SlideShare a Scribd company logo
1 of 73
Download to read offline
BIIT
Inside Bioinformatics
Dmytro Fishman
Com
puter
Land
Science
Com
puter
Software
Engineering
MSc
Land
Science
Com
puter
Software
Engineering
MSc
Science Land
Algorithms
canyon
City of Data Mining
Software
Development
area
Other Stuff
Wastelands
Pure Math
Endless Ocean The Dark Forest of
Biology
Statistics
Sea
Economics World
Let it be
chemistry
here
Com
puter Science Land
Algorithms
canyon
City of Data Mining
Software
Development
area
Other Stuff
Wastelands
Algorithms
canyon
Pure Math
Endless Ocean
Statistics
Sea
Economics World
Let it be
chemistry
here
Com
puter Science Land
The Dark Forest of
Biology
City of Data Mining
Software
Development
area
Other Stuff
Wastelands
Pure Math
Endless Ocean
Statistics
Sea
Economics World
Let it be
chemistry
here
Com
puter Science Land
The Dark Forest of
Biology
Algorithms
canyon
City of Data Mining
Software
Development
area
Other Stuff
Wastelands
Pure Math
Endless Ocean
Statistics
Sea
Economics World
Let it be
chemistry
here
Com
puter Science Land
The Dark Forest of
Biology
Algorithms
canyon
City of Data Mining
Software
Development
area
Other Stuff
Wastelands
Pure Math
Endless Ocean
Statistics
Sea
Economics World
Let it be
chemistry
here
Com
puter Science Land
The Dark Forest of
Biology
Algorithms
canyon
City of Data Mining
Software
Development
area
Other Stuff
Wastelands
DIMA’S INTERESTS LAND
WELCOME TO
DIMA’S INTERESTS LAND
WELCOME TO
DIMA’S INTERESTS LAND
AUTOIMMUNITY
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS
MEDICAL
IMAGING
WELCOME TO
DIMA’S INTERESTS LAND
AUTOIMMUNITY
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS
MEDICAL
IMAGING
AUTOIMMUNITY
Sample
ProtoarraySample
ProtoarraySample
ProtoarraySample
Protein1
ProteinN
Protein2
Patients Healthy
AUTOIMMUNITY
AIRE-Deficient Patients Harbor Unique High-Affinity
Disease-Ameliorating Autoantibodies (Meyer et al. 2016)
The Serological Autoimmunome of AIRE-
deficiency is Large and Comprises Two
Distinct Subgroups
Dmytro Fishman1, Kai Kisand2, Christina Hertel3, Mike Rothe3, Anu Remm2,
Maire Pihlap2, Priit Adler1, Hedi Peterson1, Jaak Vilo1, Aleksandr Peet4,
Antonella Meloni5, Katarina Trebusak Podkrajsek6, Tadej Battelino6, Øyvind
Bruserud7, Annette SB Wolff7, Eystein S Husebye7, Nicolas Kluger8, Kai
Krohn8, Annamari Ranki8, Adrian Hayday9, Pärt Peterson2
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS
MEDICAL
IMAGING
AUTOIMMUNITY
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS
MEDICAL
IMAGING
AUTOIMMUNITY
…AACCTGTTACAAACCG…
ON
OFF
FUNCTIONAL GENOMICS
…AACCTGTTACAAACCG…
ON
OFF
FUNCTIONAL GENOMICS
…AACCTGTTACAAACCG…
ON
OFF
FUNCTIONAL GENOMICS
…AACCTGTTACAAACCG…
…AGCCTGTTACAAACCG…
ON
OFF
ON
OFF
FUNCTIONAL GENOMICS
…AACCTGTTACAAACCG…
…AGCCTGTTACAAACCG…
ON
OFF
ON
OFF
FUNCTIONAL GENOMICS
…AACCTGTTACAAACCG…
…AGCCTGTTACAAACCG…
ON
OFF
ON
OFF
FUNCTIONAL GENOMICS
Input
Sequence
