SlideShare a Scribd company logo
iMLSE Discussions
Hiroshi Maruyama
PFN Fellow
2
What is Deep Learning? – A (Stateless) Function
Y = f(X)X Y
Very high-
dimensional, any
combination of
continuous and
categorial variables
Low-dimensional for
classification, very
high-dimensional
for generation
3
Example: Converting Celsius to Fahrenheit
Hiroshi Maruyama
double c2f(double c) {
return 1.8*c + 32.0;
}
Input: C
Output: F
Where F is Fahrenheit
equivalent of C in Celsius
Requirements
Algorithm
F = 1.8 * C + 32Model
A Priori
Knowledge
Model must be know in advance, and
Algorithm must be constructible
Training Data Set
Observation
Training(search for parameter θ)
No knowledge on model or algorithm is required!
Alternative Approach – Data-Driven, Inductive Programming
(aka Statistical Modeling)
5
Deep Neural Net as a Universal Computing Mechanism
⚫ Very large number of parameters
⚫ Can approximate ANY high-
dimensional function*
➔ Pseudo Turing Complete!
Output
Input
* G. Cybenko. Approximations by superpositions
of sigmoidal functions. Mathematics of Control,
Signals, and Systems, 2(4):303–314, 1989.
Maruyama’s Conjecture:
In 2020, more than half of newly developed software have
inductively-trained components
This is the largest paradigm shift since the inventin of digital computer!
https://medium.com/@mijordan3/artificial-intelligence-the-revolution-hasnt-happened-yet-5e1d5812e1e7
The need for new engineering descipline
What is engineering?
Theories(e.g.,
structure)
* Safety Factor
New technology is accepted by the society only after it becomes engineering descipline
Civil Engineering Handbook, p999
Why do we trust bridges? Because of the accumulated knowledge
called Civil Engineering
9
What are the SE concepts that can be brought into the ML world?
⚫ Testing
— Covarage
— Regression
⚫ Invariance
⚫ Reuse
⚫ :
10
Thank You
Twitter: @maruyama

More Related Content

What's hot

Analysis of algo
Analysis of algoAnalysis of algo
Analysis of algo
Sandeep Bhargava
 
Data Applied: Clustering
Data Applied: ClusteringData Applied: Clustering
Data Applied: Clustering
DataminingTools Inc
 
COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4
COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4
COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4
Voffelarin
 
Matrix operations in MATLAB
Matrix operations in MATLABMatrix operations in MATLAB
Matrix operations in MATLAB
Saloni Singhal
 
Matlab Files
Matlab FilesMatlab Files
Matlab Files
Saloni Singhal
 
INTRODUCTION TO DATA STRUCTURE - CS SIMPLE
INTRODUCTION TO DATA STRUCTURE - CS SIMPLEINTRODUCTION TO DATA STRUCTURE - CS SIMPLE
INTRODUCTION TO DATA STRUCTURE - CS SIMPLE
CS Simple education
 
Mcs 10 104 compiler design dec 2014
Mcs 10 104 compiler design dec 2014Mcs 10 104 compiler design dec 2014
Mcs 10 104 compiler design dec 2014
Sreeju Sree
 
I. AO* SEARCH ALGORITHM
I. AO* SEARCH ALGORITHMI. AO* SEARCH ALGORITHM
I. AO* SEARCH ALGORITHM
vikas dhakane
 
Review of basic data structures
Review of basic data structuresReview of basic data structures
Review of basic data structures
Deepa Rani
 
Beginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeks
Beginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeksBeginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeks
Beginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeks
JinTaek Seo
 
First Partial Review
First Partial ReviewFirst Partial Review
First Partial Review
Carlos Vázquez
 
Basic Traversal and Search Techniques
Basic Traversal and Search TechniquesBasic Traversal and Search Techniques
Basic Traversal and Search Techniques
SVijaylakshmi
 
Basic Traversal and Search Techniques
Basic Traversal and Search TechniquesBasic Traversal and Search Techniques
Basic Traversal and Search Techniques
SVijaylakshmi
 
Convolution
ConvolutionConvolution
Convolution
Sadia Shachi
 
Algorithm lecture Dynamic programming
Algorithm lecture Dynamic programmingAlgorithm lecture Dynamic programming
Algorithm lecture Dynamic programming
rabiul souvon
 
