SlideShare a Scribd company logo
Computer Application For
Biological Research

Chakard Chalayut (molecularck)
Laboratory of Molecular Virology
Institute of Molecular Biology & Genetics
Mahidol University
A little bit about myself.

 Bachelor degree in Microbiology at Microbiology
 Department, Science Faculty, KMUTT
 Now. Master degree in Molecular Biology & Genetics at
 Institute of Molecular Biology & Genetics, Mahidol
 University.
Imagine ! how does the cell
big?
Data storage in cell
DNA
How does the data
transfer ?
So we need to know how the information go from DNA
to protein.
  Which region is the coding sequence?
  What is the remain in the DNA?
  How does the protein work?
  ETC
The important of Computer
in Biology Research


  Human Genome Project (HGP)
What we got from HGP
Sequence of all genetic information.
Maps and Landmarks in Genome
Expressed Sequence
DNA markers
Variation of genome
Bioinformatic tools
Next of HGP
Transcriptomics
Proteomics
Functional Genomics
Animal Model Study
Gene Therapy
Computational Genomics
Computational Genomics

Is an interdisciplinary field that applies the techniques of
computer science, applied mathematics, and statistics
to address problems inspired by biology. Major fields in
biology that use computational techniques.
Computational Genomics
Bioinformatics
Computational Genomics
Bioinformatics
Computational Genomics
Computational Biomodeling
the reverse transcriptase enzyme of the
  HIV-I virus with a molecular model of
 an inhibitor drug compound bound to
     the enzyme's receptor pocket.
Computational Genomics
 Molecular Modelling
PyMol




 VMD
Computational Genomics
Systems biology
 new biological study field that focuses on the
 systematic study of complex interactions in biological
 systems

    Transcriptomics              Glycomics
    Proteomics                   Fluxomics
    Interactomics                Metabolomics
Computational Genomics
Protein structure prediction and structural genomics

Protein Purification
Crystallization
X-ray Crystallography
Analyses

Protein Structure
For Thailand

We have BIOTECH as a leader for Computational
Genomics development.
The problem for biology
research from my experience.

 No background knowledge of computer.
 Don’t have the easy and free tools to use. (especially
 Thai tools)
Most of the free biology computer tools are in UNIX but
most biological scientist didn’t know what is UNIX until
Master degree!!! (Someone in Doctor Degree)
Most of biology science student didn’t study UNIX or
biology tool but the University let they study Pascal or
Dos and we don’t know how this program involve in
biology research.
The science student in Thailand must learn some
bioinformatics or computational biology for research the
tools for biology research.
Thank you for your attention.

More Related Content

What's hot

TrEMBL
TrEMBLTrEMBL
SEQUENCE ANALYSIS
SEQUENCE ANALYSISSEQUENCE ANALYSIS
SEQUENCE ANALYSIS
prashant tripathi
 
NCBI National Center for Biotechnology Information
NCBI National Center for Biotechnology InformationNCBI National Center for Biotechnology Information
NCBI National Center for Biotechnology Information
Thapar Institute of Engineering & Technology, Patiala, Punjab, India
 
European molecular biology laboratory (EMBL)
European molecular biology laboratory (EMBL)European molecular biology laboratory (EMBL)
European molecular biology laboratory (EMBL)
Hafiz Muhammad Zeeshan Raza
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
Bivek Rai
 
Introduction OF BIOLOGICAL DATABASE
Introduction OF BIOLOGICAL DATABASEIntroduction OF BIOLOGICAL DATABASE
Introduction OF BIOLOGICAL DATABASE
PrashantSharma807
 
Major databases in bioinformatics
Major databases in bioinformaticsMajor databases in bioinformatics
Major databases in bioinformatics
Vidya Kalaivani Rajkumar
 
Swiss PROT
Swiss PROT Swiss PROT
An Introduction to Genomics
An Introduction to GenomicsAn Introduction to Genomics
An Introduction to Genomics
Dr NEETHU ASOKAN
 
