Tehisintellekt on mõjutanud peaaegu kõiki tänapäeva inimelu aspekte. Selleks, et olla edukas ja konkurentsivõimeline oma erialal ning panustada oma organisatsiooni lisandväärtuse kasvatamisse, on vaja aru saada kaasaegsetest tehnoloogiatest ja nende kasutamise võimalustest oma töövaldkonnas. Kõrgharidus on üks eriala, mis pakub tehisintellekti tehnoloogiate rakendamiseks suurt potentsiaali. Ettekandes antakse ülevaate võimalustest ja väljakutsetest, mida tehisintellekti kasutuselevõtt võiks kõrgharidusse kaasa tuua.
Konverents „Õppejõult õppejõule 2021: õppimise ja õpetamise ruumid“
Räägisin sellest, miks on äge teadlane olla oma teadusala (bioinformaatika) vaadenurgast. Ettekannes jagasin inimestele skeemi kuidas valida nende jaoks ideaalset tööd, mis vastataks nende ootustele ja jääks huvitavaks pikemas perspektiivis.
See skeem on väga lihtne ning koosneb kolmest osast “tahan teha” “oskan teha” “on vaja teha” ja iga osa on kirjeldatud küsimustega. Peab vastama küsimustele ning otsima kõige suuremat ülekatet nendest kolmest osast. See on ideaalse töö kirjeldus.
Practice discovering biological knowledge using networks approach.Elena Sügis
This practice session gives an overview how to analyze biological data using networks approach. It covers netwokrs topology, data integration, differential expression, network visualization, functional enrichment analysis and retrieving data from external sources. Primarily Cytoscape software is used for this practice session.
The presentation was meant to explain who are bioinformaticians , what they do and why it's cool to the first year bachelor students.
Presentation was made in the frames of the course Introduction to Informatics (Sissejuhatus informaatikasse 2016/17 sügis) at the Institute of Computer Science, University of Tartu.
Basics of Data Analysis in BioinformaticsElena Sügis
Presentation gives introduction to the Basics of Data Analysis in Bioinformatics.
The following topics are covered:
Data acquisition
Data summary(selecting the needed column/rows from the file and showing basic descriptive statistics)
Preprocessing (missing values imputation, data normalization, etc.)
Principal Component Analysis
Data Clustering and cluster annotation (k-means, hierarchical)
Cluster annotations
Slides contain information about why bioinformatics appeared,
who bioinformaticians are, what they do, what kind of cool applications and challenges in bioinformatics there are.
Slides were prepared for the Bioinformatics seminar 2016, Institute of Computer Science, University of Tartu.
Räägisin sellest, miks on äge teadlane olla oma teadusala (bioinformaatika) vaadenurgast. Ettekannes jagasin inimestele skeemi kuidas valida nende jaoks ideaalset tööd, mis vastataks nende ootustele ja jääks huvitavaks pikemas perspektiivis.
See skeem on väga lihtne ning koosneb kolmest osast “tahan teha” “oskan teha” “on vaja teha” ja iga osa on kirjeldatud küsimustega. Peab vastama küsimustele ning otsima kõige suuremat ülekatet nendest kolmest osast. See on ideaalse töö kirjeldus.
Practice discovering biological knowledge using networks approach.Elena Sügis
This practice session gives an overview how to analyze biological data using networks approach. It covers netwokrs topology, data integration, differential expression, network visualization, functional enrichment analysis and retrieving data from external sources. Primarily Cytoscape software is used for this practice session.
The presentation was meant to explain who are bioinformaticians , what they do and why it's cool to the first year bachelor students.
Presentation was made in the frames of the course Introduction to Informatics (Sissejuhatus informaatikasse 2016/17 sügis) at the Institute of Computer Science, University of Tartu.
Basics of Data Analysis in BioinformaticsElena Sügis
Presentation gives introduction to the Basics of Data Analysis in Bioinformatics.
The following topics are covered:
Data acquisition
Data summary(selecting the needed column/rows from the file and showing basic descriptive statistics)
Preprocessing (missing values imputation, data normalization, etc.)
Principal Component Analysis
Data Clustering and cluster annotation (k-means, hierarchical)
Cluster annotations
Slides contain information about why bioinformatics appeared,
who bioinformaticians are, what they do, what kind of cool applications and challenges in bioinformatics there are.
Slides were prepared for the Bioinformatics seminar 2016, Institute of Computer Science, University of Tartu.
