SlideShare a Scribd company logo
1 of 81
Download to read offline
Life, the Universe, and Information
Processing
Pietro Michelucci, PhD
Director
Eglė Marija Ramanauskaitė
Citizen Science Coordinator
Café Scientifique
September 18, 2017
Pietro Michelucci
Overview
• A brief history of information processing
• Humans in the loop
• Convergence
PAST
PRESENT
FUTURE
A brief history of
Information Processing
BIG BANG
14 b.y.a
Time
Time
BIG BANG
14 b.y.a
EARTH
4.5 b.y.a.
Time
BIG BANG
14 b.y.a.
LIFE
3 b.y.a.
EARTH
4.5 b.y.a.
LIFE = INFORMATION PROCESSING
Reproduction
Taxis
Phototaxis
Decisional Process
Why?
What are the adaptive benefits of
increasingly sophisticated
information processing
capabilities?
What is Information?
• To be informative, it must be unexpected
• Expectations generated by predictions
• Predictions require a model
Information processors
Human Computation
Time
BIG BANG
14 b.y.a.
LIFE
3 b.y.a.
EARTH
4.5 b.y.a.
HUMAN
recently
Human Brain
• Most complex information processor
• 100 billion neurons
• A quadrillion synapses
Technology + Collective Action =
Superintelligent Machine?
Just upload and let Moore’s Law do the rest.
What if we leveraged human cognition
directly in a distributed network of humans
and machines?
Pietro Michelucci
Playing to strengths
Pietro Michelucci
Counting
Precision
Objectivity
Calculation
Persistent Storage
Data Integrity
Process Execution
Machines
25
Pietro Michelucci
Counting
Precision
Objectivity
Calculation
Persistent Storage
Data Integrity
Process Execution
Inference
Visual Perception
Linguistic Ability
Abstraction
World Knowledge
Sociocultural Awareness
Creativity
Machines Humans
26
Pietro Michelucci
Inference
Visual Perception
Linguistic Ability
Abstraction
World Knowledge
Sociocultural Awareness
Creativity
Counting
Precision
Objectivity
Calculation
Persistent Storage
Data Integrity
Process Execution
Machines Humans
27
Pietro Michelucci
Inference
Visual Perception
Linguistic Ability
Abstraction
World Knowledge
Sociocultural Awareness
Creativity
Counting
Precision
Objectivity
Calculation
Persistent Storage
Data Integrity
Process Execution
Inference
Visual Perception
Linguistic Ability
Abstraction
World Knowledge
Sociocultural Awareness
Creativity
Machines
Humans
AITimeline
28
Human labor
categories will
increasingly
narrow to include
only those abilities
that distinguish us
from machines.
Emergent
Example: query-based
syndromic surveillance
Engineered
Crowdsourced Microtasks
quid-pro-quo
Citizen Science
The Stardust Mission (NASA)
How do we locate a few micron-scale dust particles
embedded somewhere in this aerogel?
Distributed Computing Distributed Thinking
Andrew Westphal, David Anderson (U.C. Berkeley)
stardust@home August 1, 2006
TRADITIONAL	LAB	
ANALYSIS	
DECADES
Crowdsourcing	
DATA	
CROWDSOURCING	
A	FEW	YEARS
Solu%on:	Stall	Catchers
Pietro Michelucci
fold.it
44
Pietro Michelucci
Public-driven Discovery:
Green Pea Galaxies
Pietro Michelucci
Phylo
Jérôme Waldispühl – McGill University
Virtuous Ecosystem
patientslikeme.com
Problem solving at
unprecedented scales
10 people 1,000,000 people
Collective Intelligence
IQ=114IQ=134
IQ=130IQ=121
IQ=98IQ=100
IQ=95IQ=105
Group IQ=105 Group IQ=118
TEAM A TEAM B
Challenges
$50K
$1M
{
{
Massively Distributed
Problem Solving
Current
State
Goal
State
?
EXPLORE THE SOLUTION SPACE
Massively Distributed
Problem Solving
Current
State
Goal
State
Intermediate
State
Intermediate
State
Massively Distributed
Problem Solving
Current
State
Goal
State
Intermediate
State
Intermediate
State
Crowdsource:
problem abstraction, idea vetting, solution fusion
The Scientific Enterprise
H1 Methods Experiment Data Analysis Results
Methods Data (replication)
H2
H3
Analysis Results
H4
Could we engineer
superhuman intelligence?
Cognitive ArchitectureDistributed
Psychopathology of
Collective Intelligence
• Psychopathology = information processing dysfunction
• Known forms: neurosis, psychosis
• Unknown forms
• Treatments?
• (See M. Blumberg and P. Michelucci, “The Psychopathology of
Information Processing Systems,” in Handbook of Human
Computation, P. Michelucci, Ed. Springer New York, 2013, pp. 51–59.)
Pietro Michelucci
Distributed Sensing
•Collective Sensing
•People as Sensors
•Participatory Sensing
Collective Sensing
Aggregate Human Behavioral Data - “Global Pulse”
People as Sensors
Subjective Observations
Participatory Sensing
Geo-referenced Objective Data
(Machine Sensors with HumanVehicles)
Distributed Sensing
Subjective Objective
Individual
People as
Sensors
Participatory
Sensing
Aggregate Collective Sensing
Coordinated Action
Local coordination = emergent global behavior
Organismic Computing
• Shared Sensing
• Collective Reasoning
• Coordinated Action
Group Size
Simulated Augmented Reality
3 x 3 Factorial Design
Small Medium Large
Radio
Social
Organismic
Hypothesis: Augmentation increases with group size
Convergence
Interconnectedness
across space across time?
Organismic Computing
Cumulative Culture
Coevolution
9+7=16
2349413288
+2473928393
Coupled Cognitive System
Technology
“ ”
“I must flee!”
“firing…not firing…firing…”
“she loves me…she loves
me not…”
Time
BIG BANG
14 b.y.a.
LIFE
3 b.y.a.
EARTH
4.5 b.y.a.
HUMAN
recently
?
soon
Time
BIG BANG
14 b.y.a.
LIFE
3 b.y.a.
EARTH
4.5 b.y.a.
HUMAN
recently
tinyurl.com/hcconv
Michelucci, P. (2016). Human Computation and
Convergence. In W. S. Bainbridge & M. C. Roco
(Eds.), Handbook of Science and Technology
Convergence (pp. 455–474). Springer International
Publishing.
Thank you!