Bioinformatics
BioinformaticsBioinformatics
GENOMICS AND BIOINFORMATICS
GENOMICS AND BIOINFORMATICSGENOMICS AND BIOINFORMATICS
GENOMICS AND BIOINFORMATICS
sandeshGM
 
Analysis of nucleic acid
Analysis of nucleic acidAnalysis of nucleic acid
Nucleic Acid Sequence databases
Nucleic Acid Sequence databasesNucleic Acid Sequence databases
Nucleic Acid Sequence databases
Pranavathiyani G
 
Bioinformatics
BioinformaticsBioinformatics
Entrez databases
Entrez databasesEntrez databases
Entrez databases
Hafiz Muhammad Zeeshan Raza
 
History and devolopment of bioinfomatics.ppt (1)
History and devolopment of bioinfomatics.ppt (1)History and devolopment of bioinfomatics.ppt (1)
History and devolopment of bioinfomatics.ppt (1)
Madan Kumar Ca
 
Applications of bioinformatics
Applications of bioinformaticsApplications of bioinformatics
Applications of bioinformatics
Sudha Rameshwari
 
Genomics and bioinformatics
Genomics and bioinformatics Genomics and bioinformatics
Genomics and bioinformatics Senthil Natesan
 
Database Searching
Database SearchingDatabase Searching
Database Searching
Meghaj Mallick
 
EMBL
EMBLEMBL

What's hot (20)

TrEMBL
TrEMBLTrEMBL
TrEMBL
 
SEQUENCE ANALYSIS
SEQUENCE ANALYSISSEQUENCE ANALYSIS
SEQUENCE ANALYSIS
 
NCBI National Center for Biotechnology Information
NCBI National Center for Biotechnology InformationNCBI National Center for Biotechnology Information
NCBI National Center for Biotechnology Information
 
European molecular biology laboratory (EMBL)
European molecular biology laboratory (EMBL)European molecular biology laboratory (EMBL)
European molecular biology laboratory (EMBL)
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
Introduction OF BIOLOGICAL DATABASE
Introduction OF BIOLOGICAL DATABASEIntroduction OF BIOLOGICAL DATABASE
Introduction OF BIOLOGICAL DATABASE
 
Major databases in bioinformatics
Major databases in bioinformaticsMajor databases in bioinformatics
Major databases in bioinformatics
 
Swiss PROT
Swiss PROT Swiss PROT
Swiss PROT
 
An Introduction to Genomics
An Introduction to GenomicsAn Introduction to Genomics
An Introduction to Genomics
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
GENOMICS AND BIOINFORMATICS
GENOMICS AND BIOINFORMATICSGENOMICS AND BIOINFORMATICS
GENOMICS AND BIOINFORMATICS
 
Analysis of nucleic acid
Analysis of nucleic acidAnalysis of nucleic acid
Analysis of nucleic acid
 
Nucleic Acid Sequence databases
Nucleic Acid Sequence databasesNucleic Acid Sequence databases
Nucleic Acid Sequence databases
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
Entrez databases
Entrez databasesEntrez databases
Entrez databases
 
History and devolopment of bioinfomatics.ppt (1)
History and devolopment of bioinfomatics.ppt (1)History and devolopment of bioinfomatics.ppt (1)
History and devolopment of bioinfomatics.ppt (1)
 
Applications of bioinformatics
Applications of bioinformaticsApplications of bioinformatics
Applications of bioinformatics
 
Genomics and bioinformatics
Genomics and bioinformatics Genomics and bioinformatics
Genomics and bioinformatics
 
Database Searching
Database SearchingDatabase Searching
Database Searching
 
EMBL
EMBLEMBL
EMBL
 

Viewers also liked

Role of Statistics in Scientific Research
Role of Statistics in Scientific ResearchRole of Statistics in Scientific Research
Role of Statistics in Scientific Research
Varuna Harshana
 
Role of computers in research
Role of computers in researchRole of computers in research
Role of computers in researchSaravana Kumar
 
Enzyme Annotation using Conditional Ranking Algorithms
Enzyme Annotation using Conditional Ranking AlgorithmsEnzyme Annotation using Conditional Ranking Algorithms
Enzyme Annotation using Conditional Ranking Algorithms
Michiel Stock
 
