Real-time hand-drawn live sketches at LeWeb'11

•

33 likes•11,008 views

The document shows hand-drawn sketches from three different days, with the sketches getting more detailed each day. On the first day, a basic sketch is shown. The second day's sketch adds more details. The third day has an even more detailed sketch. At the end, the document thanks the viewer and asks if they will return next year.

Humans have the extraordinary ability to learn continually from experience. Not only we can apply previously learned knowledge and skills to new situations, we can also use these as the foundation for later learning. One of the grand goals of Artificial Intelligence (AI) is building an artificial “continual learning” agent that constructs a sophisticated understanding of the world from its own experience through the autonomous incremental development of ever more complex knowledge and skills (Parisi, 2019). However, despite early speculations and few pioneering works (Ring, 1998; Thrun, 1998; Carlson, 2010), very little research and effort has been devoted to address this vision. Current AI systems greatly suffer from the exposure to new data or environments which even slightly differ from the ones for which they have been trained for (Goodfellow, 2013). Moreover, the learning process is usually constrained on fixed datasets within narrow and isolated tasks which may hardly lead to the emergence of more complex and autonomous intelligent behaviors. In essence, continual learning and adaptation capabilities, while more than often thought as fundamental pillars of every intelligent agent, have been mostly left out of the main AI research focus. In this tutorial, we propose to summarize the application of these ideas in light of the more recent advances in machine learning research and in the context of deep architectures for AI (Lomonaco, 2019). Starting from a motivation and a brief history, we link recent Continual Learning advances to previous research endeavours on related topics and we summarize the state-of-the-art in terms of major approaches, benchmarks and key results. In the second part of the tutorial we plan to cover more exploratory studies about Continual Learning with low supervised signals and the relationships with other paradigms such as Unsupervised, Semi-Supervised and Reinforcement Learning. We will also highlight the impact of recent Neuroscience discoveries in the design of original continual learning algorithms as well as their deployment in real-world applications. Finally, we will underline the notion of continual learning as a key technological enabler for Sustainable Machine Learning and its societal impact, as well as recap interesting research questions and directions worth addressing in the future. Authors: Vincenzo Lomonaco, Irina Rish Official Website: https://sites.google.com/view/cltutorial-icml2021

PR-120: ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture De...

Jinwon Lee

Learning Theory 101 ...and Towards Learning the Flat Minima

Sangwoo Mo

Relational knowledge distillation

NAVER Engineering

Knowledge distillation aims at transferring “knowledge” acquired in one model (teacher) to another model (student) that is typically smaller. Previous approaches can be expressed as a form of training the student with output activations of data examples represented by the teacher. We introduce a novel approach, dubbed relational knowledge distillation (Relational KD), that transfers relations among data examples represented by the teacher. As concrete realizations of Relational KD, we propose distance-wise and angle-wise distillation losses that penalize structural differences in relations. Experiments conducted on different benchmark tasks show that the Relational KD improves the performance of the educated student networks with a significant margin, and even outperforms the teacher’s performance.

Continual Learning: why, how, and when

Gabriele Graffieti

Continual Learning is one of the most promising research areas to shift machine learning from solving a single task to something more similar to general intelligence. Machine learning (and especially deep neural networks research) has shown outstanding results in the past 10 years, bringing us to the deep learning era, where learning models are everywhere and they interact with many aspect of our life. However, machine learning have an enormous issue, which completely diversity it from biological learning: machine cannot learn continuously. This is the so called catastrophic forgetting problem, and continual learning is trying to address it, making artificial intelligence able to continually learn for the entire duration of its "life".

The progression in the past decade of blogs from personal web journals to a platform for established professionals, corporations and writers has also created opportunities for education. This session looks at the use of blogs with graduate students at NJIT over the past two years as a method for regular student reflection on learning. Using either free services or commercial products, blogs offer the easiest method for students to publish online to a large audience without sophisticated web design skills. This allows them to focus on specific topics and on their knowledge construction. Built-in feedback tools allow teacher-to-student and peer-to-peer commentary. Though blogs can serve as e-portfolios, this project focused on writing concepts, publishing practices, intellectual property and digital design as a learning portfolio. This project will be incorporated into program competencies for students as reflective practitioners in addition to an established e-portfolio program.

Influence of GHIs on Mozambique public health system

GlobalHealthObserver

People's Health Assembly 2012: Global Health Initiatives, Civil Society and t...GlobalHealthObserver

Ngo comenius

cpataliagijon

Is the LogFrame is the right tool for managing most NGO work?

rick davies

How can NGOs work effectively with companies?

