Augmented Intelligence 2.0
•
2 likes•1,526 views
Augmented Intelligence 2.0: my thoughts on what's next after Palantir, Quid, Recorded Future, and other similar companies, using context-aware computing principles. This was a short (20 min) talk given to the Data Science meetup in Moscow, so slides don't deep dive into details.
Report
Share
Report
Share
Download to read offline
Recommended
Robotic process automation overview
This document discusses robotic process automation (RPA) and its role in digital operations. It begins by explaining that RPA involves software that mimics human tasks for repetitive processes. RPA is described as the first step in digital transformation, laying the foundation for more advanced cognitive technologies. The document then outlines the benefits of RPA, such as increased productivity, accuracy, and cost savings. It provides examples of finance and accounting processes that are well-suited for RPA. Finally, it shares a case study where RPA helped a client automate labor-intensive back office tasks, reducing costs by 51% and improving processes.
Robotic process automation overview
This document discusses robotic process automation (RPA) and its role in digital operations. It defines RPA as software that mimics human actions for repetitive tasks. RPA is described as the first step in digital transformation, laying the foundation for more advanced technologies like artificial intelligence. The document outlines the benefits of RPA, such as increased productivity, accuracy, and cost savings. It provides examples of finance, IT, and supply chain processes that are well-suited for RPA. Finally, it shares a case study where RPA helped a client automate labor-intensive back office functions and realize substantial cost reductions.
Linking UX Ideas for an Aha Moment from Non-Empathizers
The document discusses techniques for non-empathizers to better understand users through a more systematic approach. It recommends observing users without interpreting, assembling user data in a way that explores themes, creating user descriptions from the data rather than opinions, tying designs to user pain points, and verifying designs with tests. Pairing systemizers with empathizers is also suggested.
Hci and psychology
This document discusses the role of psychology in human-computer interaction (HCI). It explains that psychology provides a scientific approach to understanding human abilities and limitations that can inform system design. It introduces the Model Human Processor as a model of human cognition and outlines how aspects of perception, cognition and motor control follow principles like Fitts' Law. It argues that understanding principles from psychology can help design systems that are optimized for human capabilities and limitations.
AI CH 1d.pptx
The document provides an introduction to artificial intelligence (AI), including definitions, concepts, and types of AI. It defines AI as the ability of computers to learn and think like humans. The key concepts discussed are machine learning, deep learning, and neural networks. It describes narrow/weak AI as able to perform specific tasks, general AI as able to perform any intellectual task, and super AI as able to surpass human intelligence. The document also outlines components of AI like learning, reasoning, problem-solving, perception, and language understanding. It presents a three-dimensional model of AI and discusses types based on functionality like reactive machines and those with limited memory.
HUMAN MACHINE INTERACTION
The document provides an overview of human-machine interaction and user interface design. It discusses the history and generations of user interfaces from machines that reduced physical labor to today's intelligent machines. The key aspects of user interface design discussed include input/output channels, visual and auditory human perception, hardware and software considerations, and principles of user-centered design like feedback, constraints, and affordances. It also covers reasoning, problem solving, and the psychology of human actions and interactions with devices.
What would?
When rethinking your test approach, it can be difficult to come up with creative, new test ideas or a fresh angle towards your 'Application Under Test', while being stuck in your own good old mind. To overcome this I often take a role-playing approach to spur new testing ideas; stepping into somebody elses shoes can free whole new thought processes, give you new directions and additional viewpoints. I'd like to talk about a couple of methods you can (mis)use for this, like the 'persona' representation used in user-centered design, Edward de Bono's idea of 'Six Thinking Hats', the four-user model mentioned in James Whittaker's 'How to Break Software' and my own "What would?" approach.
Presented on 04th July 2015 at the Cambridge Exploratory Workshop on Testing (http://cewtblog.blogspot.com/2015/07/cewt-1-testing-ideas.html)
Recommended
Robotic process automation overview
This document discusses robotic process automation (RPA) and its role in digital operations. It begins by explaining that RPA involves software that mimics human tasks for repetitive processes. RPA is described as the first step in digital transformation, laying the foundation for more advanced cognitive technologies. The document then outlines the benefits of RPA, such as increased productivity, accuracy, and cost savings. It provides examples of finance and accounting processes that are well-suited for RPA. Finally, it shares a case study where RPA helped a client automate labor-intensive back office tasks, reducing costs by 51% and improving processes.
Robotic process automation overview
This document discusses robotic process automation (RPA) and its role in digital operations. It defines RPA as software that mimics human actions for repetitive tasks. RPA is described as the first step in digital transformation, laying the foundation for more advanced technologies like artificial intelligence. The document outlines the benefits of RPA, such as increased productivity, accuracy, and cost savings. It provides examples of finance, IT, and supply chain processes that are well-suited for RPA. Finally, it shares a case study where RPA helped a client automate labor-intensive back office functions and realize substantial cost reductions.