A biologist in e-Science
A biologist in e-ScienceA biologist in e-Science
A biologist in e-Science
Leiden University Medical Center
 
Role of computers in drug design1
Role of computers in drug design1Role of computers in drug design1
Role of computers in drug design1
Ankit Tiwari
 
In-Silico Drug Designing Approach
In-Silico Drug Designing ApproachIn-Silico Drug Designing Approach
In-Silico Drug Designing Approachguest14961b
 
Bioinformatics in Gene Research
Bioinformatics in Gene ResearchBioinformatics in Gene Research
Bioinformatics in Gene Research
Dan Gaston
 
CSCI6530: Library Instruction for Research Methods in Computer Science
CSCI6530: Library Instruction for Research Methods in Computer ScienceCSCI6530: Library Instruction for Research Methods in Computer Science
CSCI6530: Library Instruction for Research Methods in Computer Science
ciakov
 
The role-of-digital-in-tv articles (1) (1)
The role-of-digital-in-tv articles (1) (1)The role-of-digital-in-tv articles (1) (1)
The role-of-digital-in-tv articles (1) (1)Greg Sterling
 
Using A FInancial Calculator
Using A FInancial CalculatorUsing A FInancial Calculator
Using A FInancial Calculator
How To Be A Stock Market Player
 
Website worth calculator
Website worth calculatorWebsite worth calculator
Website worth calculator
Alpha Click
 
The research project slide show 2
The research project slide show 2The research project slide show 2
The research project slide show 2lesleywalters3333
 
Expo Canitec 2010, Digital TV Transition and ...
Expo Canitec 2010, Digital TV Transition and ...Expo Canitec 2010, Digital TV Transition and ...
Expo Canitec 2010, Digital TV Transition and ...
Expo Canitec
 
Computer and information research scientists
Computer and information research scientistsComputer and information research scientists
Computer and information research scientists
isabel valle
 
Mini research computer game based
Mini research computer game basedMini research computer game based
Mini research computer game based
Ayuni Abdullah
 
Fingerprint scanner (nitish ranjan)
Fingerprint scanner (nitish ranjan)Fingerprint scanner (nitish ranjan)
Fingerprint scanner (nitish ranjan)
Nitish Ranjan
 
Future Mobile Research
Future Mobile ResearchFuture Mobile Research
Future Mobile Research
Pulsar Platform
 

Viewers also liked (20)

Biological computers
Biological computersBiological computers
Biological computers
 
Role of Statistics in Scientific Research
Role of Statistics in Scientific ResearchRole of Statistics in Scientific Research
Role of Statistics in Scientific Research
 
Role of computers in research
Role of computers in researchRole of computers in research
Role of computers in research
 
Types of Research
Types of ResearchTypes of Research
Types of Research
 
Enzyme Annotation using Conditional Ranking Algorithms
Enzyme Annotation using Conditional Ranking AlgorithmsEnzyme Annotation using Conditional Ranking Algorithms
Enzyme Annotation using Conditional Ranking Algorithms
 
A biologist in e-Science
A biologist in e-ScienceA biologist in e-Science
A biologist in e-Science
 
Role of computers in drug design1
Role of computers in drug design1Role of computers in drug design1
Role of computers in drug design1
 
In-Silico Drug Designing Approach
In-Silico Drug Designing ApproachIn-Silico Drug Designing Approach
In-Silico Drug Designing Approach
 
Bioinformatics in Gene Research
Bioinformatics in Gene ResearchBioinformatics in Gene Research
Bioinformatics in Gene Research
 
CSCI6530: Library Instruction for Research Methods in Computer Science
CSCI6530: Library Instruction for Research Methods in Computer ScienceCSCI6530: Library Instruction for Research Methods in Computer Science
CSCI6530: Library Instruction for Research Methods in Computer Science
 
The role-of-digital-in-tv articles (1) (1)
The role-of-digital-in-tv articles (1) (1)The role-of-digital-in-tv articles (1) (1)
The role-of-digital-in-tv articles (1) (1)
 
Using A FInancial Calculator
Using A FInancial CalculatorUsing A FInancial Calculator
Using A FInancial Calculator
 
Website worth calculator
Website worth calculatorWebsite worth calculator
Website worth calculator
 
Finer print scanner
Finer print scannerFiner print scanner
Finer print scanner
 
The research project slide show 2
The research project slide show 2The research project slide show 2
The research project slide show 2
 
Expo Canitec 2010, Digital TV Transition and ...
Expo Canitec 2010, Digital TV Transition and ...Expo Canitec 2010, Digital TV Transition and ...
Expo Canitec 2010, Digital TV Transition and ...
 
