SlideShare a Scribd company logo
1 of 13
Download to read offline
Scipy, Numpy and friends.
Michele Mattioni - mattioni@ebi.ac.uk
CompNeur group.

http://www.ebi.ac.uk/~mattioni/pylab_pres/
or
https://github.com/mattions/pylab_pres

                              EBI is an Outstation of the European Molecular Biology Laboratory.
Scipy, Numpy and friends by Michele Mattioni is licensed under
                     CC BY-NC-SA 3.0.

Permissions beyond the scope of this license may be available
               at https://github.com/mattions.
Go here:

http://www.ebi.ac.uk/~mattioni/pylab_pres/
                    or
  https://github.com/mattions/pylab_pres
Scipy and Numpy - http://www.scipy.org




 Data structure for
 mathematical operation
                          Collections of high level
 with speed in mind.
                          mathematical operations:
                          - regression
                          - interpolation
                          - optimization
                          - integration
Matplotlib - http://matplotlib.sourceforge.net/




         - Display and plot you data quickly
         - Different kind of plot available
Ipython - http://ipython.scipy.org




                      - Enhanced python console
                      - Trials and errors
                      encouraged
                      - Quick access to the help.
Plot of an exponential function
Difference between Console and Script


   Console               Program

   - Quick to write      - Slower to write
   - Messy to maintain   - Easier to maintain
HELP!

    Different ways to access help:


Console: name_of_the _function?
Online: http://docs.scipy.org/doc/

Suggested:
Tutorial http://www.scipy.org/Tentative_NumPy_Tutorial
Numpy array
Plotting
Importing your data and visualize them
Fitting the data

More Related Content

What's hot

Standardizing on a single N-dimensional array API for Python
Standardizing on a single N-dimensional array API for PythonStandardizing on a single N-dimensional array API for Python
Standardizing on a single N-dimensional array API for PythonRalf Gommers
 
PyData NYC whatsnew NumPy-SciPy 2019
PyData NYC whatsnew NumPy-SciPy 2019PyData NYC whatsnew NumPy-SciPy 2019
PyData NYC whatsnew NumPy-SciPy 2019Ralf Gommers
 
What is Tuple in python? | Python Tuple Tutorial | Edureka
What is Tuple in python? | Python Tuple Tutorial | EdurekaWhat is Tuple in python? | Python Tuple Tutorial | Edureka
What is Tuple in python? | Python Tuple Tutorial | EdurekaEdureka!
 
Python array API standardization - current state and benefits
Python array API standardization - current state and benefitsPython array API standardization - current state and benefits
Python array API standardization - current state and benefitsRalf Gommers
 
Five python libraries should know for machine learning
Five python libraries should know for machine learningFive python libraries should know for machine learning
Five python libraries should know for machine learningNaveen Davis
 
Zero to Hero - Introduction to Python3
Zero to Hero - Introduction to Python3Zero to Hero - Introduction to Python3
Zero to Hero - Introduction to Python3Chariza Pladin
 
A Gentle Introduction to Coding ... with Python
A Gentle Introduction to Coding ... with PythonA Gentle Introduction to Coding ... with Python
A Gentle Introduction to Coding ... with PythonTariq Rashid
 
Intellectual technologies
Intellectual technologiesIntellectual technologies
Intellectual technologiesPolad Saruxanov
 
Python libraries for data science
Python libraries for data sciencePython libraries for data science
Python libraries for data sciencenilashri2
 
The evolution of array computing in Python
The evolution of array computing in PythonThe evolution of array computing in Python
The evolution of array computing in PythonRalf Gommers
 
High Performance Python - Marc Garcia
High Performance Python - Marc GarciaHigh Performance Python - Marc Garcia
High Performance Python - Marc GarciaMarc Garcia
 
Python Collections Tutorial | Edureka
Python Collections Tutorial | EdurekaPython Collections Tutorial | Edureka
Python Collections Tutorial | EdurekaEdureka!
 