A
A
A
G
C
C
T
…AACCTGTTACAAACCG…
…AGCCTGTTACAAACCG…
ON
OFF
ON
OFF
FUNCTIONAL GENOMICS
Input
Sequence
A
A
A
G
C
C
T
A
C
T
G
Convolution
Convolution
Layer #1
Convolution
Layer #2
FC Layer
Deep learning for computational biology
Angermueller et al.
Predicted
Output
…AACCTGTTACAAACCG…
…AGCCTGTTACAAACCG…
ON
OFF
ON
OFF
87%
13%
FUNCTIONAL GENOMICS
A/G?
In collaboration with Kaur Alasoo (kauralasoo@gmail.com) &
Yurii Toma (yurii.toma@gmail.com)
FUNCTIONAL GENOMICS
Genome
Geenivaramu
Genome
Geenivaramu
Genome
Geenivaramu
Genome
Geenivaramu
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
MEDICAL
IMAGING
AUTOIMMUNITY
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
IMAGINGMEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
AUTOIMMUNITY
MEDICAL
IMAGING
Disease Stage Prediction
Diabetic Retinopathy
Sources of images are: kaggle.com and nature.com
MEDICAL
IMAGING
Heart Volume
Prediction
Heart Failure
Sources of images are: kaggle.com and nature.com
Disease Stage Prediction
Diabetic Retinopathy
MEDICAL
IMAGING
Cell Segmentation
Heart Volume
Prediction
Heart Failure
Disease Stage Prediction
Diabetic Retinopathy
MEDICAL
IMAGING
Cell Segmentation
Heart Volume
Prediction
Heart Failure
Disease Stage Prediction
Diabetic Retinopathy
Dmytro Fishman, Ardi Tampuu, William Jones, Elizabeth Bell, Ilya
Kuzovkin, Tanel Pärnamaa, Leopold Parts, Jaak Vilo, Raul Vicente
Mari-Liis Allikivi, Elena Sügis, Dmytro
Fishman
Anna Leontjeva, Ilya Kuzovkin, Dmytro Fishman
MEDICAL
IMAGING
???
0 1
0 1
0 1
0 1
0 1
90%
0 1
Dermatologist-level classification of skin cancer with
deep neural networks (Esteva et al., 2017)
90% VS 14%
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
MEDICAL
IMAGING
AUTOIMMUNITY
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
MEDICAL
IMAGING
AUTOIMMUNITY
MEDICAL
SIGNAL
MEDICAL
SIGNAL
Neuroimaging MEDICAL
SIGNAL
Neuroimaging EEG Signal MEDICAL
SIGNAL
Neuroimaging EEG Signal
Fourier
Transform
Data
MEDICAL
SIGNAL
Neuroimaging EEG Signal
Data
MEDICAL
SIGNAL
Neuroimaging EEG Signal
Data Machine Learning
MEDICAL
SIGNAL
MEDICAL
SIGNAL
Neuroimaging EEG Signal
Data Machine Learning
MEDICAL
SIGNAL
Neuroimaging EEG Signal
Data Machine Learning
Anna Leontjeva, Ilya Kuzovkin, Dmytro Fishman
https://github.com/kuz/BrainActivity3D
Cardiogram
Data Machine Learning
P( ) = .92
Cardiograph
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
MEDICAL
IMAGINGMEDICAL
SIGNAL
AUTOIMMUNITY
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
MEDICAL
IMAGINGMEDICAL
SIGNAL
AUTOIMMUNITY
AI
AI
Elena Sügis
Anna Ufliand
AI
Elena Sügis
Anna Ufliand
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
SIGNAL
TEACHING AND
GIVING TALKS A/G?
MEDICAL
IMAGINGMEDICAL
SIGNAL
AUTOIMMUNITY
WELCOME TO
DIMA’S INTERESTS LAND
FUNCTIONAL
GENOMICS
MEDICAL
IMAGING
TEACHING AND
GIVING TALKS
MEDICAL
SIGNAL
A/G?
AUTOIMMUNITY
BIIT
dmytro@ut.ee
What does it mean to be a bioinformatician?