Linking UX Ideas for an Aha Moment from Non-Empathizers
The document discusses techniques for non-empathizers to better understand users through a more systematic approach. It recommends observing users without interpreting, assembling user data in a way that explores themes, creating user descriptions from the data rather than opinions, tying designs to user pain points, and verifying designs with tests. Pairing systemizers with empathizers is also suggested.
Hci and psychology
This document discusses the role of psychology in human-computer interaction (HCI). It explains that psychology provides a scientific approach to understanding human abilities and limitations that can inform system design. It introduces the Model Human Processor as a model of human cognition and outlines how aspects of perception, cognition and motor control follow principles like Fitts' Law. It argues that understanding principles from psychology can help design systems that are optimized for human capabilities and limitations.
AI CH 1d.pptx
The document provides an introduction to artificial intelligence (AI), including definitions, concepts, and types of AI. It defines AI as the ability of computers to learn and think like humans. The key concepts discussed are machine learning, deep learning, and neural networks. It describes narrow/weak AI as able to perform specific tasks, general AI as able to perform any intellectual task, and super AI as able to surpass human intelligence. The document also outlines components of AI like learning, reasoning, problem-solving, perception, and language understanding. It presents a three-dimensional model of AI and discusses types based on functionality like reactive machines and those with limited memory.
HUMAN MACHINE INTERACTION
The document provides an overview of human-machine interaction and user interface design. It discusses the history and generations of user interfaces from machines that reduced physical labor to today's intelligent machines. The key aspects of user interface design discussed include input/output channels, visual and auditory human perception, hardware and software considerations, and principles of user-centered design like feedback, constraints, and affordances. It also covers reasoning, problem solving, and the psychology of human actions and interactions with devices.
What would?
When rethinking your test approach, it can be difficult to come up with creative, new test ideas or a fresh angle towards your 'Application Under Test', while being stuck in your own good old mind. To overcome this I often take a role-playing approach to spur new testing ideas; stepping into somebody elses shoes can free whole new thought processes, give you new directions and additional viewpoints. I'd like to talk about a couple of methods you can (mis)use for this, like the 'persona' representation used in user-centered design, Edward de Bono's idea of 'Six Thinking Hats', the four-user model mentioned in James Whittaker's 'How to Break Software' and my own "What would?" approach.
Presented on 04th July 2015 at the Cambridge Exploratory Workshop on Testing (http://cewtblog.blogspot.com/2015/07/cewt-1-testing-ideas.html)
Do you have an "analytics"? How analytics tools work
Originally presented April 24, 2014 to Orlando's Tech on Tap meetup by Paul Fleetwood, Sr. Software Engineer at SPLYT. Paul gives an overview of how analytics platforms work and how SPLYT's revolutionary process delivers better answers to all your questions.
Artificial-Intelligence-in-psychology-1.pptx
Artificial intelligence (AI) can help improve mental health care in several ways:
1) AI can conduct assessments, therapy sessions, and e-therapy autonomously, as well as assist practitioners before, during or after sessions.
2) Sensors that analyze facial expressions, speech and other physical responses can provide additional insightful data for clinicians.
3) AI can take over administrative tasks like record keeping to free up clinicians' time for patients.
Test Strategy-The real silver bullet in testing by Matthew Eakin
This document provides an overview of creating a testing strategy. It begins with explaining why a testing strategy is important, as testing accounts for a large portion of IT budgets. It then discusses the key questions a testing strategy should answer: what to test, where to test, when to test, how to test, and who will test.
The document outlines a process for creating a testing strategy, including assessing the current state, defining a future vision, and creating a roadmap to get from the current to future state. It provides examples of what to include under each section of the strategy, such as system architecture under "what to test" and test environments under "where to test". Overall, the document provides guidance on developing a
Introduction to Artificial Intelligence
This is the first lecture of the AI course offered by me at PES University, Bangalore. In this presentation we discuss the different definitions of AI, the notion of Intelligent Agents, distinguish an AI program from a complex program such as those that solve complex calculus problems (see the integration example) and look at the role of Machine Learning and Deep Learning in the context of AI. We also go over the course scope and logistics.
Oscon2015 150724001540-lva1-app6891
This document summarizes key information about Etsy's marketplace, infrastructure, company values, and approach to learning from failure. Etsy generates $1.93B in annual sales through its marketplace that connects 1.4M sellers with 20M buyers internationally. Infrastructure includes over 5500 databases and high volumes of log and job processing. The company values building a learning organization through systems thinking, personal mastery, shared vision, and team learning. Etsy facilitates learning from failures through architecture reviews, operability reviews, and blameless post-mortems to study systems and identify inflection points for improvement.
