際際滷

際際滷Share a Scribd company logo
Research & Development in
Python at Azoi
Hardik Madhu
R & D, Azoi
What is Kito?
What is Kito?
What we do?  Part 1
Algorithms
A peak into our Algorithms
A peak into our Algorithms
A peak into our Algorithms
A peak into our Algorithms
A peak into our Algorithms
A peak into our Algorithms
Alas !! Life is not always easy
But we manage to find true Heart Rate...
What we do?  Part 2
Initial Prototyping
Jugaad
Arduino
Python
How Python helps?
 Prototyping is lightning fast
 String parsing, data parsing is a bliss
 Sport = serial.Serial(/dev/ttyS1,19200)
 line = Sport.readline()
 data = line.split( )
 Do_magic(data)
How Python helps?
 Abundant amount of third party
libraries/methods
 pyqtgraph  plotting library, 2d,3d plots
 matplotlib  matlab like plotting library
 sklearn  very powerful machine learning library
 We have derived a curve fit for a total number of 1500
6-D points (in matter of minutes)
 k-mean clustering in Scipy
 Classification of these 1500 data points was done in
appropriate clusters (also in matter of minutes)
How Python helps?
 Awesome community
Why not anything else?
 Matlab - really costly
 Octave - Not much community/third party
support
 C/C++ - Not really easy in prototyping
Why not anything else?
Thank You

More Related Content

Similar to R & D in Python at Azoi (20)

