Proud to be a part of this wonderful project. Rebecca and I prepared this deck to run through our experience with building BRUCE and LUCY, the University of Canberra's first two production Chat bots
The community of practice gives people an opportunity to network, share practice, hear what various institutions are doing and what we're doing in this space. You'll have the opportunity to discover more about our digital apprenticeships project, as well as our new toolkits in this area.
This document describes a college enquiry chatbot that was developed to provide students with a way to get information about their college without having to visit in person. The chatbot uses algorithms to analyze user queries and respond to common questions about things like fees, admission processes, exams, and other college activities. It was created to reduce the time and effort spent by students and parents in obtaining information from the college. The chatbot system includes a database to store question and answer pairs, and an admin interface to update responses for questions not currently in the database.
Your Next App Might Just Be a Bot: Building Conversational Bots with PythonDavid Asamu
Thanks to advancements in ML, bots are becoming the main interface between humans and machines. 25% of installed apps are never used. The average Android app loses 77% of its daily active users within the first 3 days. The amount of time people spend on social media is constantly increasing. Certainly, the next user interface won't be based on fancy design, it will be based on simple conversation.
INTELLIGENT CHATBOT FOR COLLEGE ENQUIRY SYSTEMIRJET Journal
The document describes a proposed intelligent chatbot system for answering student inquiries about a college. The chatbot would allow students to get information about admissions, fees, scholarships, course timetables, and required documents from anywhere at any time through natural language conversations. It uses techniques like pattern matching, artificial intelligence, machine learning and natural language processing to understand questions and provide relevant responses from its knowledge database. The goal is to streamline the student information process and reduce the workload on college staff.
Team Topologies in Action: early results from industry @ DevOps Enterprise Su...Manuel Pais
Since the book Team Topologies was published in 2019, organizations around the world have started to adopt Team Topologies principles and practices like Stream-aligned teams, modern platforms, well-defined team interactions, and team cognitive load as a key driver for fast software delivery and operations.
We will look at examples from these organizations:
Gjensidige Insurance, a leading Nordic insurance company with 4000 employees and business in the Nordic and Baltic countries, uses the four fundamental team types to clarify team responsibilities and interactions and is moving towards several “thinnest viable platforms” with Stream-aligned teams as internal customers
PureGym is Britain’s largest gym chain - the first to gain over 1 million members. As PureGym expanded, so did the need for software to enable their members to book and manage gym sessions. Since 2019, PureGym has re-aligned its teams and team interactions based on Team Topologies patterns, helping to scale the engineering teams and improve flow.
uSwitch / RVU, one of the UK’s leading consumer price comparison websites, has grown a modern platform from scratch, allowing stream-aligned teams to focus on consumers needs, offloading infrastructure provisioning concerns to the platform which also provides cross-cutting services around scalability, security and data management
Visma is one of the leading software development companies in Europe with nearly 1 million customers in 21 countries. Team Topologies has helped to define and accelerate a transformation begun in 2015 to improve service ownership and speed of changes.
Wealth Wizards is a UK company making financial advice affordable and accessible to everyone through online tools and apps. The engineering division at Wealth Wizards has used the Team Topologies ideas around team cognitive load to help right-size their teams and align teams to the most important flows of business change.
For each of these examples, we explore how the ideas and patterns in Team Topologies were useful to the organization and the results of the changes.
Team Topologies in action - early results from industry - DOES London Virtual...Matthew Skelton
A talk given at DevOps Enterprise Summit Virtual 2020
---
Since the book Team Topologies was published in 2019, organizations around the world have started to adopt Team Topologies principles and practices like Stream-aligned teams, modern platforms, well-defined team interactions, and team cognitive load as a key driver for fast software delivery and operations.
We will look at examples from these organizations:
* Gjensidige Insurance, a leading Nordic insurance company with 4000 employees and business in the Nordic and Baltic countries, uses the four fundamental team types to clarify team responsibilities and interactions and is moving towards several “thinnest viable platforms” with Stream-aligned teams as internal customers
* PureGym is Britain’s largest gym chain - the first to gain over 1 million members. As PureGym expanded, so did the need for software to enable their members to book and manage gym sessions. Since 2019, PureGym has re-aligned its teams and team interactions based on Team Topologies patterns, helping to scale the engineering teams and improve flow.