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
This article is all about what AI trends will emerge in the field of creative operations in 2024. All the marketers and brand builders should be aware of these trends for their further use and save themselves some time!
A report by thenetworkone and Kurio.
The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands.
It’s important that you’re ready to implement new strategies in 2024.
Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024.
You’ll learn:
- The latest trends in AI and automation, and what this means for an evolving paid search ecosystem.
- New developments in privacy and data regulation.
- Emerging ad formats that are expected to make an impact next year.
Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape.
If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
5 Public speaking tips from TED - Visualized summarySpeakerHub
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world.
With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively.
The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage.
Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience.
See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers
See the original article on Forbes here:
http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world.
Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance.
For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age.
Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.
A brief introduction to DataScience with explaining of the concepts, algorithms, machine learning, supervised and unsupervised learning, clustering, statistics, data preprocessing, real-world applications etc.
It's part of a Data Science Corner Campaign where I will be discussing the fundamentals of DataScience, AIML, Statistics etc.
Time Management & Productivity - Best PracticesVit Horky
Here's my presentation on by proven best practices how to manage your work time effectively and how to improve your productivity. It includes practical tips and how to use tools such as Slack, Google Apps, Hubspot, Google Calendar, Gmail and others.
The six step guide to practical project managementMindGenius
The six step guide to practical project management
If you think managing projects is too difficult, think again.
We’ve stripped back project management processes to the
basics – to make it quicker and easier, without sacrificing
the vital ingredients for success.
“If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.”
Dr Andrew Makar, Tactical Project Management
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
This article is all about what AI trends will emerge in the field of creative operations in 2024. All the marketers and brand builders should be aware of these trends for their further use and save themselves some time!
A report by thenetworkone and Kurio.
The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands.
It’s important that you’re ready to implement new strategies in 2024.
Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024.
You’ll learn:
- The latest trends in AI and automation, and what this means for an evolving paid search ecosystem.
- New developments in privacy and data regulation.
- Emerging ad formats that are expected to make an impact next year.
Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape.
If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
5 Public speaking tips from TED - Visualized summarySpeakerHub
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world.
With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively.
The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage.
Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience.
See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers
See the original article on Forbes here:
http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world.
Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance.
For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age.
Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.
A brief introduction to DataScience with explaining of the concepts, algorithms, machine learning, supervised and unsupervised learning, clustering, statistics, data preprocessing, real-world applications etc.
It's part of a Data Science Corner Campaign where I will be discussing the fundamentals of DataScience, AIML, Statistics etc.
Time Management & Productivity - Best PracticesVit Horky
Here's my presentation on by proven best practices how to manage your work time effectively and how to improve your productivity. It includes practical tips and how to use tools such as Slack, Google Apps, Hubspot, Google Calendar, Gmail and others.
The six step guide to practical project managementMindGenius
The six step guide to practical project management
If you think managing projects is too difficult, think again.
We’ve stripped back project management processes to the
basics – to make it quicker and easier, without sacrificing
the vital ingredients for success.
“If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.”
Dr Andrew Makar, Tactical Project Management
7. 7
• Inimese intelligentsus on mõistuse omadus,
mis võimaldab inimesel kasutada teadmisi, mis
on saadud elukogemusest ning abstraktsetest
kontseptsioonidest, mis on loodud kogetud
olukordi üldistades.
• Inimmõistus suudab kasutada ning töödelda
erinevat sorti informatsiooni ning lahendada
lugematul hulgal erinevaid ülesandeid.
• Tehisintellekt viitab inimese intelligentsuse
simuleerimisele arvutite/masinate abil, mis on
programmeeritud mõtlema nagu inimesed ja
nende tegevust jäljendama.
10. 10
Tehisintellekti demüstifitseerimine
TEHISINTELLEKT
Kitsas tehisintellekt
(ingl Artificial Narrow Intelligence (ANI))
Nt. isejuhtivad autod, nutikas veebi otsing,
virtuaalsed assistendid jne.
Üldine tehisintellekt
(ingl Artificial General Intelligence (AGI))
Saab teha kõike, mis teeb inimene
Superintelligentsus
(ingl Artificial Superintelligence (ASI))
võrreldamatult targem kui parimad
inimintellektuaalid praktiliselt
igas valdkonnas
11. 11
Tehisintellekti demüstifitseerimine
TEHISINTELLEKT
Kitsas tehisintellekt
(ingl Artificial Narrow Intelligence (ANI))
Nt. isejuhtivad autod, nutikas veebi otsing,
virtuaalsed assistendid jne.