Introduction to matplotlib
Introduction to matplotlibIntroduction to matplotlib
Introduction to matplotlibPiyush rai
 
Introduction to Python Part-1
Introduction to Python Part-1Introduction to Python Part-1
Introduction to Python Part-1Devashish Kumar
 
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYA
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYAChapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYA
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYAMaulik Borsaniya
 

What's hot (20)

Python libraries
Python librariesPython libraries
Python libraries
 
Standardizing on a single N-dimensional array API for Python
Standardizing on a single N-dimensional array API for PythonStandardizing on a single N-dimensional array API for Python
Standardizing on a single N-dimensional array API for Python
 
PyData NYC whatsnew NumPy-SciPy 2019
PyData NYC whatsnew NumPy-SciPy 2019PyData NYC whatsnew NumPy-SciPy 2019
PyData NYC whatsnew NumPy-SciPy 2019
 
What is Tuple in python? | Python Tuple Tutorial | Edureka
What is Tuple in python? | Python Tuple Tutorial | EdurekaWhat is Tuple in python? | Python Tuple Tutorial | Edureka
What is Tuple in python? | Python Tuple Tutorial | Edureka
 
Python array API standardization - current state and benefits
Python array API standardization - current state and benefitsPython array API standardization - current state and benefits
Python array API standardization - current state and benefits
 
Five python libraries should know for machine learning
Five python libraries should know for machine learningFive python libraries should know for machine learning
Five python libraries should know for machine learning
 
Zero to Hero - Introduction to Python3
Zero to Hero - Introduction to Python3Zero to Hero - Introduction to Python3
Zero to Hero - Introduction to Python3
 
A Gentle Introduction to Coding ... with Python
A Gentle Introduction to Coding ... with PythonA Gentle Introduction to Coding ... with Python
A Gentle Introduction to Coding ... with Python
 
Intellectual technologies
Intellectual technologiesIntellectual technologies
Intellectual technologies
 
Python libraries for data science
Python libraries for data sciencePython libraries for data science
Python libraries for data science
 
Python ppt
Python pptPython ppt
Python ppt
 
The evolution of array computing in Python
The evolution of array computing in PythonThe evolution of array computing in Python
The evolution of array computing in Python
 
Demo1 use numpy
Demo1 use numpyDemo1 use numpy
Demo1 use numpy
 
NUMPY
NUMPY NUMPY
NUMPY
 
High Performance Python - Marc Garcia
High Performance Python - Marc GarciaHigh Performance Python - Marc Garcia
High Performance Python - Marc Garcia
 
Python Collections Tutorial | Edureka
Python Collections Tutorial | EdurekaPython Collections Tutorial | Edureka
Python Collections Tutorial | Edureka
 
Introduction to numpy
Introduction to numpyIntroduction to numpy
Introduction to numpy
 
Introduction to matplotlib
Introduction to matplotlibIntroduction to matplotlib
Introduction to matplotlib
 
Introduction to Python Part-1
Introduction to Python Part-1Introduction to Python Part-1
Introduction to Python Part-1
 
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYA
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYAChapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYA
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYA
 

Viewers also liked

Effective Numerical Computation in NumPy and SciPy
Effective Numerical Computation in NumPy and SciPyEffective Numerical Computation in NumPy and SciPy
Effective Numerical Computation in NumPy and SciPyKimikazu Kato
 
Introduction to NumPy (PyData SV 2013)
Introduction to NumPy (PyData SV 2013)Introduction to NumPy (PyData SV 2013)
Introduction to NumPy (PyData SV 2013)PyData
 
Automating Data Exploration SciPy 2016
Automating Data Exploration SciPy 2016Automating Data Exploration SciPy 2016
Automating Data Exploration SciPy 2016Gramener
 
Scientific Computing with Python Webinar 9/18/2009:Curve Fitting
Scientific Computing with Python Webinar 9/18/2009:Curve FittingScientific Computing with Python Webinar 9/18/2009:Curve Fitting
Scientific Computing with Python Webinar 9/18/2009:Curve FittingEnthought, Inc.
 
