Presentation introducing a panel discussion on the present and future of speech recognition for lecture capture at Digifest 2022 online fringe on Assistive Technologies: https://www.jisc.ac.uk/events/focus-on-the-future-new-developments-in-accessible-and-assistive-technologies-16-mar-2022
Speech Recognition: Art of the possible - DigiFest 2022Dominik Lukes
Presentation introducing a panel discussion on the present and future of speech recognition for lecture capture at Digifest 2022 online fringe on Assistive Technologies: https://www.jisc.ac.uk/events/focus-on-the-future-new-developments-in-accessible-and-assistive-technologies-16-mar-2022
Now is the time to unravel the mysteries of cloud computing. The speaker is going to brief about Generative AI in the session that is related to study Jams 2023
Voice Search and Conversation Action Assistive Systems - Challenges & Opportu...Dawn Anderson MSc DigM
We are headed to the age of assistive task driven search where the user needs help to 'do' things as well as learn things. Smart speakers, mobile phones, assistive systems and conversational search and action devices are where the buck is headed for now. Where are we at in this wave? What are the challenges? What are the opportunities right now? Here we look at some of the ways we can start to prepare our tactics and strategy to be pioneering search marketers with conversation search and conversation action.
Speech Recognition: Art of the possible - DigiFest 2022Dominik Lukes
Presentation introducing a panel discussion on the present and future of speech recognition for lecture capture at Digifest 2022 online fringe on Assistive Technologies: https://www.jisc.ac.uk/events/focus-on-the-future-new-developments-in-accessible-and-assistive-technologies-16-mar-2022
Now is the time to unravel the mysteries of cloud computing. The speaker is going to brief about Generative AI in the session that is related to study Jams 2023
Voice Search and Conversation Action Assistive Systems - Challenges & Opportu...Dawn Anderson MSc DigM
We are headed to the age of assistive task driven search where the user needs help to 'do' things as well as learn things. Smart speakers, mobile phones, assistive systems and conversational search and action devices are where the buck is headed for now. Where are we at in this wave? What are the challenges? What are the opportunities right now? Here we look at some of the ways we can start to prepare our tactics and strategy to be pioneering search marketers with conversation search and conversation action.
Six main topics:
1.) The challenge(s) we face in globalization
2.) Getting to better content
3.) … and better process
4.) Translation models
5.) Technology that doesn’t suck
6.) How Lexmark does its thing
First presented at AISA Cyber Conference AU in 2018. How to “Speak Developer” and Create a Winning Security Culture in Your Software Development Teams.
There aren’t enough security people in the workforce to scale to the demands of our business needs, but there’s an untapped resource already sitting within our organisations: developers and testers. In this session we’ll learn how to speak their language and create a security culture which will support secure development and ultimately enable innovative practices within the business.
As security professionals we often battle to make ourselves understood with developers. Maybe we’re too risk oriented. Perhaps we’re only confident talking at a network level. Or our business has adopted an agile methodology and our old practices are being seen as road blockers. Whatever the reason, we need to change the way we interact with development teams.
By understanding their context, speaking their language, enabling them with tools, and being seen as a trusted advisor – not the enemy – we can move at a pace and scale where security is baked in to our development culture across the organisation.
If you’re a security professional working within an organisation that does software development, or an IT manager looking to make the most of limited resources, this session is for you.
Midwest km pugh conversational ai and ai for conversation 190809Katrina (Kate) Pugh
Conversational AI (chat bots) is here to stay, and it's teaching us a lot about transactions, human language patterns, and the limits of computer-human interaction. But what about AI for Conversation? Can we learn from the Conversational AI research and improve how human-to-human conversation works? Where can we use pattern recognition and predictive analytics to improve how we are present as managers, coaches, analysts, family members or diplomats?
Adam Bittlingmayer is a technical co-founder at Signal N (http://signaln.com), where he works on sentence-level quality estimation of machine translation.
More about our meetup:
http://www.meetup.com/de-DE/Berlin-Language-Technology/events/228344365/
Format Matters - How presentation affects understandingMike Rice
One of the strengths of DITA architecture is the separation of presentation from content. When focusing on the content model, it is easy to forget about how it looks to the end user.