Building a Successful Organization By Mastering Failure
The Etsy organization has grown by a significant amount over the last five years. As a company grows, more thought must be put into the techniques that it uses to communicate and deal with failures. This talk will cover several techniques that have helped foster a Just Culture, one in which an effort is made to balance both safety and accountability
Self analysis
It will help identifying yourself and assist in systematically frame your goals. Its simple to answer the small questions. All the answers will be open ended as each answer will be different for each of an individual.
Vissec2014
This is the presentation I gave at VizSec 2014 on our information-theoretic method for anomaly detection. The conference was held in Paris in November 2014.
Ai introduction ppt
Artificial Intelligence. This slide covers the listed topics:
Introduction
Challenging issues
Application Areas
Tic Tac gaming
Persuasive design
The document discusses the concept of persuasive design, which is about influencing choices without coercion. It explains that designers can subtly influence behavior through small details and by understanding human psychology. Specifically, it describes how people tend to discount future rewards and benefits, are swayed more by immediate needs and emotions, and have biases that can be addressed through design, such as by making positive behaviors the default choice or easy option. The overall goal of persuasive design is to automate behavior change for the better by addressing human tendencies and biases.
Customer insights for product strategy
The talk I gave at WebExpo 2014 in Prague! Slides only.
Here is the abstract:
Usability testing, focus groups, interviews, contextual inquiry, customer development - there are many names and techniques for gathering insights from your users, your customers. In recent years, agile software development and lean startup have changed how research is conducted, and have raised awareness of how important it is to understand who you are building your products for.
In this talk, Johanna will cover best practices for gathering insights in the context of product development. Her session will address questions such as:
* What techniques are best at the early stage of a product?
* What exactly is customer development and how is it different?
* What are the skills you need to turn research results into actionable insights that inform your product strategy?
Johanna will share her own story of being a researcher and product manager, how and why her practice has changed, and provide actionable advice on embedding research in your process.
An Overview of E-Voting Systems and Vote Verification Techniques
This document provides an overview of electronic voting (e-voting) systems and vote verification techniques. It discusses the types of e-voting systems, including in-person direct recording electronic (DRE) and optical scan systems, as well as online voting. The document also examines voter verifiability methods like VVPAT and cryptography-based approaches that aim to provide end-to-end verification while maintaining voter privacy. Overall, the document outlines challenges in fully verifying e-voting systems and balancing security, privacy and usability requirements.
Structured Information for Support of Knowledge-based Reasoning
Synopsis: How cognitive systems engineering may fit into traditional system acquisition protocol.
Source: ERGOSS (www.ergoss.org) seminar by Dr. Gavan Lintern on 24th Nov. 2008 at UniSIM, Singapore
W1_Lec01_Lec02_Introduction.pptx
This document provides an overview of an artificial intelligence course. The course objectives are to introduce basic AI principles and techniques, and explore applications in areas like intelligent agents, expert systems, machine learning and neural networks. Students will learn fundamentals of AI and how it is applied in domains such as intelligent chess programs, self-driving cars and robotic vacuums. Key topics covered include uninformed/informed search, heuristic algorithms, genetic algorithms, game playing, expert systems, natural language processing, machine learning techniques like decision trees and neural networks, and Bayesian/deep learning. The document also discusses the history of AI and the Turing test for machine intelligence.
Designing Experiences for the iPad, Jenica Welch
The document discusses designing experiences for the iPad. It outlines Jenica's roles as an Interaction Designer, User Researcher, and UX Architect. It then provides an overview of the topics to be covered, including their app, UX process, and design principles. The UX process section explains the iterative process of discovery, design, verify, and implement.
INTRODUCTION TO ARTIFICIAL INTELLIGENCE.pptx
I contained all the lectures not give to us by our lecturer
1 artificial intelligence
The document discusses artificial intelligence and expert systems. It defines AI as creating intelligent machines that can learn, think, perceive, analyze and act like humans. Expert systems are described as computer programs that mimic human experts by applying specialized knowledge and reasoning skills to solve complex problems. Examples of early expert systems like DENDRAL and MYCIN are provided. The roles, uses, and typical structure of expert systems are outlined.
Artificial intelligence introduction
The document provides an overview of an Artificial Intelligence course. The main objectives are to provide knowledge of AI, familiarize students with search techniques, and acquaint them with related fields and applications. The syllabus covers topics like search techniques, knowledge representation, machine learning, neural networks, expert systems, and natural language processing. It includes details on the unit hours, marks distribution, evaluation criteria, and references. The course aims to teach students the fundamental concepts and applications of AI through lectures and practical exercises in programming languages like LISP and PROLOG.
JD McCreary Presentation to Williams Foundation, March 22, 2018
The document discusses artificial intelligence (AI) and its applications to combat decision-making. It notes that decision superiority will be key to future conflicts and that AI can help mitigate human cognitive limitations by assisting with complex decisions. The document also discusses how countries like Russia, China, and the U.S. are investing in AI for military applications including autonomous weapons. It proposes that human-AI teaming through technologies like augmented reality can help speed up decision-making at both tactical and strategic levels. Overall trust and transparency in AI systems will be important for their adoption.