More Related Content

Similar to What does it mean to be a bioinformatician?

The future of Innovation is FREAK
The future of Innovation is FREAKThe future of Innovation is FREAK
The future of Innovation is FREAKPat Pataranutaporn
 
Synbioabs2 gold
Synbioabs2 goldSynbioabs2 gold
Synbioabs2 goldjunvirola
 
Exponentials, Radical Longevity, and You
Exponentials, Radical Longevity, and YouExponentials, Radical Longevity, and You
Exponentials, Radical Longevity, and YouSteven Tucker
 
Next generation genomics: Petascale data in the life sciences
Next generation genomics: Petascale data in the life sciencesNext generation genomics: Petascale data in the life sciences
Next generation genomics: Petascale data in the life sciencesGuy Coates
 
BeCA-ILRI Bioinformatics Platform
BeCA-ILRI Bioinformatics PlatformBeCA-ILRI Bioinformatics Platform
BeCA-ILRI Bioinformatics PlatformILRI
 
Humans and machines being human in the age of ai
Humans and machines   being human in the age of aiHumans and machines   being human in the age of ai
Humans and machines being human in the age of aiHarvey Bennett
 

Similar to What does it mean to be a bioinformatician? (6)

The future of Innovation is FREAK
The future of Innovation is FREAKThe future of Innovation is FREAK
The future of Innovation is FREAK
 
Synbioabs2 gold
Synbioabs2 goldSynbioabs2 gold
Synbioabs2 gold
 
Exponentials, Radical Longevity, and You
Exponentials, Radical Longevity, and YouExponentials, Radical Longevity, and You
Exponentials, Radical Longevity, and You
 
Next generation genomics: Petascale data in the life sciences
Next generation genomics: Petascale data in the life sciencesNext generation genomics: Petascale data in the life sciences
Next generation genomics: Petascale data in the life sciences
 
BeCA-ILRI Bioinformatics Platform
BeCA-ILRI Bioinformatics PlatformBeCA-ILRI Bioinformatics Platform
BeCA-ILRI Bioinformatics Platform
 
Humans and machines being human in the age of ai
Humans and machines   being human in the age of aiHumans and machines   being human in the age of ai
Humans and machines being human in the age of ai
 

More from Dmytro Fishman

DOME: Recommendations for supervised machine learning validation in biology
DOME: Recommendations for supervised machine learning validation in biologyDOME: Recommendations for supervised machine learning validation in biology
DOME: Recommendations for supervised machine learning validation in biologyDmytro Fishman
 
Tips for effective presentations
Tips for effective presentationsTips for effective presentations
Tips for effective presentationsDmytro Fishman
 
Autonomous Driving Lab - Simultaneous Localization and Mapping WP
Autonomous Driving Lab - Simultaneous Localization and Mapping WPAutonomous Driving Lab - Simultaneous Localization and Mapping WP
Autonomous Driving Lab - Simultaneous Localization and Mapping WPDmytro Fishman
 
Introduction to Deep Learning
Introduction to Deep LearningIntroduction to Deep Learning
Introduction to Deep LearningDmytro Fishman
 
Introduction to Machine Learning for Taxify/Bolt
Introduction to Machine Learning for Taxify/BoltIntroduction to Machine Learning for Taxify/Bolt
Introduction to Machine Learning for Taxify/BoltDmytro Fishman
 
Introduction to Gaussian Processes
Introduction to Gaussian ProcessesIntroduction to Gaussian Processes
Introduction to Gaussian ProcessesDmytro Fishman
 
Detecting Nuclei from Microscopy Images with Deep Learning
Detecting Nuclei from Microscopy Images with Deep LearningDetecting Nuclei from Microscopy Images with Deep Learning
Detecting Nuclei from Microscopy Images with Deep LearningDmytro Fishman
 
Deep Learning in Healthcare
Deep Learning in HealthcareDeep Learning in Healthcare
Deep Learning in HealthcareDmytro Fishman
 
5 Introduction to neural networks
5 Introduction to neural networks5 Introduction to neural networks
5 Introduction to neural networksDmytro Fishman
 