Python Cient鱈fico
Python Cient鱈ficoPython Cient鱈fico
Python Cient鱈fico
M叩rcio Ramos
Why Python (for Statisticians)
Why Python (for Statisticians)Why Python (for Statisticians)
Why Python (for Statisticians)
Matt Harrison
DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...
DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...
DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...
Dataconomy Media
DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...
DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...
DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...
WG_ Events
Which library should you choose for data-science? That's the question!
Which library should you choose for data-science? That's the question!Which library should you choose for data-science? That's the question!
Which library should you choose for data-science? That's the question!
Anastasia Bobyreva
Think Machine Learning with Scikit-Learn (Python)
Think Machine Learning with Scikit-Learn (Python)Think Machine Learning with Scikit-Learn (Python)
Think Machine Learning with Scikit-Learn (Python)
Chetan Khatri
Basic of python for data analysis
Basic of python for data analysisBasic of python for data analysis
Basic of python for data analysis
Pramod Toraskar
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)
Austin Ogilvie
py4inf-01-intro.ppt
py4inf-01-intro.pptpy4inf-01-intro.ppt
py4inf-01-intro.ppt
RosemeireArgentiniDe1
The High Performance Python Landscape by Ian Ozsvald
The High Performance Python Landscape by Ian OzsvaldThe High Performance Python Landscape by Ian Ozsvald
The High Performance Python Landscape by Ian Ozsvald
PyData
Algorithms Lecture 1: Introduction to Algorithms
Algorithms Lecture 1: Introduction to AlgorithmsAlgorithms Lecture 1: Introduction to Algorithms
Algorithms Lecture 1: Introduction to Algorithms
Mohamed Loey
Begin with Data Scientist
Begin with Data ScientistBegin with Data Scientist
Begin with Data Scientist
Narong Intiruk
Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...
Simplilearn
[RakutenTechConf2013] [D-3_2] Counting Big Data by Streaming Algorithms
[RakutenTechConf2013] [D-3_2] Counting Big Databy Streaming Algorithms[RakutenTechConf2013] [D-3_2] Counting Big Databy Streaming Algorithms
[RakutenTechConf2013] [D-3_2] Counting Big Data by Streaming Algorithms
Rakuten Group, Inc.
PyDataStructs Tech Share at Quansight
PyDataStructs Tech Share at QuansightPyDataStructs Tech Share at Quansight
PyDataStructs Tech Share at Quansight
Gagandeep Singh
SoC Python Discussion Group
SoC Python Discussion GroupSoC Python Discussion Group
SoC Python Discussion Group
krishna_dubba
Python @ PiTech - March 2009
Python @ PiTech - March 2009Python @ PiTech - March 2009
Python @ PiTech - March 2009
tudorprodan
Python and Machine Learning - BCN Python Meetup - 25th Sep 2014
Python and Machine Learning - BCN Python Meetup - 25th Sep 2014Python and Machine Learning - BCN Python Meetup - 25th Sep 2014
Python and Machine Learning - BCN Python Meetup - 25th Sep 2014
XavierArrufat
Artificial Intelligence concepts in a Nutshell
Artificial Intelligence concepts in a NutshellArtificial Intelligence concepts in a Nutshell
Artificial Intelligence concepts in a Nutshell
kannanalagu1
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
grinu
Python Cient鱈fico
Python Cient鱈ficoPython Cient鱈fico
Python Cient鱈fico
M叩rcio Ramos
Why Python (for Statisticians)
Why Python (for Statisticians)Why Python (for Statisticians)
Why Python (for Statisticians)
Matt Harrison
DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...
DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...
DN 2017 | Optimal Tooling for Machine Learning and AI | Boyan Angelov | MindM...
Dataconomy Media
DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...
DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...
DataTalks #4: 亠仂弍仂亟亳仄亶 仄亳仆亳仄仄 亳仆仄亠仆仂于 亟仍 仗仂仂亠仆亳 于仂亠亶 亳亠仄 ...
WG_ Events
Which library should you choose for data-science? That's the question!
Which library should you choose for data-science? That's the question!Which library should you choose for data-science? That's the question!
Which library should you choose for data-science? That's the question!
Anastasia Bobyreva
Think Machine Learning with Scikit-Learn (Python)
Think Machine Learning with Scikit-Learn (Python)Think Machine Learning with Scikit-Learn (Python)
Think Machine Learning with Scikit-Learn (Python)
Chetan Khatri
Basic of python for data analysis
Basic of python for data analysisBasic of python for data analysis
Basic of python for data analysis
Pramod Toraskar
Python at yhat (august 2013)
Python at yhat (august 2013)Python at yhat (august 2013)
Python at yhat (august 2013)
Austin Ogilvie
The High Performance Python Landscape by Ian Ozsvald
The High Performance Python Landscape by Ian OzsvaldThe High Performance Python Landscape by Ian Ozsvald
The High Performance Python Landscape by Ian Ozsvald
PyData
Algorithms Lecture 1: Introduction to Algorithms
Algorithms Lecture 1: Introduction to AlgorithmsAlgorithms Lecture 1: Introduction to Algorithms
Algorithms Lecture 1: Introduction to Algorithms
Mohamed Loey
Begin with Data Scientist
Begin with Data ScientistBegin with Data Scientist
Begin with Data Scientist
Narong Intiruk
Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...Data Science With Python | Python For Data Science | Python Data Science Cour...
Data Science With Python | Python For Data Science | Python Data Science Cour...
Simplilearn
[RakutenTechConf2013] [D-3_2] Counting Big Data by Streaming Algorithms
[RakutenTechConf2013] [D-3_2] Counting Big Databy Streaming Algorithms[RakutenTechConf2013] [D-3_2] Counting Big Databy Streaming Algorithms
[RakutenTechConf2013] [D-3_2] Counting Big Data by Streaming Algorithms
Rakuten Group, Inc.
PyDataStructs Tech Share at Quansight
PyDataStructs Tech Share at QuansightPyDataStructs Tech Share at Quansight
PyDataStructs Tech Share at Quansight
Gagandeep Singh
SoC Python Discussion Group
SoC Python Discussion GroupSoC Python Discussion Group
SoC Python Discussion Group
krishna_dubba
Python @ PiTech - March 2009
Python @ PiTech - March 2009Python @ PiTech - March 2009
Python @ PiTech - March 2009
tudorprodan
Python and Machine Learning - BCN Python Meetup - 25th Sep 2014
Python and Machine Learning - BCN Python Meetup - 25th Sep 2014Python and Machine Learning - BCN Python Meetup - 25th Sep 2014
Python and Machine Learning - BCN Python Meetup - 25th Sep 2014
XavierArrufat
Artificial Intelligence concepts in a Nutshell
Artificial Intelligence concepts in a NutshellArtificial Intelligence concepts in a Nutshell
Artificial Intelligence concepts in a Nutshell
kannanalagu1
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
grinu

Recently uploaded (20)