Unit1_AI&ML (2).pptx
An agent that helps users complete tasks through natural language conversations. Examples include Siri, Alexa, Cortana.
Autonomous: An agent that acts independently in an environment to achieve goals. Self-driving cars are autonomous agents.
Bots: Software applications that run automated tasks over the internet. Examples include chatbots, web crawlers, trading bots.
Collaborative: Agents that work together with humans or other agents towards a common goal. Drones that assist firefighters are collaborative agents.
Adaptive: Agents that learn from their environment and experiences over time to improve their performance. Recommendation systems are adaptive agents.
So in summary, the key types are: Assistant, Autonomous, Bots,
Multiskill Conversational AI
I understand feeling tired. Make sure to take some time to rest and recharge. Is there anything else I can do for you?
Building AI Assistants with DeepPavlov - truly final.pdf
This document discusses the history and development of ubiquitous computing from 1991 to 2003. It notes key events and research projects during this time period that helped advance the field, including a 1991 article introducing the concept of ubiquitous computing, the first international symposium on handheld and ubiquitous computing in 1999, and the establishment of conferences on ubiquitous computing in 2001. The document also provides brief definitions and descriptions of ubiquitous computing, noting that it involves computers everywhere that are interconnected and not directly visible to the user, but instead support solving problems in various contexts of daily life.
More Related Content
Similar to Augmented Intelligence 2.0
Do you have an "analytics"? How analytics tools work
Originally presented April 24, 2014 to Orlando's Tech on Tap meetup by Paul Fleetwood, Sr. Software Engineer at SPLYT. Paul gives an overview of how analytics platforms work and how SPLYT's revolutionary process delivers better answers to all your questions.
Artificial-Intelligence-in-psychology-1.pptx
Artificial intelligence (AI) can help improve mental health care in several ways:
1) AI can conduct assessments, therapy sessions, and e-therapy autonomously, as well as assist practitioners before, during or after sessions.
2) Sensors that analyze facial expressions, speech and other physical responses can provide additional insightful data for clinicians.
3) AI can take over administrative tasks like record keeping to free up clinicians' time for patients.
Test Strategy-The real silver bullet in testing by Matthew Eakin
This document provides an overview of creating a testing strategy. It begins with explaining why a testing strategy is important, as testing accounts for a large portion of IT budgets. It then discusses the key questions a testing strategy should answer: what to test, where to test, when to test, how to test, and who will test.
The document outlines a process for creating a testing strategy, including assessing the current state, defining a future vision, and creating a roadmap to get from the current to future state. It provides examples of what to include under each section of the strategy, such as system architecture under "what to test" and test environments under "where to test". Overall, the document provides guidance on developing a
Introduction to Artificial Intelligence
This is the first lecture of the AI course offered by me at PES University, Bangalore. In this presentation we discuss the different definitions of AI, the notion of Intelligent Agents, distinguish an AI program from a complex program such as those that solve complex calculus problems (see the integration example) and look at the role of Machine Learning and Deep Learning in the context of AI. We also go over the course scope and logistics.
Oscon2015 150724001540-lva1-app6891
This document summarizes key information about Etsy's marketplace, infrastructure, company values, and approach to learning from failure. Etsy generates $1.93B in annual sales through its marketplace that connects 1.4M sellers with 20M buyers internationally. Infrastructure includes over 5500 databases and high volumes of log and job processing. The company values building a learning organization through systems thinking, personal mastery, shared vision, and team learning. Etsy facilitates learning from failures through architecture reviews, operability reviews, and blameless post-mortems to study systems and identify inflection points for improvement.
Building a Successful Organization By Mastering Failure
The Etsy organization has grown by a significant amount over the last five years. As a company grows, more thought must be put into the techniques that it uses to communicate and deal with failures. This talk will cover several techniques that have helped foster a Just Culture, one in which an effort is made to balance both safety and accountability
Self analysis
It will help identifying yourself and assist in systematically frame your goals. Its simple to answer the small questions. All the answers will be open ended as each answer will be different for each of an individual.
Vissec2014
This is the presentation I gave at VizSec 2014 on our information-theoretic method for anomaly detection. The conference was held in Paris in November 2014.
Ai introduction ppt
Artificial Intelligence. This slide covers the listed topics:
Introduction
Challenging issues
Application Areas
Tic Tac gaming
Persuasive design
The document discusses the concept of persuasive design, which is about influencing choices without coercion. It explains that designers can subtly influence behavior through small details and by understanding human psychology. Specifically, it describes how people tend to discount future rewards and benefits, are swayed more by immediate needs and emotions, and have biases that can be addressed through design, such as by making positive behaviors the default choice or easy option. The overall goal of persuasive design is to automate behavior change for the better by addressing human tendencies and biases.