Computer and information research scientists
Computer and information research scientistsComputer and information research scientists
Computer and information research scientists
 
Mini research computer game based
Mini research computer game basedMini research computer game based
Mini research computer game based
 
Fingerprint scanner (nitish ranjan)
Fingerprint scanner (nitish ranjan)Fingerprint scanner (nitish ranjan)
Fingerprint scanner (nitish ranjan)
 
Future Mobile Research
Future Mobile ResearchFuture Mobile Research
Future Mobile Research
 

Similar to Computer for Biological Research

Bioinformatica 29-09-2011-t1-bioinformatics
Bioinformatica 29-09-2011-t1-bioinformaticsBioinformatica 29-09-2011-t1-bioinformatics
Bioinformatica 29-09-2011-t1-bioinformatics
Prof. Wim Van Criekinge
 
Synthetic biology, Artificial intelligence, quantum computing - in genetics
Synthetic biology, Artificial intelligence, quantum computing - in geneticsSynthetic biology, Artificial intelligence, quantum computing - in genetics
Synthetic biology, Artificial intelligence, quantum computing - in genetics
SUMESHM13
 
Genetic prediction using Machine Learning Techniques .pptx
Genetic prediction using Machine Learning Techniques .pptxGenetic prediction using Machine Learning Techniques .pptx
Genetic prediction using Machine Learning Techniques .pptx
HabtamuAyenew4
 
introduction of Bioinformatics
introduction of Bioinformaticsintroduction of Bioinformatics
introduction of Bioinformatics
VinaKhan1
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
Promila Sharan
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
Amna Jalil
 
2015 04 22_time_labs_shared
2015 04 22_time_labs_shared2015 04 22_time_labs_shared
2015 04 22_time_labs_shared
Prof. Wim Van Criekinge
 
Louisiana Biomedical Research Network - Fall 2020 Bioinformatics Program Ove...
Louisiana Biomedical Research Network -  Fall 2020 Bioinformatics Program Ove...Louisiana Biomedical Research Network -  Fall 2020 Bioinformatics Program Ove...
Louisiana Biomedical Research Network - Fall 2020 Bioinformatics Program Ove...
Elia Brodsky
 
What_is_Bioinformatics_Dr_Sudha.pdf
What_is_Bioinformatics_Dr_Sudha.pdfWhat_is_Bioinformatics_Dr_Sudha.pdf
What_is_Bioinformatics_Dr_Sudha.pdf
VishwanathAvanti
 
bioinfo_00-introduction.ppt
bioinfo_00-introduction.pptbioinfo_00-introduction.ppt
bioinfo_00-introduction.ppt
Ammr2
 
Bioinformatics relevance with biotechnology
Bioinformatics relevance with biotechnologyBioinformatics relevance with biotechnology
Bioinformatics relevance with biotechnology
KAUSHAL SAHU
 
Bioinformatics Software
Bioinformatics SoftwareBioinformatics Software
Bioinformatics Software
university of education,Lahore
 
Introduction to Bioinformatics-1.pdf
Introduction to Bioinformatics-1.pdfIntroduction to Bioinformatics-1.pdf
Introduction to Bioinformatics-1.pdf
kigaruantony
 
Introduction to Bioinformatics: Part 1
Introduction to Bioinformatics: Part 1Introduction to Bioinformatics: Part 1
Introduction to Bioinformatics: Part 1
AhmedAbdElMoniem35
 