More Related Content

Similar to Life, the Universe & Information Processing (Café Scientifique, Vilnius)

Computational Neuroscience - The Brain - Computer Science Interface
Computational Neuroscience - The Brain - Computer Science InterfaceComputational Neuroscience - The Brain - Computer Science Interface
Computational Neuroscience - The Brain - Computer Science InterfaceChristopher Currin
 
The Future of Neuroimaging: A 3D Exploration of TBI
The Future of Neuroimaging: A 3D Exploration of TBIThe Future of Neuroimaging: A 3D Exploration of TBI
The Future of Neuroimaging: A 3D Exploration of TBIHunter Whitney
 
1 Introduction to AI.pptx
1 Introduction to AI.pptx1 Introduction to AI.pptx
1 Introduction to AI.pptxBikashAcharya13
 
Foundations of Intelligence Agents
Foundations of Intelligence AgentsFoundations of Intelligence Agents
Foundations of Intelligence Agentsmahutte
 
Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...
Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...
Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...Amit Sheth
 
The blue brain project.docx
The blue brain project.docxThe blue brain project.docx
The blue brain project.docxSadhana Singh
 
Life, the Universe, and Information Processing
Life, the Universe, and Information ProcessingLife, the Universe, and Information Processing
Life, the Universe, and Information ProcessingCrowdsourcing Week
 
Life, the Universe, and Information Processing
Life, the Universe, and Information ProcessingLife, the Universe, and Information Processing
Life, the Universe, and Information ProcessingEpi Ludvik Nekaj 宇 赫
 
Artificial intelligence introduction
Artificial intelligence introductionArtificial intelligence introduction
Artificial intelligence introductionBHAGYAPRASADBUGGE
 
OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...
OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...
OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...OpenAIRE
 
Artificial intelligent Lec 1-ai-introduction-
Artificial intelligent Lec 1-ai-introduction-Artificial intelligent Lec 1-ai-introduction-
Artificial intelligent Lec 1-ai-introduction-Taymoor Nazmy
 