Fake coin problem(analysis)
Fake coin problem(analysis)Fake coin problem(analysis)
Fake coin problem(analysis)
Gem WeBlog
 
Alg II 2-7 Transformations
Alg II 2-7 TransformationsAlg II 2-7 Transformations
Alg II 2-7 Transformations
jtentinger
 
Correlation
CorrelationCorrelation
Correlation
Sadia Shachi
 
And or graph problem reduction using predicate logic
And or graph problem reduction using predicate logicAnd or graph problem reduction using predicate logic
And or graph problem reduction using predicate logic
Mohanlal Sukhadia University (MLSU)
 

What's hot (19)

Analysis of algo
Analysis of algoAnalysis of algo
Analysis of algo
 
Data Applied: Clustering
Data Applied: ClusteringData Applied: Clustering
Data Applied: Clustering
 
COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4
COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4
COLLEGE OF COMPUTING AND INFORMATICS Assignment – 4
 
Matrix operations in MATLAB
Matrix operations in MATLABMatrix operations in MATLAB
Matrix operations in MATLAB
 
Matlab Files
Matlab FilesMatlab Files
Matlab Files
 
INTRODUCTION TO DATA STRUCTURE - CS SIMPLE
INTRODUCTION TO DATA STRUCTURE - CS SIMPLEINTRODUCTION TO DATA STRUCTURE - CS SIMPLE
INTRODUCTION TO DATA STRUCTURE - CS SIMPLE
 
Mcs 10 104 compiler design dec 2014
Mcs 10 104 compiler design dec 2014Mcs 10 104 compiler design dec 2014
Mcs 10 104 compiler design dec 2014
 
I. AO* SEARCH ALGORITHM
I. AO* SEARCH ALGORITHMI. AO* SEARCH ALGORITHM
I. AO* SEARCH ALGORITHM
 
Review of basic data structures
Review of basic data structuresReview of basic data structures
Review of basic data structures
 
Beginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeks
Beginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeksBeginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeks
Beginning direct3d gameprogrammingmath02_logarithm_20160324_jintaeks
 
First Partial Review
First Partial ReviewFirst Partial Review
First Partial Review
 
Basic Traversal and Search Techniques
Basic Traversal and Search TechniquesBasic Traversal and Search Techniques
Basic Traversal and Search Techniques
 
Basic Traversal and Search Techniques
Basic Traversal and Search TechniquesBasic Traversal and Search Techniques
Basic Traversal and Search Techniques
 
Convolution
ConvolutionConvolution
Convolution
 
Algorithm lecture Dynamic programming
Algorithm lecture Dynamic programmingAlgorithm lecture Dynamic programming
Algorithm lecture Dynamic programming
 
Fake coin problem(analysis)
Fake coin problem(analysis)Fake coin problem(analysis)
Fake coin problem(analysis)
 
Alg II 2-7 Transformations
Alg II 2-7 TransformationsAlg II 2-7 Transformations
Alg II 2-7 Transformations
 
Correlation
CorrelationCorrelation
Correlation
 
And or graph problem reduction using predicate logic
And or graph problem reduction using predicate logicAnd or graph problem reduction using predicate logic
And or graph problem reduction using predicate logic
 

Similar to 20181204i mlse discussions

Learning to Reconstruct
Learning to ReconstructLearning to Reconstruct
Learning to Reconstruct
Jonas Adler
 
02. Data Types and variables
02. Data Types and variables02. Data Types and variables
02. Data Types and variables
Intro C# Book
 
Dti2143 dam31303 lab sheet 5
Dti2143 dam31303 lab sheet 5Dti2143 dam31303 lab sheet 5
Dti2143 dam31303 lab sheet 5
alish sha
 
Visula C# Programming Lecture 6
Visula C# Programming Lecture 6Visula C# Programming Lecture 6
Visula C# Programming Lecture 6
Abou Bakr Ashraf
 