Customer insights for product strategy
The talk I gave at WebExpo 2014 in Prague! Slides only.
Here is the abstract:
Usability testing, focus groups, interviews, contextual inquiry, customer development - there are many names and techniques for gathering insights from your users, your customers. In recent years, agile software development and lean startup have changed how research is conducted, and have raised awareness of how important it is to understand who you are building your products for.
In this talk, Johanna will cover best practices for gathering insights in the context of product development. Her session will address questions such as:
* What techniques are best at the early stage of a product?
* What exactly is customer development and how is it different?
* What are the skills you need to turn research results into actionable insights that inform your product strategy?
Johanna will share her own story of being a researcher and product manager, how and why her practice has changed, and provide actionable advice on embedding research in your process.
An Overview of E-Voting Systems and Vote Verification Techniques
This document provides an overview of electronic voting (e-voting) systems and vote verification techniques. It discusses the types of e-voting systems, including in-person direct recording electronic (DRE) and optical scan systems, as well as online voting. The document also examines voter verifiability methods like VVPAT and cryptography-based approaches that aim to provide end-to-end verification while maintaining voter privacy. Overall, the document outlines challenges in fully verifying e-voting systems and balancing security, privacy and usability requirements.
Structured Information for Support of Knowledge-based Reasoning
Synopsis: How cognitive systems engineering may fit into traditional system acquisition protocol.
Source: ERGOSS (www.ergoss.org) seminar by Dr. Gavan Lintern on 24th Nov. 2008 at UniSIM, Singapore
W1_Lec01_Lec02_Introduction.pptx
This document provides an overview of an artificial intelligence course. The course objectives are to introduce basic AI principles and techniques, and explore applications in areas like intelligent agents, expert systems, machine learning and neural networks. Students will learn fundamentals of AI and how it is applied in domains such as intelligent chess programs, self-driving cars and robotic vacuums. Key topics covered include uninformed/informed search, heuristic algorithms, genetic algorithms, game playing, expert systems, natural language processing, machine learning techniques like decision trees and neural networks, and Bayesian/deep learning. The document also discusses the history of AI and the Turing test for machine intelligence.
Designing Experiences for the iPad, Jenica Welch
The document discusses designing experiences for the iPad. It outlines Jenica's roles as an Interaction Designer, User Researcher, and UX Architect. It then provides an overview of the topics to be covered, including their app, UX process, and design principles. The UX process section explains the iterative process of discovery, design, verify, and implement.
INTRODUCTION TO ARTIFICIAL INTELLIGENCE.pptx
I contained all the lectures not give to us by our lecturer
1 artificial intelligence
The document discusses artificial intelligence and expert systems. It defines AI as creating intelligent machines that can learn, think, perceive, analyze and act like humans. Expert systems are described as computer programs that mimic human experts by applying specialized knowledge and reasoning skills to solve complex problems. Examples of early expert systems like DENDRAL and MYCIN are provided. The roles, uses, and typical structure of expert systems are outlined.
Artificial intelligence introduction
The document provides an overview of an Artificial Intelligence course. The main objectives are to provide knowledge of AI, familiarize students with search techniques, and acquaint them with related fields and applications. The syllabus covers topics like search techniques, knowledge representation, machine learning, neural networks, expert systems, and natural language processing. It includes details on the unit hours, marks distribution, evaluation criteria, and references. The course aims to teach students the fundamental concepts and applications of AI through lectures and practical exercises in programming languages like LISP and PROLOG.
JD McCreary Presentation to Williams Foundation, March 22, 2018
The document discusses artificial intelligence (AI) and its applications to combat decision-making. It notes that decision superiority will be key to future conflicts and that AI can help mitigate human cognitive limitations by assisting with complex decisions. The document also discusses how countries like Russia, China, and the U.S. are investing in AI for military applications including autonomous weapons. It proposes that human-AI teaming through technologies like augmented reality can help speed up decision-making at both tactical and strategic levels. Overall trust and transparency in AI systems will be important for their adoption.
Unit1_AI&ML (2).pptx
An agent that helps users complete tasks through natural language conversations. Examples include Siri, Alexa, Cortana.
Autonomous: An agent that acts independently in an environment to achieve goals. Self-driving cars are autonomous agents.
Bots: Software applications that run automated tasks over the internet. Examples include chatbots, web crawlers, trading bots.
Collaborative: Agents that work together with humans or other agents towards a common goal. Drones that assist firefighters are collaborative agents.
Adaptive: Agents that learn from their environment and experiences over time to improve their performance. Recommendation systems are adaptive agents.