Introduction to NumPy for Machine Learning Programmers
Introduction to NumPy for Machine Learning ProgrammersIntroduction to NumPy for Machine Learning Programmers
Introduction to NumPy for Machine Learning ProgrammersKimikazu Kato
 
Making your code faster cython and parallel processing in the jupyter notebook
Making your code faster   cython and parallel processing in the jupyter notebookMaking your code faster   cython and parallel processing in the jupyter notebook
Making your code faster cython and parallel processing in the jupyter notebookPyData
 
Data Analytics with Pandas and Numpy - Python
Data Analytics with Pandas and Numpy - PythonData Analytics with Pandas and Numpy - Python
Data Analytics with Pandas and Numpy - PythonChetan Khatri
 
Introduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-LearnIntroduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-LearnBenjamin Bengfort
 
NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...
NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...
NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...Ryan Rosario
 
Numpy tutorial(final) 20160303
Numpy tutorial(final) 20160303Numpy tutorial(final) 20160303
Numpy tutorial(final) 20160303Namgee Lee
 

Viewers also liked (15)

Effective Numerical Computation in NumPy and SciPy
Effective Numerical Computation in NumPy and SciPyEffective Numerical Computation in NumPy and SciPy
Effective Numerical Computation in NumPy and SciPy
 
Introduction to NumPy (PyData SV 2013)
Introduction to NumPy (PyData SV 2013)Introduction to NumPy (PyData SV 2013)
Introduction to NumPy (PyData SV 2013)
 
Mining Scipy Lectures
Mining Scipy LecturesMining Scipy Lectures
Mining Scipy Lectures
 
Automating Data Exploration SciPy 2016
Automating Data Exploration SciPy 2016Automating Data Exploration SciPy 2016
Automating Data Exploration SciPy 2016
 
Python Scipy Numpy
Python Scipy NumpyPython Scipy Numpy
Python Scipy Numpy
 
Data Visulalization
Data VisulalizationData Visulalization
Data Visulalization
 
SciPy India 2009
SciPy India 2009SciPy India 2009
SciPy India 2009
 
Scientific Computing with Python Webinar 9/18/2009:Curve Fitting
Scientific Computing with Python Webinar 9/18/2009:Curve FittingScientific Computing with Python Webinar 9/18/2009:Curve Fitting
Scientific Computing with Python Webinar 9/18/2009:Curve Fitting
 
Tutorial de numpy
Tutorial de numpyTutorial de numpy
Tutorial de numpy
 
Introduction to NumPy for Machine Learning Programmers
Introduction to NumPy for Machine Learning ProgrammersIntroduction to NumPy for Machine Learning Programmers
Introduction to NumPy for Machine Learning Programmers
 
Making your code faster cython and parallel processing in the jupyter notebook
Making your code faster   cython and parallel processing in the jupyter notebookMaking your code faster   cython and parallel processing in the jupyter notebook
Making your code faster cython and parallel processing in the jupyter notebook
 
Data Analytics with Pandas and Numpy - Python
Data Analytics with Pandas and Numpy - PythonData Analytics with Pandas and Numpy - Python
Data Analytics with Pandas and Numpy - Python
 
Introduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-LearnIntroduction to Machine Learning with SciKit-Learn
Introduction to Machine Learning with SciKit-Learn
 
NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...
NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...
NumPy and SciPy for Data Mining and Data Analysis Including iPython, SciKits,...
 
Numpy tutorial(final) 20160303
Numpy tutorial(final) 20160303Numpy tutorial(final) 20160303
Numpy tutorial(final) 20160303
 

Similar to Scipy, numpy and friends

Python on Science ? Yes, We can.
Python on Science ?   Yes, We can.Python on Science ?   Yes, We can.
Python on Science ? Yes, We can.Marcel Caraciolo
 
Role of python in hpc
Role of python in hpcRole of python in hpc
Role of python in hpcDr Reeja S R
 
A tale of two proxies
A tale of two proxiesA tale of two proxies
A tale of two proxiesSensePost
 