Env and Water Supply Engg._Dr. Hasan.pdf
Env and Water Supply Engg._Dr. Hasan.pdfEnv and Water Supply Engg._Dr. Hasan.pdf
Env and Water Supply Engg._Dr. Hasan.pdf
MahmudHasan747870
Water Industry Process Automation & Control Monthly - March 2025.pdf
Water Industry Process Automation & Control Monthly - March 2025.pdfWater Industry Process Automation & Control Monthly - March 2025.pdf
Water Industry Process Automation & Control Monthly - March 2025.pdf
Water Industry Process Automation & Control
TM-ASP-101-RF_Air Press manual crimping machine.pdf
TM-ASP-101-RF_Air Press manual crimping machine.pdfTM-ASP-101-RF_Air Press manual crimping machine.pdf
TM-ASP-101-RF_Air Press manual crimping machine.pdf
ChungLe60
autonomous vehicle project for engineering.pdf
autonomous vehicle project for engineering.pdfautonomous vehicle project for engineering.pdf
autonomous vehicle project for engineering.pdf
JyotiLohar6
Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...
Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...
Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...
slayshadow705
Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...
Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...
Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...
ASHISHDESAI85
decarbonization steel industry rev1.pptx
decarbonization steel industry rev1.pptxdecarbonization steel industry rev1.pptx
decarbonization steel industry rev1.pptx
gonzalezolabarriaped
CS3451 INTRODUCTIONN TO OS unit ONE .pdf
CS3451 INTRODUCTIONN TO OS unit ONE .pdfCS3451 INTRODUCTIONN TO OS unit ONE .pdf
CS3451 INTRODUCTIONN TO OS unit ONE .pdf
PonniS7
Taykon-Kalite belgeleri
Taykon-Kalite belgeleriTaykon-Kalite belgeleri
Taykon-Kalite belgeleri
TAYKON
Best KNow Hydrogen Fuel Production in the World The cost in USD kwh for H2
Best KNow  Hydrogen Fuel Production in the World The cost in USD kwh for H2Best KNow  Hydrogen Fuel Production in the World The cost in USD kwh for H2
Best KNow Hydrogen Fuel Production in the World The cost in USD kwh for H2
Daniel Donatelli
AI, Tariffs and Supply Chains in Knowledge Graphs
AI, Tariffs and Supply Chains in Knowledge GraphsAI, Tariffs and Supply Chains in Knowledge Graphs
AI, Tariffs and Supply Chains in Knowledge Graphs
Max De Marzi
google_developer_group_ramdeobaba_university_EXPLORE_PPT
google_developer_group_ramdeobaba_university_EXPLORE_PPTgoogle_developer_group_ramdeobaba_university_EXPLORE_PPT
google_developer_group_ramdeobaba_university_EXPLORE_PPT
JayeshShete1
BS_EN_ISO_19650_Detailed_Presentation.pptx
BS_EN_ISO_19650_Detailed_Presentation.pptxBS_EN_ISO_19650_Detailed_Presentation.pptx
BS_EN_ISO_19650_Detailed_Presentation.pptx
VinkuMeena
Industrial Construction shed PEB MFG.pdf
Industrial Construction shed PEB MFG.pdfIndustrial Construction shed PEB MFG.pdf
Industrial Construction shed PEB MFG.pdf
PLINTH & ROOFS
Sachpazis: Foundation Analysis and Design: Single Piles
Sachpazis: Foundation Analysis and Design: Single PilesSachpazis: Foundation Analysis and Design: Single Piles
Sachpazis: Foundation Analysis and Design: Single Piles
Dr.Costas Sachpazis
Mathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptx
Mathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptxMathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptx
Mathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptx
ppkmurthy2006
Engineering at Lovely Professional University (LPU).pdf
Engineering at Lovely Professional University (LPU).pdfEngineering at Lovely Professional University (LPU).pdf
Engineering at Lovely Professional University (LPU).pdf
Sona
US Patented ReGenX Generator, ReGen-X Quatum Motor EV Regenerative Accelerati...
US Patented ReGenX Generator, ReGen-X Quatum Motor EV Regenerative Accelerati...US Patented ReGenX Generator, ReGen-X Quatum Motor EV Regenerative Accelerati...
US Patented ReGenX Generator, ReGen-X Quatum Motor EV Regenerative Accelerati...
Thane Heins NOBEL PRIZE WINNING ENERGY RESEARCHER
CFOT Fiber Optics FOA CERTIFICATION.pptx