Jörg Stelzer
Jörg StelzerJörg Stelzer
Jörg Stelzer
butest
 
Lecture 2 Basic Concepts in Machine Learning for Language Technology
Lecture 2 Basic Concepts in Machine Learning for Language TechnologyLecture 2 Basic Concepts in Machine Learning for Language Technology
Lecture 2 Basic Concepts in Machine Learning for Language Technology
Marina Santini
 
20BCE1734.pdf
20BCE1734.pdf20BCE1734.pdf
20BCE1734.pdf
Mridul Jadon
 
Apclass (2)
Apclass (2)Apclass (2)
Apclass (2)
geishaannealagos
 
Chapter 2 ds
Chapter 2 dsChapter 2 ds
Chapter 2 ds
Hanif Durad
 
Lecture2a algorithm
Lecture2a algorithmLecture2a algorithm
Lecture2a algorithm
mbadhi barnabas
 
Question đúng cnu
Question đúng cnuQuestion đúng cnu
Question đúng cnu
PhamHoc
 
Unsupervised Learning: Clustering
Unsupervised Learning: Clustering Unsupervised Learning: Clustering
Unsupervised Learning: Clustering
Experfy
 
Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401
butest
 
Design and Analysis of Algorithm Brute Force 1.ppt
Design and Analysis of Algorithm Brute Force 1.pptDesign and Analysis of Algorithm Brute Force 1.ppt
Design and Analysis of Algorithm Brute Force 1.ppt
moiza354
 
Data Structures and Algorithm Analysis
Data Structures  and  Algorithm AnalysisData Structures  and  Algorithm Analysis
Data Structures and Algorithm Analysis
Mary Margarat
 
Data structures using C
Data structures using CData structures using C
Data structures using C
Pdr Patnaik
 
Ds12 140715025807-phpapp02
Ds12 140715025807-phpapp02Ds12 140715025807-phpapp02
Ds12 140715025807-phpapp02
Salman Qamar
 
Machine Learning, Financial Engineering and Quantitative Investing
Machine Learning, Financial Engineering and Quantitative InvestingMachine Learning, Financial Engineering and Quantitative Investing
Machine Learning, Financial Engineering and Quantitative Investing
Shengyuan Wang Steven
 
Verilog VHDL code Multiplexer and De Multiplexer
Verilog VHDL code Multiplexer and De Multiplexer Verilog VHDL code Multiplexer and De Multiplexer
Verilog VHDL code Multiplexer and De Multiplexer
Bharti Airtel Ltd.
 
e.ppt
e.ppte.ppt

Similar to 20181204i mlse discussions (20)

Learning to Reconstruct
Learning to ReconstructLearning to Reconstruct
Learning to Reconstruct
 
02. Data Types and variables
02. Data Types and variables02. Data Types and variables
02. Data Types and variables
 
Dti2143 dam31303 lab sheet 5
Dti2143 dam31303 lab sheet 5Dti2143 dam31303 lab sheet 5
Dti2143 dam31303 lab sheet 5
 
Visula C# Programming Lecture 6
Visula C# Programming Lecture 6Visula C# Programming Lecture 6
Visula C# Programming Lecture 6
 
Jörg Stelzer
Jörg StelzerJörg Stelzer
Jörg Stelzer
 
Lecture 2 Basic Concepts in Machine Learning for Language Technology
Lecture 2 Basic Concepts in Machine Learning for Language TechnologyLecture 2 Basic Concepts in Machine Learning for Language Technology
Lecture 2 Basic Concepts in Machine Learning for Language Technology
 
20BCE1734.pdf
20BCE1734.pdf20BCE1734.pdf
20BCE1734.pdf
 
Apclass (2)
Apclass (2)Apclass (2)
Apclass (2)
 
Chapter 2 ds
Chapter 2 dsChapter 2 ds
Chapter 2 ds
 
Lecture2a algorithm
Lecture2a algorithmLecture2a algorithm
Lecture2a algorithm
 
Question đúng cnu
Question đúng cnuQuestion đúng cnu
Question đúng cnu
 
Unsupervised Learning: Clustering
Unsupervised Learning: Clustering Unsupervised Learning: Clustering
Unsupervised Learning: Clustering
 
Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401
 
Design and Analysis of Algorithm Brute Force 1.ppt
Design and Analysis of Algorithm Brute Force 1.pptDesign and Analysis of Algorithm Brute Force 1.ppt
Design and Analysis of Algorithm Brute Force 1.ppt
 