Dealing with web scale data
Dealing with web scale dataDealing with web scale data
Dealing with web scale dataJnaapti
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and FutureKeiichiro Ono
 
Sparkly Notebook: Interactive Analysis and Visualization with Spark
Sparkly Notebook: Interactive Analysis and Visualization with SparkSparkly Notebook: Interactive Analysis and Visualization with Spark
Sparkly Notebook: Interactive Analysis and Visualization with Sparkfelixcss
 
Python standard library & list of important libraries
Python standard library & list of important librariesPython standard library & list of important libraries
Python standard library & list of important librariesgrinu
 
Keynote at Converge 2019
Keynote at Converge 2019Keynote at Converge 2019
Keynote at Converge 2019Travis Oliphant
 
Introduction to Crab - Python Framework for Building Recommender Systems
Introduction to Crab - Python Framework for Building Recommender SystemsIntroduction to Crab - Python Framework for Building Recommender Systems
Introduction to Crab - Python Framework for Building Recommender SystemsMarcel Caraciolo
 
Python in the real world : from everyday applications to advanced robotics
Python in the real world : from everyday applications to advanced roboticsPython in the real world : from everyday applications to advanced robotics
Python in the real world : from everyday applications to advanced roboticsJivitesh Dhaliwal
 
Download Materials
Download MaterialsDownload Materials
Download Materialsbutest
 
Python Machine Learning - Getting Started
Python Machine Learning - Getting StartedPython Machine Learning - Getting Started
Python Machine Learning - Getting StartedRafey Iqbal Rahman
 
Adarsh_Masekar(2GP19CS003).pptx
Adarsh_Masekar(2GP19CS003).pptxAdarsh_Masekar(2GP19CS003).pptx
Adarsh_Masekar(2GP19CS003).pptxhkabir55
 
The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...
The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...
The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...DataWorks Summit
 
PyCon AU 2012 - Debugging Live Python Web Applications
PyCon AU 2012 - Debugging Live Python Web ApplicationsPyCon AU 2012 - Debugging Live Python Web Applications
PyCon AU 2012 - Debugging Live Python Web ApplicationsGraham Dumpleton
 

Similar to Scipy, numpy and friends (20)

Python on Science ? Yes, We can.
Python on Science ?   Yes, We can.Python on Science ?   Yes, We can.
Python on Science ? Yes, We can.
 
Sci computing using python
Sci computing using pythonSci computing using python
Sci computing using python
 
Python ml
Python mlPython ml
Python ml
 
Role of python in hpc
Role of python in hpcRole of python in hpc
Role of python in hpc
 
A tale of two proxies
A tale of two proxiesA tale of two proxies
A tale of two proxies
 
Dealing with web scale data
Dealing with web scale dataDealing with web scale data
Dealing with web scale data
 
Cytoscape: Now and Future
Cytoscape: Now and FutureCytoscape: Now and Future
Cytoscape: Now and Future
 
Sparkly Notebook: Interactive Analysis and Visualization with Spark
Sparkly Notebook: Interactive Analysis and Visualization with SparkSparkly Notebook: Interactive Analysis and Visualization with Spark
Sparkly Notebook: Interactive Analysis and Visualization with Spark
 
Python standard library & list of important libraries
Python standard library & list of important librariesPython standard library & list of important libraries
Python standard library & list of important libraries
 
Keynote at Converge 2019
Keynote at Converge 2019Keynote at Converge 2019
Keynote at Converge 2019
 
Introduction to Crab - Python Framework for Building Recommender Systems
Introduction to Crab - Python Framework for Building Recommender SystemsIntroduction to Crab - Python Framework for Building Recommender Systems
Introduction to Crab - Python Framework for Building Recommender Systems
 
Python in the real world : from everyday applications to advanced robotics
Python in the real world : from everyday applications to advanced roboticsPython in the real world : from everyday applications to advanced robotics
Python in the real world : from everyday applications to advanced robotics
 