Oxfam GB

Medecins sans frontieres

Carlos Carbonell

Tiger Worm Toilets (Oxfam Public Health Engineering webinar)

Oxfam GB

Ever scratched your head trying to find safe excreta disposal solutions for pour flush latrines in congested urban slums, remote locations, high water tables, rocky ground and no-network areas? Well, this webinar could have the answers you've been looking for. The worm based sanitation project in Monrovia was designed by Oxfam and inspired by the Biofil (from Ghana) and Tiger Toilet systems. This novel system aims to tackle the challenges of excreta disposal where de-sludging is not possible and was designed for pour flush latrines (where waste is disposed of directly into an above ground concrete chamber). The worms live in a bedding material (coconut fibre which has been soaked for 24 hours in water) and eat the waste flushed into the chamber. Excreta are deposited on this bedding material whilst the liquid is filtered through a media of gravel, charcoal and sand. The effluent produced is collected in an external sump, which is then emptied by the householder. After 3 years there is virtually no waste to remove from the chamber as the worms eat and excrete nominal amounts. This approach of course requires community engagement, understanding and pro-activeness before, during and after the installation of the system. For both the presentation and the audio, visit our YouTube channel: https://youtu.be/j04tGVNP6Xg

Medecins sans frontieres 1(1)

Shiva Kumar Reddy

Child labour

Pankaj Sen

Technology in the Physical Therapy World

Physical Therapy Central

How to draw a presentation

Sacha Chua

Physioworld - Comprehensive Physiotherapy Clinic Mumbai India

nehal.rokadia

Physical therapy

Nursing Hi Nursing

EdhiNavin Virwani

Reflective Practice

Olivier Serrat

Information for students

Australian Diabetes Educators Association

Multidisciplinary Management of Cerebral Palsy

Maheshwaran Selva Kumaran

LeWeb Deck: 2015 The Year of the Crowd - Jeremiah Owyang

Le Web

Originally posted here: http://fr.slideshare.net/jeremiah_owyang/leweb-deck-2015-the-year-of-the-crowd Transcript 1. 2015: The Year of the Crowd LeWeb | Dec 2014 | Jeremiah Owyang | @jowyang 2. The Collaborative Economy impacts all areas of society 3. The movement has been funded over $8 Billion 4. Most funding is in the Transportation Sector 5. Disruption, Liability Risks, and Hubris Abound “…65 percent of their business migrate to ride services like Uber, Lyft and Sidecar…” 6. Large corporations also ramp up adoption 7. Crowd Companies Update • Launched one year ago, here at LeWeb • Now, 48 Corporations • 100% member growth • We’re accelerating European expansion 8. FIVE PREDICTIONS: 1. Startups will emerge and overcrowd each hex in the honeycomb –yet funding and execution will dictate winners. 2. Mature platforms launch APIs –beyond Uber-- resulting in a flurry of growth, analytics, and Collab Economy software suites. 3. A global debate about user safety, online privacy, sharing of data will wage. 4. The crowd demands startups share value with people –new “open source” software and coops, emerges to offer a solution. 5. Disrupted governments and large corporations, realize they must adopt –mainstreaming the movement 9. Welcome our panelists: Frédéric Mazzella Founder and CEO of BlaBlaCar Olivier Gremillon Director of Europe & Africa at Airbnb David Estrada VP of Government Relations at Lyft

The Age of You - Bertrand Chauvet, Interbrand - LeWeb 2014, Dec 10

Le Web

Viewers also liked

Sample slides by Garr Reynolds

garr

Leweb2011

Esther Gons

Using Student Blogs As Reflective Practice

Kenneth Ronkowitz

Influence of GHIs on Mozambique public health system

GlobalHealthObserver

People's Health Assembly 2012: Global Health Initiatives, Civil Society and t...GlobalHealthObserver

Ngo comenius

cpataliagijon

Is the LogFrame is the right tool for managing most NGO work?

rick davies

How can NGOs work effectively with companies?

Oxfam GB

Medecins sans frontieres

Carlos Carbonell

Tiger Worm Toilets (Oxfam Public Health Engineering webinar)

Oxfam GB

Medecins sans frontieres 1(1)

Shiva Kumar Reddy

Child labour

Pankaj Sen

Technology in the Physical Therapy World

Physical Therapy Central

How to draw a presentation

Sacha Chua

Physioworld - Comprehensive Physiotherapy Clinic Mumbai India

nehal.rokadia

Physical therapy

Nursing Hi Nursing

EdhiNavin Virwani

Reflective Practice

Olivier Serrat

Information for students

Australian Diabetes Educators Association

Multidisciplinary Management of Cerebral Palsy

Maheshwaran Selva Kumaran

Viewers also liked (20)

Sample slides by Garr Reynolds

Leweb2011

Using Student Blogs As Reflective Practice

Influence of GHIs on Mozambique public health system

People's Health Assembly 2012: Global Health Initiatives, Civil Society and t...

Ngo comenius

Is the LogFrame is the right tool for managing most NGO work?

How can NGOs work effectively with companies?