* uSwitch / RVU, one of the UK’s leading consumer price comparison websites, has grown a modern platform from scratch, allowing stream-aligned teams to focus on consumers needs, offloading infrastructure provisioning concerns to the platform which also provides cross-cutting services around scalability, security and data management
* Visma is one of the leading software development companies in Europe with nearly 1 million customers in 21 countries. Team Topologies has helped to define and accelerate a transformation begun in 2015 to improve service ownership and speed of changes.
* Wealth Wizards is a UK company making financial advice affordable and accessible to everyone through online tools and apps. The engineering division at Wealth Wizards has used the Team Topologies ideas around team cognitive load to help right-size their teams and align teams to the most important flows of business change.
For each of these examples, we explore how the ideas and patterns in Team Topologies were useful to the organization and the results of the changes.
Managing and controlling the final year projects of students using manual or
traditional process is a very tedious job. The main aim of this project is to create an
automated system for managing all the activities of projects. Project management system is a
system for managing, controlling, monitoring the final year projects of students. It is a web
based portal or application which is useful for students and project guide.
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The document summarizes a research project that aims to develop a banking chatbot using natural language processing (NLP) and machine learning algorithms. The chatbot will be trained on customer query and response data to understand inquiries about account balances, transaction histories, and other banking information. It will use techniques like support vector machine and Naive Bayes classifiers to accurately respond to customer questions in a conversational manner. The researchers conducted a literature review on existing chatbot systems and their limitations in order to inform the methodology for their project, which is designed to provide more personalized responses and handle complex requests through advanced NLP and ML.
The community of practice gives people an opportunity to network, share practice, hear what various institutions are doing and what we're doing in this space. You'll have the opportunity to discover more about our digital apprenticeships project, as well as our new toolkits in this area.
This document describes a college enquiry chatbot that was developed to provide students with a way to get information about their college without having to visit in person. The chatbot uses algorithms to analyze user queries and respond to common questions about things like fees, admission processes, exams, and other college activities. It was created to reduce the time and effort spent by students and parents in obtaining information from the college. The chatbot system includes a database to store question and answer pairs, and an admin interface to update responses for questions not currently in the database.
Your Next App Might Just Be a Bot: Building Conversational Bots with PythonDavid Asamu
Thanks to advancements in ML, bots are becoming the main interface between humans and machines. 25% of installed apps are never used. The average Android app loses 77% of its daily active users within the first 3 days. The amount of time people spend on social media is constantly increasing. Certainly, the next user interface won't be based on fancy design, it will be based on simple conversation.
INTELLIGENT CHATBOT FOR COLLEGE ENQUIRY SYSTEMIRJET Journal
The document describes a proposed intelligent chatbot system for answering student inquiries about a college. The chatbot would allow students to get information about admissions, fees, scholarships, course timetables, and required documents from anywhere at any time through natural language conversations. It uses techniques like pattern matching, artificial intelligence, machine learning and natural language processing to understand questions and provide relevant responses from its knowledge database. The goal is to streamline the student information process and reduce the workload on college staff.
Team Topologies in Action: early results from industry @ DevOps Enterprise Su...Manuel Pais
Since the book Team Topologies was published in 2019, organizations around the world have started to adopt Team Topologies principles and practices like Stream-aligned teams, modern platforms, well-defined team interactions, and team cognitive load as a key driver for fast software delivery and operations.
We will look at examples from these organizations:
Gjensidige Insurance, a leading Nordic insurance company with 4000 employees and business in the Nordic and Baltic countries, uses the four fundamental team types to clarify team responsibilities and interactions and is moving towards several “thinnest viable platforms” with Stream-aligned teams as internal customers
PureGym is Britain’s largest gym chain - the first to gain over 1 million members. As PureGym expanded, so did the need for software to enable their members to book and manage gym sessions. Since 2019, PureGym has re-aligned its teams and team interactions based on Team Topologies patterns, helping to scale the engineering teams and improve flow.
uSwitch / RVU, one of the UK’s leading consumer price comparison websites, has grown a modern platform from scratch, allowing stream-aligned teams to focus on consumers needs, offloading infrastructure provisioning concerns to the platform which also provides cross-cutting services around scalability, security and data management
Visma is one of the leading software development companies in Europe with nearly 1 million customers in 21 countries. Team Topologies has helped to define and accelerate a transformation begun in 2015 to improve service ownership and speed of changes.