Download Materials
Download MaterialsDownload Materials
Download Materials
 
Elasticwulf Pycon Talk
Elasticwulf Pycon TalkElasticwulf Pycon Talk
Elasticwulf Pycon Talk
 
Recommender Infrastructure in Kumparan
Recommender Infrastructure in KumparanRecommender Infrastructure in Kumparan
Recommender Infrastructure in Kumparan
 
Python Machine Learning - Getting Started
Python Machine Learning - Getting StartedPython Machine Learning - Getting Started
Python Machine Learning - Getting Started
 
Adarsh_Masekar(2GP19CS003).pptx
Adarsh_Masekar(2GP19CS003).pptxAdarsh_Masekar(2GP19CS003).pptx
Adarsh_Masekar(2GP19CS003).pptx
 
The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...
The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...
The Power of Intelligent Flows: Real-Time IoT Botnet Classification with Apac...
 
PyCon AU 2012 - Debugging Live Python Web Applications
PyCon AU 2012 - Debugging Live Python Web ApplicationsPyCon AU 2012 - Debugging Live Python Web Applications
PyCon AU 2012 - Debugging Live Python Web Applications
 
HPC For Bioinformatics
HPC For BioinformaticsHPC For Bioinformatics
HPC For Bioinformatics
 

More from Michele Mattioni

More from Michele Mattioni (6)

Django packages list
Django packages listDjango packages list
Django packages list
 
Neuronvisio codejam5
Neuronvisio codejam5Neuronvisio codejam5
Neuronvisio codejam5
 
Git It
Git ItGit It
Git It
 
Neuronvisio sumatra workflow
Neuronvisio sumatra workflowNeuronvisio sumatra workflow
Neuronvisio sumatra workflow
 
Sumatra and git
Sumatra and gitSumatra and git
Sumatra and git
 
Neuronvisio Intro
Neuronvisio IntroNeuronvisio Intro
Neuronvisio Intro
 

Recently uploaded

EDD8524 The Future of Educational Leader
EDD8524 The Future of Educational LeaderEDD8524 The Future of Educational Leader
EDD8524 The Future of Educational LeaderDr. Bruce A. Johnson
 
2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...
2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...
2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...Marlene Maheu
 
The First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdfThe First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdfdogden2
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...Nguyen Thanh Tu Collection
 
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYSDLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYSTeacherNicaPrintable
 
ICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdfICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdfVanessa Camilleri
 
Material Remains as Source of Ancient Indian History & Culture.ppt
Material Remains as Source of Ancient Indian History & Culture.pptMaterial Remains as Source of Ancient Indian History & Culture.ppt
Material Remains as Source of Ancient Indian History & Culture.pptBanaras Hindu University
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...Nguyen Thanh Tu Collection
 
3.12.24 Freedom Summer in Mississippi.pptx
3.12.24 Freedom Summer in Mississippi.pptx3.12.24 Freedom Summer in Mississippi.pptx
3.12.24 Freedom Summer in Mississippi.pptxmary850239
 
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptxMetabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptxDr. Santhosh Kumar. N
 
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17Celine George
 
3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptx3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptxmary850239
 
The basics of sentences session 8pptx.pptx
The basics of sentences session 8pptx.pptxThe basics of sentences session 8pptx.pptx
The basics of sentences session 8pptx.pptxheathfieldcps1
 
Plant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptxPlant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptxHimansu10
 
Dhavni Theory by Anandvardhana Indian Poetics
Dhavni Theory by Anandvardhana Indian PoeticsDhavni Theory by Anandvardhana Indian Poetics
Dhavni Theory by Anandvardhana Indian PoeticsDhatriParmar
 
AUDIENCE THEORY - PARTICIPATORY - JENKINS.pptx
AUDIENCE THEORY - PARTICIPATORY - JENKINS.pptxAUDIENCE THEORY - PARTICIPATORY - JENKINS.pptx
AUDIENCE THEORY - PARTICIPATORY - JENKINS.pptxiammrhaywood
 