Üldine tehisintellekt
(ingl Artificial General Intelligence (AGI))
Saab teha kõike, mis teeb inimene
Superintelligentsus
(ingl Artificial Superintelligence (ASI))
võrreldamatult targem kui parimad
inimintellektuaalid praktiliselt
igas valdkonnas
12. 12
Tehisintellekti demüstifitseerimine
TEHISINTELLEKT
Kitsas tehisintellekt
(ingl Artificial Narrow Intelligence (ANI))
Nt. isejuhtivad autod, nutikas veebi otsing,
virtuaalsed assistendid jne.
Üldine tehisintellekt
(ingl Artificial General Intelligence (AGI))
Saab teha kõike, mis teeb inimene
Superintelligentsus
(ingl Artificial Superintelligence (ASI))
võrreldamatult targem kui parimad
inimintellektuaalid praktiliselt
igas valdkonnas
X
13. 13
Tehisintellekti demüstifitseerimine
TEHISINTELLEKT
Kitsas tehisintellekt
(ingl Artificial Narrow Intelligence (ANI))
Nt. isejuhtivad autod, nutikas veebi otsing,
virtuaalsed assistendid jne.
Üldine tehisintellekt
(ingl Artificial General Intelligence (AGI))
Saab teha kõike, mis teeb inimene
Superintelligentsus
(ingl Artificial Superintelligence (ASI))
võrreldamatult targem kui parimad
inimintellektuaalid praktiliselt
igas valdkonnas
X X
14. 14
Tehisintellekti demüstifitseerimine
TEHISINTELLEKT
Kitsas tehisintellekt
(ingl Artificial Narrow Intelligence (ANI))
Nt. isejuhtivad autod, nutikas veebi otsing,
virtuaalsed assistendid jne.
Üldine tehisintellekt
(ingl Artificial General Intelligence (AGI))
Saab teha kõike, mis teeb inimene
Superintelligentsus
(ingl Artificial Superintelligence (ASI))
võrreldamatult targem kui parimad
inimintellektuaalid praktiliselt
igas valdkonnas
X X
21. 21
Juhendatud masinõpe
A B
Sisend Väljund Rakendus
E-mail
Audio
Inglise keel
Rämpspost? (0/1) Rämpsposti filter
Tekst Kõnetuvastus
Eesti keel Masintõlge
Pildid,
teave anduritelt
Autode asukohad Isejuhtiv auto
24. Andmed
Andmestik
ID Sugu Sotsiaalmeedi
as veedetud
aeg päevas
(min)
Õppimisele
kulutatud
aeg päevas
(min)
Kursuse
lõpetamis
e tulemus
1 N 30 120 Hea
2 N 70 40 Nõrk
3 M 300 60 Nõrk
4 N 350 100 Hea
5 M 150 180 Hea
6 N 90 200 Hea
7 M 90 80 Nõrk
8 M 60 120 Hea
A B
25. 25
Andmed
25
Andmestik
ID Sugu Sotsiaalmeedi
as veedetud
aeg päevas
(min)
Õppimisele
kulutatud
aeg päevas
(min)
Kursuse
lõpetamis
e tulemus
1 N 30 120 Hea
2 N 70 40 Nõrk
3 M 300 60 Nõrk
4 N 350 100 Hea
5 M 150 180 Hea
6 N 90 200 Hea
7 M 90 80 Nõrk
8 M 60 120 Hea
A B
märgend
Märgendatud
andmed
26. Andmed
Andmestik
ID Sugu Sotsiaalmeedi
as veedetud
aeg päevas
(min)
Õppimisele
kulutatud
aeg päevas
(min)
Kursuse
lõpetamis
e tulemus
1 N 30 120 Hea
2 N 70 40 Nõrk
3 M 300 60 Nõrk
4 N 350 100 Hea
5 M 150 180 Hea
6 N 90 200 Hea
7 M 90 80 Nõrk
8 M 60 120 Hea
A B
märgend
Märgendatud
andmed
27. 27
Andmed
27
Pilt Loom pildil
Koer
Kass
Koer
Kass
Koer
Koer
Kass
Andmestik
ID Sugu Sotsiaalmeedi
as veedetud
aeg päevas
(min)
Õppimisele
kulutatud
aeg päevas
(min)
Kursuse
lõpetamis
e tulemus
1 N 30 120 Hea
2 N 70 40 Nõrk
3 M 300 60 Nõrk
4 N 350 100 Hea