Deep Learning for AI - Yoshua Bengio, Mila
Deep Learning for AI - Yoshua Bengio, MilaDeep Learning for AI - Yoshua Bengio, Mila
Deep Learning for AI - Yoshua Bengio, MilaLucidworks
 
Introduction to Artificial Intelligences
Introduction to Artificial IntelligencesIntroduction to Artificial Intelligences
Introduction to Artificial IntelligencesMeenakshi Paul
 
computer science engineering spe ialized in artificial Intelligence
computer science engineering spe ialized in artificial Intelligencecomputer science engineering spe ialized in artificial Intelligence
computer science engineering spe ialized in artificial IntelligenceKhanKhaja1
 

Similar to Life, the Universe & Information Processing (Café Scientifique, Vilnius) (20)

Computational Neuroscience - The Brain - Computer Science Interface
Computational Neuroscience - The Brain - Computer Science InterfaceComputational Neuroscience - The Brain - Computer Science Interface
Computational Neuroscience - The Brain - Computer Science Interface
 
The Future of Neuroimaging: A 3D Exploration of TBI
The Future of Neuroimaging: A 3D Exploration of TBIThe Future of Neuroimaging: A 3D Exploration of TBI
The Future of Neuroimaging: A 3D Exploration of TBI
 
1 Introduction to AI.pptx
1 Introduction to AI.pptx1 Introduction to AI.pptx
1 Introduction to AI.pptx
 
Foundations of Intelligence Agents
Foundations of Intelligence AgentsFoundations of Intelligence Agents
Foundations of Intelligence Agents
 
Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...
Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...
Smart Data for you and me: Personalized and Actionable Physical Cyber Social ...
 
The blue brain project.docx
The blue brain project.docxThe blue brain project.docx
The blue brain project.docx
 
Life, the Universe, and Information Processing
Life, the Universe, and Information ProcessingLife, the Universe, and Information Processing
Life, the Universe, and Information Processing
 
Life, the Universe, and Information Processing
Life, the Universe, and Information ProcessingLife, the Universe, and Information Processing
Life, the Universe, and Information Processing
 
Artificial intelligence introduction
Artificial intelligence introductionArtificial intelligence introduction
Artificial intelligence introduction
 
OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...
OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...
OpenAIRE-COAR conference 2014: Global collaborative neuroscience - Building t...
 
Seminar
SeminarSeminar
Seminar
 
Artificial intelligent Lec 1-ai-introduction-
Artificial intelligent Lec 1-ai-introduction-Artificial intelligent Lec 1-ai-introduction-
Artificial intelligent Lec 1-ai-introduction-
 
Future possibilities for education and learning by the year 2030
Future possibilities for education and learning by the year 2030Future possibilities for education and learning by the year 2030
Future possibilities for education and learning by the year 2030
 
Deep Learning for AI - Yoshua Bengio, Mila
Deep Learning for AI - Yoshua Bengio, MilaDeep Learning for AI - Yoshua Bengio, Mila
Deep Learning for AI - Yoshua Bengio, Mila
 
ai.ppt
ai.pptai.ppt
ai.ppt
 
ai.ppt
ai.pptai.ppt
ai.ppt
 
Introduction to Artificial Intelligences
Introduction to Artificial IntelligencesIntroduction to Artificial Intelligences
Introduction to Artificial Intelligences
 
ai.ppt
ai.pptai.ppt
ai.ppt
 
computer science engineering spe ialized in artificial Intelligence
computer science engineering spe ialized in artificial Intelligencecomputer science engineering spe ialized in artificial Intelligence
computer science engineering spe ialized in artificial Intelligence
 
ai.ppt
ai.pptai.ppt
ai.ppt
 

More from EyesOnALZ

"Stardust to Stalls" - presentation at The COINS 2017
"Stardust to Stalls" - presentation at The COINS 2017"Stardust to Stalls" - presentation at The COINS 2017
"Stardust to Stalls" - presentation at The COINS 2017EyesOnALZ
 
Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference)
Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference) Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference)
Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference) EyesOnALZ
 