Together with Chris Patterson, an information developer with Creative and Technical Communications at Xerox, we discuss factors affecting the usability of technical publications and how research, experience, and DITA structure influence format decisions.
The Cocktail Party Effect. An inclusive vision of conversational interactions.Isabella Loddo
Keynote speech held by Isabella Loddo and Dario Martini at the EAD12 | Design for Next International Conference - track Design for Next Technology, 14th April 2017, Facoltà di Architettura "Valle Giulia", Università di Roma La Sapienza.
How to tell a better story (in code)(final)Bonnie Pan
To tell a better story in code, start with knowing your audience, use ubiquitous languages in your code so that no translation is needed for your audience.
Apply visual design principles to identify code smells and organize the layout in a way to strengthen the communication.
Start from there then practice often by refactoring.
The truth is there are never shortcuts to tell a better story in life or in code, practice practice practice by refactoring we will make our code tell a better story.
Let’s opt in better software for our future selves and others. Let’s make our code accessible for those who are interested in our code. Let’s invite our audience to our story in code.
How can we create a better collaboration between a team of designers and non-designers? One of the best ways to share our ideas across the team is through a group activity called Sketchstorming. Not only does sketchstorming allow us to build a better understanding of the problems, but it also helps the team to quickly uncover potential solutions before deep diving into details. In other words, it keeps everyone on the same page right from the start!
This workshop will cover:
– Intro and frameworks of Sketchstorming
– The do’s and don’ts
– Warm-up
– Sketching techniques and tips
– Group exercises (With given design challenges)
– Results sharing sessions
– Reflection
Who should attend?
This workshop is ideal for people who are trying to:
– Facilitate an effective Sketchstorming session.
– Enable their team to be more inclusive and collaborative. (Learn and understand various goals and perspective of other stakeholders)
– Enhance their current design workflow and approaches to solving problems.
– Build their confidence in visual thinking and idea sharing.
Takeaways:
– Hands-on tips and techniques for facilitating an effective Sketchstorming.
– Tips based on real-world examples and at the same time, enable you and your team to communicate and collaborate faster.
*(Pens and sketching papers provided, but feel free to bring your own. All skill levels are welcome and no previous drawing skills are needed!)
Module 8: Natural language processing Pt 1Sara Hooker
Delta Analytics is a 501(c)3 non-profit in the Bay Area. We believe that data is powerful, and that anybody should be able to harness it for change. Our teaching fellows partner with schools and organizations worldwide to work with students excited about the power of data to do good.
Welcome to the course! These modules will teach you the fundamental building blocks and the theory necessary to be a responsible machine learning practitioner in your own community. Each module focuses on accessible examples designed to teach you about good practices and the powerful (yet surprisingly simple) algorithms we use to model data.
To learn more about our mission or provide feedback, take a look at www.deltanalytics.org. If you would like to use this material to further our mission of improving access to machine learning. Education please reach out to inquiry@deltanalytics.org .
This presentation was delivered to a "Web Enabled Business" class at Simon Fraser University in Vancouver. The topic is speech recognition technology, and the presentation covers its origins, how it works, issues, latest trends and future opportunities.
The State of Automatic Speech Recognition 2022 (2).pdf3Play Media
In this webinar, we will dive into the latest research on the current state of automatic speech recognition (ASR) as it applies to captioning and transcription.
Big Data and Natural Language ProcessingMichel Bruley
Natural Language Processing (NLP) is the branch of computer science focused on developing systems that allow computers to communicate with people using everyday language.
Six main topics:
1.) The challenge(s) we face in globalization
2.) Getting to better content
3.) … and better process
4.) Translation models
5.) Technology that doesn’t suck
6.) How Lexmark does its thing
First presented at AISA Cyber Conference AU in 2018. How to “Speak Developer” and Create a Winning Security Culture in Your Software Development Teams.
There aren’t enough security people in the workforce to scale to the demands of our business needs, but there’s an untapped resource already sitting within our organisations: developers and testers. In this session we’ll learn how to speak their language and create a security culture which will support secure development and ultimately enable innovative practices within the business.
As security professionals we often battle to make ourselves understood with developers. Maybe we’re too risk oriented. Perhaps we’re only confident talking at a network level. Or our business has adopted an agile methodology and our old practices are being seen as road blockers. Whatever the reason, we need to change the way we interact with development teams.