Bioinformatics—an introduction for computer scientists
Bioinformatics—an introduction for computer scientistsBioinformatics—an introduction for computer scientists
Bioinformatics—an introduction for computer scientistsunyil96
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
HemantAlhat1
 
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docxBioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
richardnorman90310
 
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docxBioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
jasoninnes20
 
Bioinformatics Course at Indian Biosciences and Research Institute
Bioinformatics Course at Indian Biosciences and Research InstituteBioinformatics Course at Indian Biosciences and Research Institute
Bioinformatics Course at Indian Biosciences and Research Institute
ajay vishwakrma
 
Lecture 1 Introduction to Bioinformatics BCH 433.ppt
Lecture 1 Introduction to Bioinformatics BCH 433.pptLecture 1 Introduction to Bioinformatics BCH 433.ppt
Lecture 1 Introduction to Bioinformatics BCH 433.ppt
KelechiChukwuemeka
 

Similar to Computer for Biological Research (20)

Bioinformatica 29-09-2011-t1-bioinformatics
Bioinformatica 29-09-2011-t1-bioinformaticsBioinformatica 29-09-2011-t1-bioinformatics
Bioinformatica 29-09-2011-t1-bioinformatics
 
Synthetic biology, Artificial intelligence, quantum computing - in genetics
Synthetic biology, Artificial intelligence, quantum computing - in geneticsSynthetic biology, Artificial intelligence, quantum computing - in genetics
Synthetic biology, Artificial intelligence, quantum computing - in genetics
 
Genetic prediction using Machine Learning Techniques .pptx
Genetic prediction using Machine Learning Techniques .pptxGenetic prediction using Machine Learning Techniques .pptx
Genetic prediction using Machine Learning Techniques .pptx
 
introduction of Bioinformatics
introduction of Bioinformaticsintroduction of Bioinformatics
introduction of Bioinformatics
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
2015 04 22_time_labs_shared
2015 04 22_time_labs_shared2015 04 22_time_labs_shared
2015 04 22_time_labs_shared
 
Louisiana Biomedical Research Network - Fall 2020 Bioinformatics Program Ove...
Louisiana Biomedical Research Network -  Fall 2020 Bioinformatics Program Ove...Louisiana Biomedical Research Network -  Fall 2020 Bioinformatics Program Ove...
Louisiana Biomedical Research Network - Fall 2020 Bioinformatics Program Ove...
 
What_is_Bioinformatics_Dr_Sudha.pdf
What_is_Bioinformatics_Dr_Sudha.pdfWhat_is_Bioinformatics_Dr_Sudha.pdf
What_is_Bioinformatics_Dr_Sudha.pdf
 
bioinfo_00-introduction.ppt
bioinfo_00-introduction.pptbioinfo_00-introduction.ppt
bioinfo_00-introduction.ppt
 
Bioinformatics relevance with biotechnology
Bioinformatics relevance with biotechnologyBioinformatics relevance with biotechnology
Bioinformatics relevance with biotechnology
 
Bioinformatics Software
Bioinformatics SoftwareBioinformatics Software
Bioinformatics Software
 
Introduction to Bioinformatics-1.pdf
Introduction to Bioinformatics-1.pdfIntroduction to Bioinformatics-1.pdf
Introduction to Bioinformatics-1.pdf
 
Introduction to Bioinformatics: Part 1
Introduction to Bioinformatics: Part 1Introduction to Bioinformatics: Part 1
Introduction to Bioinformatics: Part 1
 
Bioinformatics—an introduction for computer scientists
Bioinformatics—an introduction for computer scientistsBioinformatics—an introduction for computer scientists
Bioinformatics—an introduction for computer scientists
 
Bioinformatics
BioinformaticsBioinformatics
Bioinformatics
 
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docxBioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
 
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docxBioinformaticsPurpose Bioinformatics is the combination of comp.docx
BioinformaticsPurpose Bioinformatics is the combination of comp.docx
 
Bioinformatics Course at Indian Biosciences and Research Institute
Bioinformatics Course at Indian Biosciences and Research InstituteBioinformatics Course at Indian Biosciences and Research Institute
Bioinformatics Course at Indian Biosciences and Research Institute
 