Data Structures and Algorithm Analysis
Data Structures  and  Algorithm AnalysisData Structures  and  Algorithm Analysis
Data Structures and Algorithm Analysis
 
Data structures using C
Data structures using CData structures using C
Data structures using C
 
Ds12 140715025807-phpapp02
Ds12 140715025807-phpapp02Ds12 140715025807-phpapp02
Ds12 140715025807-phpapp02
 
Machine Learning, Financial Engineering and Quantitative Investing
Machine Learning, Financial Engineering and Quantitative InvestingMachine Learning, Financial Engineering and Quantitative Investing
Machine Learning, Financial Engineering and Quantitative Investing
 
Verilog VHDL code Multiplexer and De Multiplexer
Verilog VHDL code Multiplexer and De Multiplexer Verilog VHDL code Multiplexer and De Multiplexer
Verilog VHDL code Multiplexer and De Multiplexer
 
e.ppt
e.ppte.ppt
e.ppt
 

More from Hiroshi Maruyama

20230925プレジデント社60周年.pdf
20230925プレジデント社60周年.pdf20230925プレジデント社60周年.pdf
20230925プレジデント社60周年.pdf
Hiroshi Maruyama
 
20230912JSSST大会基調講演_丸山.pdf
20230912JSSST大会基調講演_丸山.pdf20230912JSSST大会基調講演_丸山.pdf
20230912JSSST大会基調講演_丸山.pdf
Hiroshi Maruyama
 
20230712Kuramae-Seminar.pdf
20230712Kuramae-Seminar.pdf20230712Kuramae-Seminar.pdf
20230712Kuramae-Seminar.pdf
Hiroshi Maruyama
 
202212APSEC.pptx.pdf
202212APSEC.pptx.pdf202212APSEC.pptx.pdf
202212APSEC.pptx.pdf
Hiroshi Maruyama
 
20210731知財学会研究会
20210731知財学会研究会20210731知財学会研究会
20210731知財学会研究会
Hiroshi Maruyama
 
2021 06-17 ism-symposium
2021 06-17 ism-symposium2021 06-17 ism-symposium
2021 06-17 ism-symposium
Hiroshi Maruyama
 
Jsai
JsaiJsai
20181212 ibm aot
20181212 ibm aot20181212 ibm aot
20181212 ibm aot
Hiroshi Maruyama
 
20181205 sakigake
20181205 sakigake20181205 sakigake
20181205 sakigake
Hiroshi Maruyama
 
20181204i mlse 1
20181204i mlse 120181204i mlse 1
20181204i mlse 1
Hiroshi Maruyama
 
20181120 ldp ai
20181120 ldp ai20181120 ldp ai
20181120 ldp ai
Hiroshi Maruyama
 
20181030 fun
20181030 fun20181030 fun
20181030 fun
Hiroshi Maruyama
 
20180719 cocn dist
20180719 cocn dist20180719 cocn dist
20180719 cocn dist
Hiroshi Maruyama
 
20180601 ai discussions
20180601 ai discussions20180601 ai discussions
20180601 ai discussions
Hiroshi Maruyama
 
構造改革徹底推進会合におけるプレゼン
構造改革徹底推進会合におけるプレゼン構造改革徹底推進会合におけるプレゼン
構造改革徹底推進会合におけるプレゼン
Hiroshi Maruyama
 
深層学習よもやま話
深層学習よもやま話深層学習よもやま話
深層学習よもやま話
Hiroshi Maruyama
 

More from Hiroshi Maruyama (16)

20230925プレジデント社60周年.pdf
20230925プレジデント社60周年.pdf20230925プレジデント社60周年.pdf
20230925プレジデント社60周年.pdf
 
20230912JSSST大会基調講演_丸山.pdf
20230912JSSST大会基調講演_丸山.pdf20230912JSSST大会基調講演_丸山.pdf
20230912JSSST大会基調講演_丸山.pdf
 
20230712Kuramae-Seminar.pdf
20230712Kuramae-Seminar.pdf20230712Kuramae-Seminar.pdf
20230712Kuramae-Seminar.pdf
 