So in summary, the key types are: Assistant, Autonomous, Bots,
Similar to Augmented Intelligence 2.0 (20)
Do you have an "analytics"? How analytics tools work
Do you have an "analytics"? How analytics tools work
Test Strategy-The real silver bullet in testing by Matthew Eakin
Test Strategy-The real silver bullet in testing by Matthew Eakin
Building a Successful Organization By Mastering Failure
Building a Successful Organization By Mastering Failure
An Overview of E-Voting Systems and Vote Verification Techniques
An Overview of E-Voting Systems and Vote Verification Techniques
Structured Information for Support of Knowledge-based Reasoning
Structured Information for Support of Knowledge-based Reasoning
JD McCreary Presentation to Williams Foundation, March 22, 2018
JD McCreary Presentation to Williams Foundation, March 22, 2018
More from Daniel Kornev
Multiskill Conversational AI
I understand feeling tired. Make sure to take some time to rest and recharge. Is there anything else I can do for you?
Building AI Assistants with DeepPavlov - truly final.pdf
This document discusses the history and development of ubiquitous computing from 1991 to 2003. It notes key events and research projects during this time period that helped advance the field, including a 1991 article introducing the concept of ubiquitous computing, the first international symposium on handheld and ubiquitous computing in 1999, and the establishment of conferences on ubiquitous computing in 2001. The document also provides brief definitions and descriptions of ubiquitous computing, noting that it involves computers everywhere that are interconnected and not directly visible to the user, but instead support solving problems in various contexts of daily life.
Multimodality at Dialogue 2022 by DeepPavlov.pdf
The document discusses multimodal human-computer interaction and outlines several scenarios where AI assistants could utilize different modalities like speech, gestures, facial expressions, and physical interaction. It also describes relevant modalities from two references on the topic. Further, it proposes a framework for classifying user utterances by speech function to help bots strategically manage discourse across multiple conversation turns.
Managing Dialog Strategy in Multiskill AI Assistant with Discourse Management
So tell me about your hobbies and interests! What do you like to do for fun?
User: I really enjoy playing video games and watching movies.
Assistant: Cool, what kind of games and movies do you like best?
Task #3
• Goal: Address User’s Interests
• Skill: Video Games
• Discourse #2
From Dream socialbot to Multiskill AI Assistant Platform
This document summarizes DeepPavlov.ai's journey from developing an Alexa Prize socialbot to building a multiskill AI assistant platform. It discusses transforming the socialbot into an open-source platform with reusable NLP models, conversational skills, and AI assistant distributions. It also outlines DeepPavlov's approach to multiskill orchestration, deployment of conversational skills, and use of NLP frameworks and machine learning platforms.
God Mode for designing scenario-driven skills for DeepPavlov Dream
The document summarizes the capabilities and development of DeepPavlov, an open-source conversational AI platform. It discusses DeepPavlov's God Mode for building open-domain bots using a discourse-driven integrated dialog development environment. DeepPavlov utilizes speech functions and dialog acts to enable more predictable dialog design and improves over regular expressions and intents. The platform provides tools like a VSCode extension to help with rapid dialog design and skills development.
Managing Dialog Strategy In Multiskill AI Assistant.pdf
Deepy, an AI assistant created with DeepPavlov.
Multiskill Conversational AI
I understand feeling tired. Try to rest and take care of yourself. Let me know if there's any way I can help lift your spirits!
Daniel Kornev's Slides for Working in Digital Media and Tech Services event
This document discusses various topics but does not provide enough contextual information or detail in any single section to create an informative 3 sentence summary. The document contains bullet points about a variety of subjects without elaboration or clear relationships between the points.
Functional Iliteracy
Functional illiteracy refers to someone who has difficulty with the most basic reading, writing, and comprehension tasks, despite having some elementary education. They may be able to write their name and read very simple text, but lack the fundamental skills needed to function in a literate society. Functional illiteracy remains a significant problem in many countries and negatively impacts individuals' employment and economic opportunities.
Digital Work Environments - History and What's Next after Siri and Cortana?
A short (20 min) talk on the Digital Work Environments: Origins, Desktop Metaphor - it's Evolution and Alternatives, AI Assistants, and the future of the Digital Work Environments.
Cortana - The Internals
Provides an introduction to Intelligent Personal Assistants (IPA), a deep dive into IPA Architecture, provides an overview of the prior work at MSR (including Priorities, Lookout, Notification Platform, Microsoft Semantic Engine, etc.), and gives a glimpse at the Cortana's internals.
Partially based on the Savas Parastatidis talk on Cortana. Talk was originally given to the Microsoft Russia internal audience in the Spring 2015.
Palantir, Quid, RecordedFuture: Augmented Intelligence Frontier
Origins of "Augmented Intelligence" concept (based on the Shyam Sankar's TED talk)
List of top 3 Augmented Intelligence companies with deep dive into their products' details (and quick look into their business models, w/o numbers).
Deep dive into the "Augmented Intelligence" technology (by using Palantir as an example).
A look at the future of the Augmented Intelligence.