Lecture 1 Introduction to Bioinformatics BCH 433.ppt
Lecture 1 Introduction to Bioinformatics BCH 433.pptLecture 1 Introduction to Bioinformatics BCH 433.ppt
Lecture 1 Introduction to Bioinformatics BCH 433.ppt
 

More from Chakard Chalayut

Data and personality introducing psychologic
Data and personality introducing psychologic Data and personality introducing psychologic
Data and personality introducing psychologic
Chakard Chalayut
 
The power of user psychology and behaviour
The power of user psychology and behaviourThe power of user psychology and behaviour
The power of user psychology and behaviour
Chakard Chalayut
 
Innovation-Marketing for Sustainability
Innovation-Marketing for Sustainability Innovation-Marketing for Sustainability
Innovation-Marketing for Sustainability
Chakard Chalayut
 
Art & Science of Viral Video in Digital Marketing
Art & Science of Viral Video in Digital Marketing Art & Science of Viral Video in Digital Marketing
Art & Science of Viral Video in Digital Marketing
Chakard Chalayut
 
Marketing Trend from Global
Marketing Trend from Global Marketing Trend from Global
Marketing Trend from Global
Chakard Chalayut
 
Digital media 2018
Digital media 2018Digital media 2018
Digital media 2018
Chakard Chalayut
 
about SXSW 2018 in AI topic
about SXSW 2018 in AI topicabout SXSW 2018 in AI topic
about SXSW 2018 in AI topic
Chakard Chalayut
 
World of chaos
World of chaosWorld of chaos
World of chaos
Chakard Chalayut
 
Total Experience Journey Management
Total Experience Journey Management Total Experience Journey Management
Total Experience Journey Management
Chakard Chalayut
 
Can we predict human future with data
Can we predict human future with dataCan we predict human future with data
Can we predict human future with data
Chakard Chalayut
 
End of content era, Long live the Human Experience
End of content era, Long live the Human Experience End of content era, Long live the Human Experience
End of content era, Long live the Human Experience
Chakard Chalayut
 
What da heck is Digital marketing?
What da heck is Digital marketing?What da heck is Digital marketing?
What da heck is Digital marketing?
Chakard Chalayut
 
Scratch 2 Social Media
Scratch 2 Social Media Scratch 2 Social Media
Scratch 2 Social Media
Chakard Chalayut
 
Scratch to Social Media
Scratch to Social Media Scratch to Social Media
Scratch to Social Media
Chakard Chalayut
 
Social Media Marketing For Biotech and Pharmaceutical Industry
Social Media Marketing For Biotech and Pharmaceutical Industry Social Media Marketing For Biotech and Pharmaceutical Industry
Social Media Marketing For Biotech and Pharmaceutical Industry
Chakard Chalayut
 
Social Media for non profit
Social Media for non profitSocial Media for non profit
Social Media for non profit
Chakard Chalayut
 
Social media CRM
Social media CRMSocial media CRM
Social media CRM
Chakard Chalayut
 
Thinkcamp
ThinkcampThinkcamp
Thinkcamp
Chakard Chalayut
 
Evaluation 3
Evaluation 3Evaluation 3
Evaluation 3
Chakard Chalayut
 
How To Get The Girlfriend Barcampbangkok2
How To Get The Girlfriend Barcampbangkok2How To Get The Girlfriend Barcampbangkok2
How To Get The Girlfriend Barcampbangkok2
Chakard Chalayut
 

More from Chakard Chalayut (20)

Data and personality introducing psychologic
Data and personality introducing psychologic Data and personality introducing psychologic
Data and personality introducing psychologic
 
The power of user psychology and behaviour
The power of user psychology and behaviourThe power of user psychology and behaviour
The power of user psychology and behaviour
 
Innovation-Marketing for Sustainability
Innovation-Marketing for Sustainability Innovation-Marketing for Sustainability
Innovation-Marketing for Sustainability
 
Art & Science of Viral Video in Digital Marketing
Art & Science of Viral Video in Digital Marketing Art & Science of Viral Video in Digital Marketing
Art & Science of Viral Video in Digital Marketing
 