202212APSEC.pptx.pdf
202212APSEC.pptx.pdf202212APSEC.pptx.pdf
202212APSEC.pptx.pdf
 
20210731知財学会研究会
20210731知財学会研究会20210731知財学会研究会
20210731知財学会研究会
 
2021 06-17 ism-symposium
2021 06-17 ism-symposium2021 06-17 ism-symposium
2021 06-17 ism-symposium
 
Jsai
JsaiJsai
Jsai
 
20181212 ibm aot
20181212 ibm aot20181212 ibm aot
20181212 ibm aot
 
20181205 sakigake
20181205 sakigake20181205 sakigake
20181205 sakigake
 
20181204i mlse 1
20181204i mlse 120181204i mlse 1
20181204i mlse 1
 
20181120 ldp ai
20181120 ldp ai20181120 ldp ai
20181120 ldp ai
 
20181030 fun
20181030 fun20181030 fun
20181030 fun
 
20180719 cocn dist
20180719 cocn dist20180719 cocn dist
20180719 cocn dist
 
20180601 ai discussions
20180601 ai discussions20180601 ai discussions
20180601 ai discussions
 
構造改革徹底推進会合におけるプレゼン
構造改革徹底推進会合におけるプレゼン構造改革徹底推進会合におけるプレゼン
構造改革徹底推進会合におけるプレゼン
 
深層学習よもやま話
深層学習よもやま話深層学習よもやま話
深層学習よもやま話
 

Recently uploaded

Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...
Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...
Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...
kiara pandey
 
Comprehensive Vulnerability Assessments Process _ Aardwolf Security.docx
Comprehensive Vulnerability Assessments Process _ Aardwolf Security.docxComprehensive Vulnerability Assessments Process _ Aardwolf Security.docx
Comprehensive Vulnerability Assessments Process _ Aardwolf Security.docx
Aardwolf Security
 
Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024
Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024
Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024
ThousandEyes
 
welcome to presentation on Google Apps
welcome to   presentation on Google Appswelcome to   presentation on Google Apps
welcome to presentation on Google Apps
AsifKarimJim
 
Wired_2.0_Create_AmsterdamJUG_09072024.pptx
Wired_2.0_Create_AmsterdamJUG_09072024.pptxWired_2.0_Create_AmsterdamJUG_09072024.pptx
Wired_2.0_Create_AmsterdamJUG_09072024.pptx
SimonedeGijt
 
Artificial intelligence in customer services or chatbots
Artificial intelligence  in customer services or chatbotsArtificial intelligence  in customer services or chatbots
Artificial intelligence in customer services or chatbots
kayash1656
 
Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...
Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...
Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...
revolutionary575
 
The Ultimate Guide to Phone Spy Apps: Everything You Need to Know
The Ultimate Guide to Phone Spy Apps: Everything You Need to KnowThe Ultimate Guide to Phone Spy Apps: Everything You Need to Know
The Ultimate Guide to Phone Spy Apps: Everything You Need to Know
onemonitarsoftware
 
Mobile App Development Company in Noida - Drona Infotech.
Mobile App Development Company in Noida - Drona Infotech.Mobile App Development Company in Noida - Drona Infotech.
Mobile App Development Company in Noida - Drona Infotech.
Mobile App Development Company in Noida - Drona Infotech
 
Odoo E-commerce website development guides
Odoo E-commerce website development guidesOdoo E-commerce website development guides
Odoo E-commerce website development guides
jhkdigitalmarketing
 
ERP Software Solutions Provider in Coimbatore
ERP Software Solutions Provider in CoimbatoreERP Software Solutions Provider in Coimbatore
ERP Software Solutions Provider in Coimbatore
Nextskill Technologies
 
當測試開始左移
當測試開始左移當測試開始左移
當測試開始左移
Jersey (CHE-PING) Su
 
Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...
Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...
Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...
rachitkumar09887
 
VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...
VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...
VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...
jealousviolet
 
Software development... for all? (keynote at ICSOFT'2024)
Software development... for all? (keynote at ICSOFT'2024)Software development... for all? (keynote at ICSOFT'2024)
Software development... for all? (keynote at ICSOFT'2024)
miso_uam
 