2016 03-02 EyesOnALZ All-hands meeting - Stardust@home
2016 03-02 EyesOnALZ All-hands meeting - Stardust@home2016 03-02 EyesOnALZ All-hands meeting - Stardust@home
2016 03-02 EyesOnALZ All-hands meeting - Stardust@homeEyesOnALZ
 
2016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p2
2016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p22016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p2
2016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p2EyesOnALZ
 
2016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p1
2016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p12016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p1
2016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p1EyesOnALZ
 
Schaffer AD talk - WeCureALZ all-hands meeting
Schaffer AD talk - WeCureALZ all-hands meetingSchaffer AD talk - WeCureALZ all-hands meeting
Schaffer AD talk - WeCureALZ all-hands meetingEyesOnALZ
 

More from EyesOnALZ (6)

"Stardust to Stalls" - presentation at The COINS 2017
"Stardust to Stalls" - presentation at The COINS 2017"Stardust to Stalls" - presentation at The COINS 2017
"Stardust to Stalls" - presentation at The COINS 2017
 
Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference)
Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference) Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference)
Dynamic Consensus Methods of Stall Catchers (talk at CitSci2017 conference)
 
2016 03-02 EyesOnALZ All-hands meeting - Stardust@home
2016 03-02 EyesOnALZ All-hands meeting - Stardust@home2016 03-02 EyesOnALZ All-hands meeting - Stardust@home
2016 03-02 EyesOnALZ All-hands meeting - Stardust@home
 
2016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p2
2016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p22016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p2
2016 03-02 EyesOnALZ All-hands -meeting_mohammad haft_p2
 
2016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p1
2016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p12016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p1
2016 03-02 EyesOnALZ All-hands meeting_mohammad haft_p1
 
Schaffer AD talk - WeCureALZ all-hands meeting
Schaffer AD talk - WeCureALZ all-hands meetingSchaffer AD talk - WeCureALZ all-hands meeting
Schaffer AD talk - WeCureALZ all-hands meeting
 

Recently uploaded

Transposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptTransposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptArshadWarsi13
 
BUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdf
BUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdfBUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdf
BUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdfWildaNurAmalia2
 
Pests of Blackgram, greengram, cowpea_Dr.UPR.pdf
Pests of Blackgram, greengram, cowpea_Dr.UPR.pdfPests of Blackgram, greengram, cowpea_Dr.UPR.pdf
Pests of Blackgram, greengram, cowpea_Dr.UPR.pdfPirithiRaju
 
User Guide: Pulsar™ Weather Station (Columbia Weather Systems)
User Guide: Pulsar™ Weather Station (Columbia Weather Systems)User Guide: Pulsar™ Weather Station (Columbia Weather Systems)
User Guide: Pulsar™ Weather Station (Columbia Weather Systems)Columbia Weather Systems
 
Neurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trNeurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trssuser06f238
 
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.PraveenaKalaiselvan1
 
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...D. B. S. College Kanpur
 
Environmental Biotechnology Topic:- Microbial Biosensor
Environmental Biotechnology Topic:- Microbial BiosensorEnvironmental Biotechnology Topic:- Microbial Biosensor
Environmental Biotechnology Topic:- Microbial Biosensorsonawaneprad
 
Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024AyushiRastogi48
 
Good agricultural practices 3rd year bpharm. herbal drug technology .pptx
Good agricultural practices 3rd year bpharm. herbal drug technology .pptxGood agricultural practices 3rd year bpharm. herbal drug technology .pptx
Good agricultural practices 3rd year bpharm. herbal drug technology .pptxSimeonChristian
 
Harmful and Useful Microorganisms Presentation
Harmful and Useful Microorganisms PresentationHarmful and Useful Microorganisms Presentation
Harmful and Useful Microorganisms Presentationtahreemzahra82
 
Pests of jatropha_Bionomics_identification_Dr.UPR.pdf
Pests of jatropha_Bionomics_identification_Dr.UPR.pdfPests of jatropha_Bionomics_identification_Dr.UPR.pdf
Pests of jatropha_Bionomics_identification_Dr.UPR.pdfPirithiRaju
 