Project Universe – Context-aware Project Management System
First public introduction to Project Universe. See http://www.zetuniverse.com/ for latest information.
Brave New World of Computer Science - Part I
This document does not contain any substantive information to summarize. It appears to be blank or contain only formatting characters. A meaningful 3 sentence summary cannot be generated from this input.
Context In UX
The document discusses context-aware systems and how context information from sensors can be used to improve user experience. It provides examples of existing context-aware applications and defines context. It then describes the sensors available on devices, how context information can be applied in applications, and Microsoft's Sensor and Location Platform. Finally, it discusses market opportunities and calls developers to utilize the platform and sensors to build context-aware applications.
Ubiquitous Computing
This document outlines an agenda for a presentation on ubiquitous computing and context-aware computing systems. The presentation will cover ubiquitous computing concepts like devices, research areas, and great moments in the field's history. It will then discuss context-aware computing systems, including definitions of context, real-world usage scenarios, and interest from industry and academia. Sensors that enable context awareness will also be discussed. The presentation will conclude with a Q&A section.
More from Daniel Kornev (19)
Building AI Assistants with DeepPavlov - truly final.pdf
Building AI Assistants with DeepPavlov - truly final.pdf
Managing Dialog Strategy in Multiskill AI Assistant with Discourse Management
Managing Dialog Strategy in Multiskill AI Assistant with Discourse Management
From Dream socialbot to Multiskill AI Assistant Platform
From Dream socialbot to Multiskill AI Assistant Platform
God Mode for designing scenario-driven skills for DeepPavlov Dream
God Mode for designing scenario-driven skills for DeepPavlov Dream
Managing Dialog Strategy In Multiskill AI Assistant.pdf
Managing Dialog Strategy In Multiskill AI Assistant.pdf
Daniel Kornev's Slides for Working in Digital Media and Tech Services event
Daniel Kornev's Slides for Working in Digital Media and Tech Services event
Digital Work Environments - History and What's Next after Siri and Cortana?
Digital Work Environments - History and What's Next after Siri and Cortana?
Palantir, Quid, RecordedFuture: Augmented Intelligence Frontier
Palantir, Quid, RecordedFuture: Augmented Intelligence Frontier
Developer Relations, Google Russia - VC & Startups Outreach Program
Developer Relations, Google Russia - VC & Startups Outreach Program
Project Universe – Context-aware Project Management System
Project Universe – Context-aware Project Management System
Recently uploaded
一比一原版(uob毕业证书)伯明翰大学毕业证如何办理
原版一模一样【微信：6496090 】【(uob毕业证书)伯明翰大学毕业证成绩单】【微信：6496090 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微6496090
【主营项目】
一.毕业证【q微6496090】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微6496090】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(uob毕业证书)伯明翰大学毕业证【微信：6496090 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
原版一比一多伦多大学毕业证(UofT毕业证书)如何办理
原版制作【微信:41543339】【多伦多大学毕业证(UofT毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版斯威本理工大学毕业证（swinburne毕业证）如何办理
原版一模一样【微信：741003700 】【斯威本理工大学毕业证（swinburne毕业证）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理斯威本理工大学毕业证（swinburne毕业证）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
by
Timothy Spann
Principal Developer Advocate
https://budapestdata.hu/2024/en/
https://budapestml.hu/2024/en/
tim.spann@zilliz.com
https://www.linkedin.com/in/timothyspann/
https://x.com/paasdev
https://github.com/tspannhw
https://www.youtube.com/@flank-stack
milvus
vector database
gen ai
generative ai
deep learning
machine learning
apache nifi
apache pulsar
apache kafka
apache flink
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
REUSE-SCHOOL-DATA-INTEGRATED-SYSTEMS.pptx
Enhanced data collection methods can help uncover the true extent of child abuse and neglect. This includes Integrated Data Systems from various sources (e.g., schools, healthcare providers, social services) to identify patterns and potential cases of abuse and neglect.
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...
This webinar discusses the limitations of traditional approaches for business process simulation based on had-crafted model with restrictive assumptions. It shows how process mining techniques can be assembled together to discover high-fidelity digital twins of end-to-end processes from event data.
一比一原版(lbs毕业证书)伦敦商学院毕业证如何办理
原版一模一样【微信：741003700 】【(lbs毕业证书)伦敦商学院毕业证成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理(lbs毕业证书)伦敦商学院毕业证【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版爱尔兰都柏林大学毕业证(本硕）ucd学位证书如何办理
原版一模一样【微信：741003700 】【爱尔兰都柏林大学毕业证(本硕）ucd成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理爱尔兰都柏林大学毕业证(本硕）ucd学位证书【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
Experts live - Improving user adoption with AI
Bekijk de slides van onze sessie Enhancing Modern Workplace Efficiency op Experts Live 2024.