How To Fill Timesheet in TaskSprint: Quick Guide 2024
How To Fill Timesheet in TaskSprint: Quick Guide 2024How To Fill Timesheet in TaskSprint: Quick Guide 2024
How To Fill Timesheet in TaskSprint: Quick Guide 2024
TaskSprint | Employee Efficiency Software
 
Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...
Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...
Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...
bhumivarma35300
 
GT degree offer diploma Transcript
GT degree offer diploma TranscriptGT degree offer diploma Transcript
GT degree offer diploma Transcript
attueb
 
AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.
AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.
AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.
Srinivas Dukka
 
Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...
Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...
Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...
simran hot girls
 

Recently uploaded (20)

Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...
Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...
Celebrity Girls Call Mumbai 9930687706 Unlimited Short Providing Girls Servic...
 
Comprehensive Vulnerability Assessments Process _ Aardwolf Security.docx
Comprehensive Vulnerability Assessments Process _ Aardwolf Security.docxComprehensive Vulnerability Assessments Process _ Aardwolf Security.docx
Comprehensive Vulnerability Assessments Process _ Aardwolf Security.docx
 
Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024
Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024
Cisco Live Announcements: New ThousandEyes Release Highlights - July 2024
 
welcome to presentation on Google Apps
welcome to   presentation on Google Appswelcome to   presentation on Google Apps
welcome to presentation on Google Apps
 
Wired_2.0_Create_AmsterdamJUG_09072024.pptx
Wired_2.0_Create_AmsterdamJUG_09072024.pptxWired_2.0_Create_AmsterdamJUG_09072024.pptx
Wired_2.0_Create_AmsterdamJUG_09072024.pptx
 
Artificial intelligence in customer services or chatbots
Artificial intelligence  in customer services or chatbotsArtificial intelligence  in customer services or chatbots
Artificial intelligence in customer services or chatbots
 
Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...
Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...
Busty Girls Call Mumbai 9930245274 Unlimited Short Providing Girls Service Av...
 
The Ultimate Guide to Phone Spy Apps: Everything You Need to Know
The Ultimate Guide to Phone Spy Apps: Everything You Need to KnowThe Ultimate Guide to Phone Spy Apps: Everything You Need to Know
The Ultimate Guide to Phone Spy Apps: Everything You Need to Know
 
Mobile App Development Company in Noida - Drona Infotech.
Mobile App Development Company in Noida - Drona Infotech.Mobile App Development Company in Noida - Drona Infotech.
Mobile App Development Company in Noida - Drona Infotech.
 
Odoo E-commerce website development guides
Odoo E-commerce website development guidesOdoo E-commerce website development guides
Odoo E-commerce website development guides
 
ERP Software Solutions Provider in Coimbatore
ERP Software Solutions Provider in CoimbatoreERP Software Solutions Provider in Coimbatore
ERP Software Solutions Provider in Coimbatore
 
當測試開始左移
當測試開始左移當測試開始左移
當測試開始左移
 
Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...
Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...
Agra Girls Call Agra 0X0000000X Unlimited Short Providing Girls Service Avail...
 
VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...
VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...
VVIP Girls Call Mumbai 9910780858 Provide Best And Top Girl Service And No1 i...
 
Software development... for all? (keynote at ICSOFT'2024)
Software development... for all? (keynote at ICSOFT'2024)Software development... for all? (keynote at ICSOFT'2024)
Software development... for all? (keynote at ICSOFT'2024)
 
How To Fill Timesheet in TaskSprint: Quick Guide 2024
How To Fill Timesheet in TaskSprint: Quick Guide 2024How To Fill Timesheet in TaskSprint: Quick Guide 2024
How To Fill Timesheet in TaskSprint: Quick Guide 2024
 
Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...
Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...
Independent Girls call Service Pune 000XX00000 Provide Best And Top Girl Serv...
 
GT degree offer diploma Transcript
GT degree offer diploma TranscriptGT degree offer diploma Transcript
GT degree offer diploma Transcript
 
AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.
AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.
AWS DevOps-Tutorial CHANAKYA SRIYAN DUKKA.
 
Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...
Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...
Girls Call Jogeshwari 9967584737 Provide Best And Top Girl Service And No1 in...
 

20181204i mlse discussions