Riti theory by Vamana Indian poetics.pptx
Riti theory by Vamana Indian poetics.pptxRiti theory by Vamana Indian poetics.pptx
Riti theory by Vamana Indian poetics.pptxDhatriParmar
 
25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...
25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...
25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...Nguyen Thanh Tu Collection
 
LEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community CollLEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community CollDr. Bruce A. Johnson
 

Recently uploaded (20)

EDD8524 The Future of Educational Leader
EDD8524 The Future of Educational LeaderEDD8524 The Future of Educational Leader
EDD8524 The Future of Educational Leader
 
2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...
2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...
2024 March 11, Telehealth Billing- Current Telehealth CPT Codes & Telehealth ...
 
The First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdfThe First National K12 TUG March 6 2024.pdf
The First National K12 TUG March 6 2024.pdf
 
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
BÀI TẬP BỔ TRỢ TIẾNG ANH 11 THEO ĐƠN VỊ BÀI HỌC - CẢ NĂM - CÓ FILE NGHE (GLOB...
 
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYSDLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
DLL Catch Up Friday March 22.docx CATCH UP FRIDAYS
 
ICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdfICS2208 Lecture4 Intelligent Interface Agents.pdf
ICS2208 Lecture4 Intelligent Interface Agents.pdf
 
Material Remains as Source of Ancient Indian History & Culture.ppt
Material Remains as Source of Ancient Indian History & Culture.pptMaterial Remains as Source of Ancient Indian History & Culture.ppt
Material Remains as Source of Ancient Indian History & Culture.ppt
 
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...
HỌC TỐT TIẾNG ANH 11 THEO CHƯƠNG TRÌNH GLOBAL SUCCESS ĐÁP ÁN CHI TIẾT - HK2 (...
 
3.12.24 Freedom Summer in Mississippi.pptx
3.12.24 Freedom Summer in Mississippi.pptx3.12.24 Freedom Summer in Mississippi.pptx
3.12.24 Freedom Summer in Mississippi.pptx
 
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptxMetabolism of  lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
Metabolism of lipoproteins & its disorders(Chylomicron & VLDL & LDL).pptx
 
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
How to Customise Quotation's Appearance Using PDF Quote Builder in Odoo 17
 
3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptx3.14.24 Gender Discrimination and Gender Inequity.pptx
3.14.24 Gender Discrimination and Gender Inequity.pptx
 
The basics of sentences session 8pptx.pptx
The basics of sentences session 8pptx.pptxThe basics of sentences session 8pptx.pptx
The basics of sentences session 8pptx.pptx
 
t-test Parametric test Biostatics and Research Methodology
t-test Parametric test Biostatics and Research Methodologyt-test Parametric test Biostatics and Research Methodology
t-test Parametric test Biostatics and Research Methodology
 
Plant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptxPlant Tissue culture., Plasticity, Totipotency, pptx
Plant Tissue culture., Plasticity, Totipotency, pptx
 
Dhavni Theory by Anandvardhana Indian Poetics
Dhavni Theory by Anandvardhana Indian PoeticsDhavni Theory by Anandvardhana Indian Poetics
Dhavni Theory by Anandvardhana Indian Poetics
 
AUDIENCE THEORY - PARTICIPATORY - JENKINS.pptx
AUDIENCE THEORY - PARTICIPATORY - JENKINS.pptxAUDIENCE THEORY - PARTICIPATORY - JENKINS.pptx
AUDIENCE THEORY - PARTICIPATORY - JENKINS.pptx
 
Riti theory by Vamana Indian poetics.pptx
Riti theory by Vamana Indian poetics.pptxRiti theory by Vamana Indian poetics.pptx
Riti theory by Vamana Indian poetics.pptx
 
25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...
25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...
25 CHUYÊN ĐỀ ÔN THI TỐT NGHIỆP THPT 2023 – BÀI TẬP PHÁT TRIỂN TỪ ĐỀ MINH HỌA...
 
LEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community CollLEAD5623 The Economics of Community Coll
LEAD5623 The Economics of Community Coll
 

Scipy, numpy and friends