4 Dimensionality reduction (PCA & t-SNE)
4 Dimensionality reduction (PCA & t-SNE)4 Dimensionality reduction (PCA & t-SNE)
4 Dimensionality reduction (PCA & t-SNE)Dmytro Fishman
 
3 Unsupervised learning
3 Unsupervised learning3 Unsupervised learning
3 Unsupervised learningDmytro Fishman
 

More from Dmytro Fishman (13)

DOME: Recommendations for supervised machine learning validation in biology
DOME: Recommendations for supervised machine learning validation in biologyDOME: Recommendations for supervised machine learning validation in biology
DOME: Recommendations for supervised machine learning validation in biology
 
Tips for effective presentations
Tips for effective presentationsTips for effective presentations
Tips for effective presentations
 
Autonomous Driving Lab - Simultaneous Localization and Mapping WP
Autonomous Driving Lab - Simultaneous Localization and Mapping WPAutonomous Driving Lab - Simultaneous Localization and Mapping WP
Autonomous Driving Lab - Simultaneous Localization and Mapping WP
 
Introduction to Deep Learning
Introduction to Deep LearningIntroduction to Deep Learning
Introduction to Deep Learning
 
Introduction to Machine Learning for Taxify/Bolt
Introduction to Machine Learning for Taxify/BoltIntroduction to Machine Learning for Taxify/Bolt
Introduction to Machine Learning for Taxify/Bolt
 
Introduction to Gaussian Processes
Introduction to Gaussian ProcessesIntroduction to Gaussian Processes
Introduction to Gaussian Processes
 
Biit group 2018
Biit group 2018Biit group 2018
Biit group 2018
 
Detecting Nuclei from Microscopy Images with Deep Learning
Detecting Nuclei from Microscopy Images with Deep LearningDetecting Nuclei from Microscopy Images with Deep Learning
Detecting Nuclei from Microscopy Images with Deep Learning
 
Deep Learning in Healthcare
Deep Learning in HealthcareDeep Learning in Healthcare
Deep Learning in Healthcare
 
5 Introduction to neural networks
5 Introduction to neural networks5 Introduction to neural networks
5 Introduction to neural networks
 
4 Dimensionality reduction (PCA & t-SNE)
4 Dimensionality reduction (PCA & t-SNE)4 Dimensionality reduction (PCA & t-SNE)
4 Dimensionality reduction (PCA & t-SNE)
 
3 Unsupervised learning
3 Unsupervised learning3 Unsupervised learning
3 Unsupervised learning
 
1 Supervised learning
1 Supervised learning1 Supervised learning
1 Supervised learning
 

Recently uploaded

APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
Presiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha electionsPresiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha electionsanshu789521
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentInMediaRes1
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docxPoojaSen20
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxGaneshChakor2
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...Marc Dusseiller Dusjagr
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
URLs and Routing in the Odoo 17 Website App
URLs and Routing in the Odoo 17 Website AppURLs and Routing in the Odoo 17 Website App
URLs and Routing in the Odoo 17 Website AppCeline George
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfchloefrazer622
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxmanuelaromero2013
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdfssuser54595a
 

Recently uploaded (20)

APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
Presiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha electionsPresiding Officer Training module 2024 lok sabha elections
Presiding Officer Training module 2024 lok sabha elections
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Alper Gobel In Media Res Media Component
Alper Gobel In Media Res Media ComponentAlper Gobel In Media Res Media Component
Alper Gobel In Media Res Media Component
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docx
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptx
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
URLs and Routing in the Odoo 17 Website App
URLs and Routing in the Odoo 17 Website AppURLs and Routing in the Odoo 17 Website App
URLs and Routing in the Odoo 17 Website App
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdf
 
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Bikash Puri  Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Bikash Puri Delhi reach out to us at 🔝9953056974🔝
 
How to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptxHow to Make a Pirate ship Primary Education.pptx
How to Make a Pirate ship Primary Education.pptx
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
18-04-UA_REPORT_MEDIALITERAСY_INDEX-DM_23-1-final-eng.pdf
 

What does it mean to be a bioinformatician?