5 M 150 180 Hea
6 N 90 200 Hea
7 M 90 80 Nõrk
8 M 60 120 Hea
A B
Märgendatud
andmed
28. 28
Andmed
28
Pilt Loom pildil
Koer
Kass
Koer
Kass
Koer
Koer
Kass
Andmestik
ID Sugu Sotsiaalmeedi
as veedetud
aeg päevas
(min)
Õppimisele
kulutatud
aeg päevas
(min)
Kursuse
lõpetamis
e tulemus
1 N 30 120 Hea
2 N 70 40 Nõrk
3 M 300 60 Nõrk
4 N 350 100 Hea
5 M 150 180 Hea
6 N 90 200 Hea
7 M 90 80 Nõrk
8 M 60 120 Hea
A B
Märgendatud
andmed
A B
34. 34
“noor mees kannab musta särki”,
“täpsus”: 0.7999446
“parukas”,“täpsus”: 0.9350064
Kalutatud andmed -> kalutatud mudel
Tehisintellekti eelarvamuse illustratsioon. Microsofti mudel täpsusega 79% tuvastas ekslikult
tumedanahalise naise mehena. Parempoolsel näitel arvab mudel ekslikult täpsusega 93%, et
mustanahaline neiu kannab parukat. Sellised vead juhtuvad, kui mudel treenitakse andmetel, kus
teatud tüüpi inimesed (antud juhul mustanahalised naised) on ala-esindatud. Mudeli tulemused
pärinevad aastast 2018.
40. Automatiseeritud tööde hindamine
TI Mudel
A
1p
3p
2p
Säästab palju aega selleks, et:
• suhelda õpilastega
• pakkuda välja uusi ja loovaid õppemeetodeid
• arendada ideid
42. • Õpitulemuste jälgimine ja ennustamine
• Võimalike nõrkade kohtade tuvastamine
• Personaliseeritud õppimisviis õpilase jaoks
ID Sugu Sotsiaalmeedia
s veedetud aeg
päevas (min)
Õppimisele
kulutatud
aeg päevas
(min)
Kursuse
lõpetamise
tulemus
1 N 30 120 Hea
2 N 70 40 Nõrk
3 M 300 60 Nõrk
4 N 350 100 Hea
5 M 150 180 Hea
6 N 90 200 Hea
7 M 90 80 Nõrk
8 M 60 120 Hea
9 N 60 150 ?
Õpitulemuste jälgimine ja ennustamine
UUS TUDENG
43. • Mõista õpilaste oskusi
• Õpilaste eelteadmised
• Kui kiiresti õpilane õpib
• Õpilase eelistused õppekavas jne.
Andmetepõhine õppija profileerimine
klasterdamine
44. Personaliseeritud õpe
Tudengi ID Loengu
vaatamise alg.
Loengu
vaatamise lõp.
Vaatamise
kiirus
#111 00:00 30:00 1
#111 22:05 30:00 1
#111 22:05 30:00 0,5
#111 22:05 30:00 1
Masinõpe:
• Saab tuvastada kohti loengutes, kus õpilased jäävad kinni
• #-# kus materjali pole hästi selgitatud (või mõlemad)
• Saab aidata meil ka õpilaste õppimist personaliseerida, et õpilased saaksid
õppida efektiivsemas tempos kui tänapäevastes kõigile sobivates klassiruumides
Logid
47. Nõudlus pideva õppe järele
Inimesed soovivad:
- ümber õppida
- õppida isiklikuks eneseteostuseks
- Kuigi osa sellest saaks teha
digitaalselt, on inimeste õpetajate,
treenerite ja mentorite järele suur
nõudlus, et aidata õppida (kas
isiklikult või veebis).
49. 50
Source: PIAAC data, PwC analysis 2018 https://www.pwc.com/hu/hu/kiadvanyok/assets/pdf/impact_of_automation_on_jobs.pdf
Kas robotid
võtavad meie
töökohad üle?
60. 64
Teemad
• Mis on tehisintellekt?;
• Masinõpe ja tehisnärvivõrgud;
• Pilditöötlus ja objektituvastus;
• Isejuhtivad autod;
• Loomuliku keele töötlus;
• Ärianalüütika;
• Inimese ja roboti interaktsioon;
• Tehismõistus meditsiinis ja terviseandmete
analüüs;
• Tehisintelekti kasutamise eetika.