一比一原版加拿大渥太华大学毕业证（uottawa毕业证书）如何办理
原版一模一样【微信：741003700 】【渥太华大学毕业证（uottawa毕业证书）成绩单】【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】外观非常简单，由纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理渥太华大学毕业证（uottawa毕业证书）【微信：741003700 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
一比一原版南十字星大学毕业证(SCU毕业证书)学历如何办理
原版办理【微信号:BYZS866】【南十字星大学毕业证(SCU毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
原版制作(unimelb毕业证书)墨尔本大学毕业证Offer一模一样
学校原件一模一样【微信：741003700 】《(unimelb毕业证书)墨尔本大学毕业证》【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原。
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
【主营项目】
一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！
二.真实使馆公证(即留学回国人员证明,不成功不收费)
三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）
四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度)
如果您处于以下几种情况：
◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】
◇面对父母的压力，希望尽快拿到；
◇不清楚认证流程以及材料该如何准备；
◇回国时间很长，忘记办理；
◇回国马上就要找工作，办给用人单位看；
◇企事业单位必须要求办理的
◇需要报考公务员、购买免税车、落转户口
◇申请留学生创业基金
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
Open Source Contributions to Postgres: The Basics POSETTE 2024
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
社内勉強会資料_Hallucination of LLMs .
社内エンジニア・リサーチャー勉強会の発表資料「Hallucination of LLMs」を公開しました！
大規模言語モデル(LLM)に起こるハルシネーションのメカニズムと、それらを軽減する方法について紹介しています。
Build applications with generative AI on Google Cloud
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
一比一原版(UofT毕业证)多伦多大学毕业证如何办理
原件一模一样【微信：95270640】【多伦多大学毕业证UofT学位证成绩单】【微信：95270640】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信：95270640】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信：95270640】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份【微信：95270640】
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
→ 【关于价格问题（保证一手价格）
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：可来公司面谈，可签订合同，会陪同客户一起到教育部认证窗口递交认证材料，客户在教育部官方认证查询网站查询到认证通过结果后付款，不成功不收费！
办理多伦多大学毕业证毕业证假文凭UofT学位证【微信：95270640 】外观非常精致，由特殊纸质材料制成，上面印有校徽、校名、毕业生姓名、专业等信息。
办理多伦多大学毕业证UofT学位证毕业证假文凭【微信：95270640 】格式相对统一，各专业都有相应的模板。通常包括以下部分：
校徽：象征着学校的荣誉和传承。
校名:学校英文全称
授予学位：本部分将注明获得的具体学位名称。
毕业生姓名：这是最重要的信息之一，标志着该证书是由特定人员获得的。
颁发日期：这是毕业正式生效的时间，也代表着毕业生学业的结束。
其他信息：根据不同的专业和学位，可能会有一些特定的信息或章节。
办理多伦多大学毕业证毕业证假文凭UofT学位证【微信：95270640 】价值很高，需要妥善保管。一般来说，应放置在安全、干燥、防潮的地方，避免长时间暴露在阳光下。如需使用，最好使用复印件而不是原件，以免丢失。
综上所述，办理多伦多大学毕业证毕业证假文凭UofT学位证【微信：95270640 】是证明身份和学历的高价值文件。外观简单庄重，格式统一，包括重要的个人信息和发布日期。对持有人来说，妥善保管是非常重要的。
Recently uploaded (20)
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
Overview IFM June 2024 Consumer Confidence INDEX Report.pdf
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...
Discovering Digital Process Twins for What-if Analysis: a Process Mining Appr...
Open Source Contributions to Postgres: The Basics POSETTE 2024
Open Source Contributions to Postgres: The Basics POSETTE 2024
Build applications with generative AI on Google Cloud
Build applications with generative AI on Google Cloud
Augmented Intelligence 2.0
- 1. Augmented Intelligence Insight Decision-Making
- 2. Human vs. Artificial Intelligence
- 3. Who Won the Battle?
- 6. Augmented Experience 1.0: The Process • Keyword/Keyphrase extraction • Concept extraction • Entity extraction (people, events, orgs, locations, etc.) • Sentiment Analysis • Dynamic Ontologies • Spatio-Temporal Analysis ____________________________________________________________________________________________________________________________________ • Visualizations of all sorts
- 7. What’s Next?
- 9. Augmented Experience 2.0 HOW COULD WE MAKE MACHINE STRONGER?
- 10. STEP 1 MAKE MACHINE ADAPT TO USER
- 11. STEP 1: Make Machine Adapt to User • Learn ontology • Learn priorities • Work on behalf • Predict and alert • What else?
- 12. STEP 2 MAKE MACHINE ADAPT TO NON-USER CONTEXT
- 13. STEP 2: Make Machine Adapt to Non-User Context • Same plus… • Sense the Environment • React to Context Changes • What else?
- 14. STEP 3 EMBED MACHINE INTO HUMAN BRAIN
- 15. STEP 3: Cortical Modem enables Cyber Projections