By understanding their context, speaking their language, enabling them with tools, and being seen as a trusted advisor – not the enemy – we can move at a pace and scale where security is baked in to our development culture across the organisation.
If you’re a security professional working within an organisation that does software development, or an IT manager looking to make the most of limited resources, this session is for you.
Midwest km pugh conversational ai and ai for conversation 190809Katrina (Kate) Pugh
Conversational AI (chat bots) is here to stay, and it's teaching us a lot about transactions, human language patterns, and the limits of computer-human interaction. But what about AI for Conversation? Can we learn from the Conversational AI research and improve how human-to-human conversation works? Where can we use pattern recognition and predictive analytics to improve how we are present as managers, coaches, analysts, family members or diplomats?
Adam Bittlingmayer is a technical co-founder at Signal N (http://signaln.com), where he works on sentence-level quality estimation of machine translation.
More about our meetup:
http://www.meetup.com/de-DE/Berlin-Language-Technology/events/228344365/
Format Matters - How presentation affects understandingMike Rice
One of the strengths of DITA architecture is the separation of presentation from content. When focusing on the content model, it is easy to forget about how it looks to the end user.
Together with Chris Patterson, an information developer with Creative and Technical Communications at Xerox, we discuss factors affecting the usability of technical publications and how research, experience, and DITA structure influence format decisions.
The Cocktail Party Effect. An inclusive vision of conversational interactions.Isabella Loddo
Keynote speech held by Isabella Loddo and Dario Martini at the EAD12 | Design for Next International Conference - track Design for Next Technology, 14th April 2017, Facoltà di Architettura "Valle Giulia", Università di Roma La Sapienza.
How to tell a better story (in code)(final)Bonnie Pan
To tell a better story in code, start with knowing your audience, use ubiquitous languages in your code so that no translation is needed for your audience.
Apply visual design principles to identify code smells and organize the layout in a way to strengthen the communication.
Start from there then practice often by refactoring.
The truth is there are never shortcuts to tell a better story in life or in code, practice practice practice by refactoring we will make our code tell a better story.
Let’s opt in better software for our future selves and others. Let’s make our code accessible for those who are interested in our code. Let’s invite our audience to our story in code.
How can we create a better collaboration between a team of designers and non-designers? One of the best ways to share our ideas across the team is through a group activity called Sketchstorming. Not only does sketchstorming allow us to build a better understanding of the problems, but it also helps the team to quickly uncover potential solutions before deep diving into details. In other words, it keeps everyone on the same page right from the start!
This workshop will cover:
– Intro and frameworks of Sketchstorming
– The do’s and don’ts
– Warm-up
– Sketching techniques and tips
– Group exercises (With given design challenges)
– Results sharing sessions
– Reflection
Who should attend?
This workshop is ideal for people who are trying to:
– Facilitate an effective Sketchstorming session.
– Enable their team to be more inclusive and collaborative. (Learn and understand various goals and perspective of other stakeholders)
– Enhance their current design workflow and approaches to solving problems.
– Build their confidence in visual thinking and idea sharing.
Takeaways:
– Hands-on tips and techniques for facilitating an effective Sketchstorming.
– Tips based on real-world examples and at the same time, enable you and your team to communicate and collaborate faster.
*(Pens and sketching papers provided, but feel free to bring your own. All skill levels are welcome and no previous drawing skills are needed!)
Module 8: Natural language processing Pt 1Sara Hooker
Delta Analytics is a 501(c)3 non-profit in the Bay Area. We believe that data is powerful, and that anybody should be able to harness it for change. Our teaching fellows partner with schools and organizations worldwide to work with students excited about the power of data to do good.
Welcome to the course! These modules will teach you the fundamental building blocks and the theory necessary to be a responsible machine learning practitioner in your own community. Each module focuses on accessible examples designed to teach you about good practices and the powerful (yet surprisingly simple) algorithms we use to model data.
To learn more about our mission or provide feedback, take a look at www.deltanalytics.org. If you would like to use this material to further our mission of improving access to machine learning. Education please reach out to inquiry@deltanalytics.org .
This presentation was delivered to a "Web Enabled Business" class at Simon Fraser University in Vancouver. The topic is speech recognition technology, and the presentation covers its origins, how it works, issues, latest trends and future opportunities.