Functional group interconversions(oxidation reduction)
Functional group interconversions(oxidation reduction)Functional group interconversions(oxidation reduction)
Functional group interconversions(oxidation reduction)itwameryclare
 
Pests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdfPests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdfPirithiRaju
 
Topic 9- General Principles of International Law.pptx
Topic 9- General Principles of International Law.pptxTopic 9- General Principles of International Law.pptx
Topic 9- General Principles of International Law.pptxJorenAcuavera1
 
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptxTHE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptxNandakishor Bhaurao Deshmukh
 
STOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptx
STOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptxSTOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptx
STOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptxMurugaveni B
 
Behavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdfBehavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdfSELF-EXPLANATORY
 
Pests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdfPests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdfPirithiRaju
 
The dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptxThe dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptxEran Akiva Sinbar
 

Recently uploaded (20)

Transposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.pptTransposable elements in prokaryotes.ppt
Transposable elements in prokaryotes.ppt
 
BUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdf
BUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdfBUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdf
BUMI DAN ANTARIKSA PROJEK IPAS SMK KELAS X.pdf
 
Pests of Blackgram, greengram, cowpea_Dr.UPR.pdf
Pests of Blackgram, greengram, cowpea_Dr.UPR.pdfPests of Blackgram, greengram, cowpea_Dr.UPR.pdf
Pests of Blackgram, greengram, cowpea_Dr.UPR.pdf
 
User Guide: Pulsar™ Weather Station (Columbia Weather Systems)
User Guide: Pulsar™ Weather Station (Columbia Weather Systems)User Guide: Pulsar™ Weather Station (Columbia Weather Systems)
User Guide: Pulsar™ Weather Station (Columbia Weather Systems)
 
Neurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trNeurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 tr
 
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
 
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
 
Environmental Biotechnology Topic:- Microbial Biosensor
Environmental Biotechnology Topic:- Microbial BiosensorEnvironmental Biotechnology Topic:- Microbial Biosensor
Environmental Biotechnology Topic:- Microbial Biosensor
 
Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024
 
Good agricultural practices 3rd year bpharm. herbal drug technology .pptx
Good agricultural practices 3rd year bpharm. herbal drug technology .pptxGood agricultural practices 3rd year bpharm. herbal drug technology .pptx
Good agricultural practices 3rd year bpharm. herbal drug technology .pptx
 
Harmful and Useful Microorganisms Presentation
Harmful and Useful Microorganisms PresentationHarmful and Useful Microorganisms Presentation
Harmful and Useful Microorganisms Presentation
 
Pests of jatropha_Bionomics_identification_Dr.UPR.pdf
Pests of jatropha_Bionomics_identification_Dr.UPR.pdfPests of jatropha_Bionomics_identification_Dr.UPR.pdf
Pests of jatropha_Bionomics_identification_Dr.UPR.pdf
 
Functional group interconversions(oxidation reduction)
Functional group interconversions(oxidation reduction)Functional group interconversions(oxidation reduction)
Functional group interconversions(oxidation reduction)
 
Pests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdfPests of Bengal gram_Identification_Dr.UPR.pdf
Pests of Bengal gram_Identification_Dr.UPR.pdf
 
Topic 9- General Principles of International Law.pptx
Topic 9- General Principles of International Law.pptxTopic 9- General Principles of International Law.pptx
Topic 9- General Principles of International Law.pptx
 
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptxTHE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
THE ROLE OF PHARMACOGNOSY IN TRADITIONAL AND MODERN SYSTEM OF MEDICINE.pptx
 
STOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptx
STOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptxSTOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptx
STOPPED FLOW METHOD & APPLICATION MURUGAVENI B.pptx
 
Behavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdfBehavioral Disorder: Schizophrenia & it's Case Study.pdf
Behavioral Disorder: Schizophrenia & it's Case Study.pdf
 
Pests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdfPests of castor_Binomics_Identification_Dr.UPR.pdf
Pests of castor_Binomics_Identification_Dr.UPR.pdf
 
The dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptxThe dark energy paradox leads to a new structure of spacetime.pptx
The dark energy paradox leads to a new structure of spacetime.pptx
 

Life, the Universe & Information Processing (Café Scientifique, Vilnius)