajar kelas x bahasa inggris 2024-2025
modul ajar kelas x bahasa inggris 2024-2025
 
FEELINGS AND EMOTIONS INSIDE OUT MOVIE.ppt
FEELINGS AND EMOTIONS INSIDE OUT MOVIE.pptFEELINGS AND EMOTIONS INSIDE OUT MOVIE.ppt
FEELINGS AND EMOTIONS INSIDE OUT MOVIE.ppt
 

Lecture 4: Statistical Inference