The State of Automatic Speech Recognition 2022 (2).pdf3Play Media
In this webinar, we will dive into the latest research on the current state of automatic speech recognition (ASR) as it applies to captioning and transcription.
Big Data and Natural Language ProcessingMichel Bruley
Natural Language Processing (NLP) is the branch of computer science focused on developing systems that allow computers to communicate with people using everyday language.
Supporting Teachers to Support Students-Misaligned incentives, Media and Lear...Dominik Lukes
Talk presented at Media and Learning 2022
What is more effective? Supporting teachers to improve their teaching, or students to become more productive in making the most out of the teaching they receive? This is a question many university centres for teaching are grappling with. On the one hand, their remit is to focus on building the skills of their teaching staff. But on the other hand, students often lack skills in dealing with content that are wrongly assumed to be ‘natural’.
This presentation will contrast two guides created to support the use of multimedia: one for academics creating instructional videos and one for students accessing recorded lectures. This comparison will show that the guides show relatively little overlap because the needs of creators and viewers of multimedia may not be perfectly aligned. I will discuss ways in which this disparity could be addressed both individually and institutionally.
Open licensing is an accessibility and inclusion feature of OERsDominik Lukes
Lightning talk presented at OER15 in Cardiff.
Much talk about accessibility is focused on removing primary barriers to the content for those with specific needs (perceptual, cognitive or physical). This can be done with a closed license document as much as an open license document provided it is not encumbered with Digital Rights Management restrictions. However, in practice, restrictive licensing comes with other restrictive practices that prevent accessibility. In many countries, it is legal to make accessible copies despite other restrictions but this requires setting their users apart and putting other barriers in their way.
This lightning talk will showcase several case studies demonstrating how closed licensing puts may be compatible with individual accessibility but works against inclusion. I hope that it will provide another argument for the promotion of OERs at all levels of education.
Have the licensing talk early to maximize impactDominik Lukes
Lightning talk presented at OER15 in Cardiff.
The outputs of many collaborative projects often see limited use in the long term because neither partner is quite sure what is permitted. Frequently, the people involved in the creation of content have left their institutions and futher use and distribution of the developed works is in doubt.
Yet, in most projects, the talk about rights and licensing is left till close to the end or is omitted all together. People talk about the value of intellectual property but they never explore the limits unclarities about licensing impose on the potential impact of outputs. It is therefore essential that the licensing discussion is introduced early on in the development of the project.
This talk will present key talking points that have been used in three projects that have led to partners agreeing to licensing some or all of the work developed under the project using open licences. Often resistance to open licenses stems from ignorance and making a clear case for it as well as clearly outlining the options can prevent barriers from ever being formed in the first place.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
6. Tasks for speech recognition by difficulty
Select
word
from list
Interpret
command
Type
dictation
Transcribe
presentation
Transcribe
conversation
7. How we think of it vs how it is
Select word from list
Interpret
command Type
dictation
Transcribe
presentation
Transcribe
conversation
Transcribe
conversation
Transcribe
presentation
Type dictation
Interpret
command
Select
word from
list
8. Speech recognition approximate timeline
Select digit
1950s
Select from 1000
words
1970s
Select from large
vocabulary
1980s
Dictate word by
word
1990s
Dictate whole
sentences
1997
Transcribe
YouTube video
2012
Transcribe
conversation
2019
10. What is this word?
[pʰɹɛtsɫ̩]
[pɹɛtsl]
/pretsəl/
<pretzel>
11. What’s the problem
aspirated /p/ at
start of a stressed syllable
devoiced /r/ following /p/
labialised /r/
following /p/ dark /l/
syllabic
consonant
glottal
stop
26. Patrick Winston (2015) MIT Lecture 12a in AI course
It was in 2010, yes, that's right. It was in 2010. We
were having our annual discussion about what we
would dump from 6034 in order to make room for
some other stuff. And we almost killed off neural
nets. That might seem strange because our heads
are stuffed with neurons. … But many of us felt that
the neural models of the day weren't much in
the way of faithful models of what actually goes
on inside our heads. And besides that, nobody
had ever made a neural net that was worth a
darn for doing anything.
27. 2012 – ImageNet showed
that Neural Networks are
much better at computing
the probabilities for
complex data.