CFOT Fiber Optics FOA CERTIFICATION.pptxCFOT Fiber Optics FOA CERTIFICATION.pptx
CFOT Fiber Optics FOA CERTIFICATION.pptx
MohamedShabana37
Frankfurt University of Applied Science urkunde
Frankfurt University of Applied Science urkundeFrankfurt University of Applied Science urkunde
Frankfurt University of Applied Science urkunde
Lisa Emerson
Env and Water Supply Engg._Dr. Hasan.pdf
Env and Water Supply Engg._Dr. Hasan.pdfEnv and Water Supply Engg._Dr. Hasan.pdf
Env and Water Supply Engg._Dr. Hasan.pdf
MahmudHasan747870
TM-ASP-101-RF_Air Press manual crimping machine.pdf
TM-ASP-101-RF_Air Press manual crimping machine.pdfTM-ASP-101-RF_Air Press manual crimping machine.pdf
TM-ASP-101-RF_Air Press manual crimping machine.pdf
ChungLe60
autonomous vehicle project for engineering.pdf
autonomous vehicle project for engineering.pdfautonomous vehicle project for engineering.pdf
autonomous vehicle project for engineering.pdf
JyotiLohar6
Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...
Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...
Structural QA/QC Inspection in KRP 401600 | Copper Processing Plant-3 (MOF-3)...
slayshadow705
Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...
Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...
Integration of Additive Manufacturing (AM) with IoT : A Smart Manufacturing A...
ASHISHDESAI85
decarbonization steel industry rev1.pptx
decarbonization steel industry rev1.pptxdecarbonization steel industry rev1.pptx
decarbonization steel industry rev1.pptx
gonzalezolabarriaped
CS3451 INTRODUCTIONN TO OS unit ONE .pdf
CS3451 INTRODUCTIONN TO OS unit ONE .pdfCS3451 INTRODUCTIONN TO OS unit ONE .pdf
CS3451 INTRODUCTIONN TO OS unit ONE .pdf
PonniS7
Taykon-Kalite belgeleri
Taykon-Kalite belgeleriTaykon-Kalite belgeleri
Taykon-Kalite belgeleri
TAYKON
Best KNow Hydrogen Fuel Production in the World The cost in USD kwh for H2
Best KNow  Hydrogen Fuel Production in the World The cost in USD kwh for H2Best KNow  Hydrogen Fuel Production in the World The cost in USD kwh for H2
Best KNow Hydrogen Fuel Production in the World The cost in USD kwh for H2
Daniel Donatelli
AI, Tariffs and Supply Chains in Knowledge Graphs
AI, Tariffs and Supply Chains in Knowledge GraphsAI, Tariffs and Supply Chains in Knowledge Graphs
AI, Tariffs and Supply Chains in Knowledge Graphs
Max De Marzi
google_developer_group_ramdeobaba_university_EXPLORE_PPT
google_developer_group_ramdeobaba_university_EXPLORE_PPTgoogle_developer_group_ramdeobaba_university_EXPLORE_PPT
google_developer_group_ramdeobaba_university_EXPLORE_PPT
JayeshShete1
BS_EN_ISO_19650_Detailed_Presentation.pptx
BS_EN_ISO_19650_Detailed_Presentation.pptxBS_EN_ISO_19650_Detailed_Presentation.pptx
BS_EN_ISO_19650_Detailed_Presentation.pptx
VinkuMeena
Industrial Construction shed PEB MFG.pdf
Industrial Construction shed PEB MFG.pdfIndustrial Construction shed PEB MFG.pdf
Industrial Construction shed PEB MFG.pdf
PLINTH & ROOFS
Sachpazis: Foundation Analysis and Design: Single Piles
Sachpazis: Foundation Analysis and Design: Single PilesSachpazis: Foundation Analysis and Design: Single Piles
Sachpazis: Foundation Analysis and Design: Single Piles
Dr.Costas Sachpazis
Mathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptx
Mathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptxMathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptx
Mathematics behind machine learning INT255 INT255__Unit 3__PPT-1.pptx
ppkmurthy2006
Engineering at Lovely Professional University (LPU).pdf
Engineering at Lovely Professional University (LPU).pdfEngineering at Lovely Professional University (LPU).pdf
Engineering at Lovely Professional University (LPU).pdf
Sona
CFOT Fiber Optics FOA CERTIFICATION.pptx
CFOT Fiber Optics FOA CERTIFICATION.pptxCFOT Fiber Optics FOA CERTIFICATION.pptx
CFOT Fiber Optics FOA CERTIFICATION.pptx
MohamedShabana37
Frankfurt University of Applied Science urkunde
Frankfurt University of Applied Science urkundeFrankfurt University of Applied Science urkunde
Frankfurt University of Applied Science urkunde
Lisa Emerson

R & D in Python at Azoi