Medecins sans frontieres

Tiger Worm Toilets (Oxfam Public Health Engineering webinar)

Medecins sans frontieres 1(1)

Child labour

Technology in the Physical Therapy World

How to draw a presentation

Physioworld - Comprehensive Physiotherapy Clinic Mumbai India

Physical therapy

Edhi

Reflective Practice

Information for students

Multidisciplinary Management of Cerebral Palsy

More from Le Web

LeWeb Deck: 2015 The Year of the Crowd - Jeremiah Owyang

Le Web

The Age of You - Bertrand Chauvet, Interbrand - LeWeb 2014, Dec 10

Le Web

2014 Technology and Silicon Valley Trends at LeWeb

Le Web

What are the biggest tech trends shaping the world today? Loic Le Meur presents the key themes to be explored at LeWeb'14 Paris on Dec 9-11. They include: - Wearable Computing - The Future of the Mind - E-commerce - The Future of Medicine - The Arts - The Evolution of Media - Disruption as an Ecosystem - The Invasion of the European Startups And much, much more! It's all in the presentation. Find out more about LeWeb's programme in this video: https://www.youtube.com/watch?v=6fbg76-gtb8 More info: http://leweb.co

Investing in Brazil and Russia - Fabrice Grinda

Le Web

Socialbakers le web-social-dataLe Web

LeWeb Radian6 Summary 2010 vs 2011

Le Web

DAY 3 LeWeb Radian6 Summary

Le Web

LeWeb Sketchnotes Day2Le Web

DAY 2 Radian6 Summary of LeWeb 2011

Le Web

Pre-Day1 LeWeb 2011 Radian6 Summary Le Web

Livesketching.com Illustrations Day1Le Web

DAY 1 Radian6 Summary LeWeb 2011 Le Web

More from Le Web (12)

LeWeb Deck: 2015 The Year of the Crowd - Jeremiah Owyang

The Age of You - Bertrand Chauvet, Interbrand - LeWeb 2014, Dec 10

2014 Technology and Silicon Valley Trends at LeWeb

Investing in Brazil and Russia - Fabrice Grinda

Socialbakers le web-social-data

LeWeb Radian6 Summary 2010 vs 2011

DAY 3 LeWeb Radian6 Summary

LeWeb Sketchnotes Day2

DAY 2 Radian6 Summary of LeWeb 2011

Pre-Day1 LeWeb 2011 Radian6 Summary

Livesketching.com Illustrations Day1

DAY 1 Radian6 Summary LeWeb 2011

Recently uploaded

Leading Change strategies and insights for effective change management pdf 1.pdf

OnBoard

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.

From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...

Product School

FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf

FIDO Alliance

Search and Society: Reimagining Information Access for Radical Futures

Bhaskar Mitra

The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.

ODC, Data Fabric and Architecture User Group

CatarinaPereira64715

Designing Great Products: The Power of Design and Leadership by Chief Designe...

Product School

Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...

Product School

State of ICS and IoT Cyber Threat Landscape Report 2024 preview

Prayukth K V

The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development. The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers: State of global ICS asset and network exposure Sectoral targets and attacks as well as the cost of ransom Global APT activity, AI usage, actor and tactic profiles, and implications Rise in volumes of AI-powered cyberattacks Major cyber events in 2024 Malware and malicious payload trends Cyberattack types and targets Vulnerability exploit attempts on CVEs Attacks on counties – USA Expansion of bot farms – how, where, and why In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East Why are attacks on smart factories rising? Cyber risk predictions Axis of attacks – Europe Systemic attacks in the Middle East Download the full report from here: https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/

Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf

91mobiles

FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf

FIDO Alliance

From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...

Product School

GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...

Sri Ambati

AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...

Product School

GraphRAG is All You need? LLM & Knowledge Graph

Guy Korland

Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs. 1. Unifying Large Language Models and Knowledge Graphs: A Roadmap. https://arxiv.org/abs/2306.08302 2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs: https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/

Epistemic Interaction - tuning interfaces to provide information for AI support

Alan Dix

Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024 https://alandix.com/academic/papers/synergy2024-epistemic/ As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.

Connector Corner: Automate dynamic content and events by pushing a button

DianaGray10

Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to: Create a campaign using Mailchimp with merge tags/fields Send an interactive Slack channel message (using buttons) Have the message received by managers and peers along with a test email for review But there’s more: In a second workflow supporting the same use case, you’ll see: Your campaign sent to target colleagues for approval If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team But—if the “Reject” button is pushed, colleagues will be alerted via Slack message Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors. And... Speakers: Akshay Agnihotri, Product Manager Charlie Greenberg, Host

GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...

James Anderson

Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management. The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM). Speakers: Bob Boule Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle. Gopinath Rebala Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.

Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality

Inflectra

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.

Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...

Thierry Lestable

Recently uploaded (20)

Leading Change strategies and insights for effective change management pdf 1.pdf

Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...

From Daily Decisions to Bottom Line: Connecting Product Work to Revenue by VP...

FIDO Alliance Osaka Seminar: The WebAuthn API and Discoverable Credentials.pdf

Search and Society: Reimagining Information Access for Radical Futures

ODC, Data Fabric and Architecture User Group

Designing Great Products: The Power of Design and Leadership by Chief Designe...

Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...

State of ICS and IoT Cyber Threat Landscape Report 2024 preview

Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf

FIDO Alliance Osaka Seminar: Passkeys at Amazon.pdf

From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...

GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...

AI for Every Business: Unlocking Your Product's Universal Potential by VP of ...

GraphRAG is All You need? LLM & Knowledge Graph

Epistemic Interaction - tuning interfaces to provide information for AI support

Connector Corner: Automate dynamic content and events by pushing a button

GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...

Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered Quality

Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...