29. Things to know about Neural Nets
Everything has a probability
Same input does not produce
same output
They have no ‘sanity check’
or ‘common sense’
42. Another thing to know about NN
Neural Nets use very large data
sets and can take days or
weeks to train.
43. Consequences of NN size
Speech recognition is often not
done on device.
Individual input often cannot adjust
the quality (except in pre-training)
Most applications use APIs from the
big players
Few open source/free options
44. Big players in the field
Google
Microsoft (now also Nuance)
Amazon
53. Possible futures?
Incremental
improvement
similar to Roomba in 17 years
Accurate
lecture
transcripts
Fluent
dictation with
pauses
Better meeting
transcription
Revolutionary
change
similar to change in speech
recognition in 6 years
Informal
conversation
transcription
Interactive
dictation
Multilingual
speech
transcription
54. How should we think about accuracy?
We speak 120-180 words per minute
99% accurate = 2 errors per minute
55. From Sept 2014 xkcd.com/1425
Sometimes it is hard to judge
how much effort will be needed
to solve a seemingly easy
problem.
56. Wishlist (a few hours of coding)
Transcripts indicate level
of confidence
Benchmarks for lecture
transcripts
Better manual control of
transcripts (like Descript)
57. Dreamlist (5 years and a research team)
Multilingual transcription
(identify change in
language)
Multimodal transcription
(use information from
video)
Raw to readable
transcript
59. Kate Knill
Machine Intelligence
Lab, University of
Cambridge
Richard Cave
MND Association (and
formerly Google
project Euphonia)
Richard
Purcell
Caption.Ed
Irit Opher
Head of Research at
Verbit.ai
60. What is the current state of
the art of speech recognition
in general and in the
transcription of recorded
speech in particular?
What are the current quality
metrics and how much do
they tell us about suitability
of models? Do we need
better ones?
After the big recent jump in
performance, are we seeing
a plateau with incremental
growth or can we expect
another step change in
quality?
Where can we see the most
innovation? What are the
research and development
blind spots where more effort
is needed?
What are the currently
unsolved problems for
which we do not have a
solution?
What is the space for
smaller players to innovate
in this space? How much do
they have to rely on pre-
trained models from big
providers? Is there space for
open source?
61. This presentation is licensed
under Creative Commons By
Attribution license except where
otherwise noted.
Icons and stock images from Microsoft
Office 365 creative premium. They
cannot be distributed separately from this
document.
Editor's Notes
Bill Gates big on digital reading, voice recognition, ubiquitous screens – GeekWire https://www.geekwire.com/2011/bill-gates-big-digital-reading-voice-recognition-ubiquitous-screens/
Microsoft's Bill Gates: A rare and remarkable interview with the world's second richest man | Daily Mail Online https://www.dailymail.co.uk/home/moslive/article-2001697/Microsofts-Bill-Gates-A-rare-remarkable-interview-worlds-second-richest-man.html
This Photo by Unknown Author is licensed under CC BY
Language Log » First novels (upenn.edu) https://languagelog.ldc.upenn.edu/nll/?p=53940&utm_source=rss&utm_medium=rss&utm_campaign=first-novels
An Overview of Modern Speech Recognition - Microsoft Research https://www.microsoft.com/en-us/research/publication/an-overview-of-modern-speech-recognition/
https://www.youtube.com/watch?v=uXt8qF2Zzfo
Transcribed from YouTube
http://cs231n.github.io/convolutional-networks
Impressive on English, falls down on Czech
Vanden Stock was a Belgian football player
https://ai.googleblog.com/2021/01/totto-controlled-table-to-text.html
Language Log » How AI Reporting Works (upenn.edu)
https://www.youtube.com/watch?v=YLWSXVS71Js
Transcribing Talk-in-Interaction - SAGE Research Methods (sagepub.com) https://methods.sagepub.com/book/doing-conversation-analysis/n6.xml
Comic by XKCD licensed under CC BY NC
What am I allowed to use premium creative content for? (microsoft.com) https://support.microsoft.com/en-us/topic/what-am-i-allowed-to-use-premium-creative-content-for-0de69c76-ff2b-473e-b715-4d245e39e895
Creative Commons — Attribution 4.0 International — CC BY 4.0
https://creativecommons.org/licenses/by/4.0/