Marketing Trend from Global
Marketing Trend from Global Marketing Trend from Global
Marketing Trend from Global
 
Digital media 2018
Digital media 2018Digital media 2018
Digital media 2018
 
about SXSW 2018 in AI topic
about SXSW 2018 in AI topicabout SXSW 2018 in AI topic
about SXSW 2018 in AI topic
 
World of chaos
World of chaosWorld of chaos
World of chaos
 
Total Experience Journey Management
Total Experience Journey Management Total Experience Journey Management
Total Experience Journey Management
 
Can we predict human future with data
Can we predict human future with dataCan we predict human future with data
Can we predict human future with data
 
End of content era, Long live the Human Experience
End of content era, Long live the Human Experience End of content era, Long live the Human Experience
End of content era, Long live the Human Experience
 
What da heck is Digital marketing?
What da heck is Digital marketing?What da heck is Digital marketing?
What da heck is Digital marketing?
 
Scratch 2 Social Media
Scratch 2 Social Media Scratch 2 Social Media
Scratch 2 Social Media
 
Scratch to Social Media
Scratch to Social Media Scratch to Social Media
Scratch to Social Media
 
Social Media Marketing For Biotech and Pharmaceutical Industry
Social Media Marketing For Biotech and Pharmaceutical Industry Social Media Marketing For Biotech and Pharmaceutical Industry
Social Media Marketing For Biotech and Pharmaceutical Industry
 
Social Media for non profit
Social Media for non profitSocial Media for non profit
Social Media for non profit
 
Social media CRM
Social media CRMSocial media CRM
Social media CRM
 
Thinkcamp
ThinkcampThinkcamp
Thinkcamp
 
Evaluation 3
Evaluation 3Evaluation 3
Evaluation 3
 
How To Get The Girlfriend Barcampbangkok2
How To Get The Girlfriend Barcampbangkok2How To Get The Girlfriend Barcampbangkok2
How To Get The Girlfriend Barcampbangkok2
 

Recently uploaded

Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Aggregage
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
BookNet Canada
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Paige Cruz
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance
 
UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5
DianaGray10
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
Free Complete Python - A step towards Data Science
Free Complete Python - A step towards Data ScienceFree Complete Python - A step towards Data Science
Free Complete Python - A step towards Data Science
RinaMondal9
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
Laura Byrne
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
sonjaschweigert1
 
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
Neo4j
 
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
Neo4j
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
Uni Systems S.M.S.A.
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
ControlCase
 
Pushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 daysPushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 days
Adtran
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
KatiaHIMEUR1
 
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdf
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdfSAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdf
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdf
Peter Spielvogel
 
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
DanBrown980551
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
Kari Kakkonen
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
Ana-Maria Mihalceanu
 

Recently uploaded (20)

Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
 
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...Transcript: Selling digital books in 2024: Insights from industry leaders - T...
Transcript: Selling digital books in 2024: Insights from industry leaders - T...
 
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfObservability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdf
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
 
UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
Free Complete Python - A step towards Data Science
Free Complete Python - A step towards Data ScienceFree Complete Python - A step towards Data Science
Free Complete Python - A step towards Data Science
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
 
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
GraphSummit Singapore | Enhancing Changi Airport Group's Passenger Experience...
 
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...
 
Microsoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdfMicrosoft - Power Platform_G.Aspiotis.pdf
Microsoft - Power Platform_G.Aspiotis.pdf
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
 
PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
 
Pushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 daysPushing the limits of ePRTC: 100ns holdover for 100 days
Pushing the limits of ePRTC: 100ns holdover for 100 days
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
 
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdf
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdfSAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdf
SAP Sapphire 2024 - ASUG301 building better apps with SAP Fiori.pdf
 
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...
 
Climate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing DaysClimate Impact of Software Testing at Nordic Testing Days
Climate Impact of Software Testing at Nordic Testing Days
 
Monitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR EventsMonitoring Java Application Security with JDK Tools and JFR Events
Monitoring Java Application Security with JDK Tools and JFR Events
 

Computer for Biological Research