Wealth Wizards is a UK company making financial advice affordable and accessible to everyone through online tools and apps. The engineering division at Wealth Wizards has used the Team Topologies ideas around team cognitive load to help right-size their teams and align teams to the most important flows of business change.
For each of these examples, we explore how the ideas and patterns in Team Topologies were useful to the organization and the results of the changes.
Team Topologies in action - early results from industry - DOES London Virtual...Matthew Skelton
A talk given at DevOps Enterprise Summit Virtual 2020
---
Since the book Team Topologies was published in 2019, organizations around the world have started to adopt Team Topologies principles and practices like Stream-aligned teams, modern platforms, well-defined team interactions, and team cognitive load as a key driver for fast software delivery and operations.
We will look at examples from these organizations:
* Gjensidige Insurance, a leading Nordic insurance company with 4000 employees and business in the Nordic and Baltic countries, uses the four fundamental team types to clarify team responsibilities and interactions and is moving towards several “thinnest viable platforms” with Stream-aligned teams as internal customers
* PureGym is Britain’s largest gym chain - the first to gain over 1 million members. As PureGym expanded, so did the need for software to enable their members to book and manage gym sessions. Since 2019, PureGym has re-aligned its teams and team interactions based on Team Topologies patterns, helping to scale the engineering teams and improve flow.
* uSwitch / RVU, one of the UK’s leading consumer price comparison websites, has grown a modern platform from scratch, allowing stream-aligned teams to focus on consumers needs, offloading infrastructure provisioning concerns to the platform which also provides cross-cutting services around scalability, security and data management
* Visma is one of the leading software development companies in Europe with nearly 1 million customers in 21 countries. Team Topologies has helped to define and accelerate a transformation begun in 2015 to improve service ownership and speed of changes.
* Wealth Wizards is a UK company making financial advice affordable and accessible to everyone through online tools and apps. The engineering division at Wealth Wizards has used the Team Topologies ideas around team cognitive load to help right-size their teams and align teams to the most important flows of business change.
For each of these examples, we explore how the ideas and patterns in Team Topologies were useful to the organization and the results of the changes.
Managing and controlling the final year projects of students using manual or
traditional process is a very tedious job. The main aim of this project is to create an
automated system for managing all the activities of projects. Project management system is a
system for managing, controlling, monitoring the final year projects of students. It is a web
based portal or application which is useful for students and project guide.
BANKING CHATBOT USING NLP AND MACHINE LEARNING ALGORITHMSIRJET Journal
The document summarizes a research project that aims to develop a banking chatbot using natural language processing (NLP) and machine learning algorithms. The chatbot will be trained on customer query and response data to understand inquiries about account balances, transaction histories, and other banking information. It will use techniques like support vector machine and Naive Bayes classifiers to accurately respond to customer questions in a conversational manner. The researchers conducted a literature review on existing chatbot systems and their limitations in order to inform the methodology for their project, which is designed to provide more personalized responses and handle complex requests through advanced NLP and ML.
This webinar discussed trends in SharePoint implementations after the initial phase. It found that SharePoint is improving collaboration for most organizations by centralizing information. However, search customizations and usage monitoring are not major focuses in early phases. Common challenges include ensuring central administration, user utilization, participation incentives, and measuring payback. Successful initiatives link SharePoint to business needs, look for other uses as a platform, and focus on change management and user experience.
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With so many Viva capabilities available to organizations, it can be a challenge knowing which should be piloted together or what patterns and practices work best when piloting Viva Connections, Viva Learning, Viva Topics, Viva Goals, Viva Insights, Viva Pulse, Viva Amplify, and more. How do organizations get started successfully, overcome challenges in piloting and rolling out these experiences, and eventually scale to organization-wide deploymentsJoin internationally recognized industry expert and Microsoft MVP Richard Harbridge as he shares insight into the lessons learned and proven approaches with Microsoft Viva. Together you will explore unique and vital challenges with Viva deployments, such as challenges with multiple tenants or multiple organizations in one tenant or challenges with experiences designed for scale - determining if an org is large enough or has enough content for a great experience with Viva Topics and more.
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This proposal summarizes an education management information system (EduCare) that Triangle Soft can develop for organizations. The system would allow administrators to capture, store, and access important institutional information through an online portal. It would help streamline workflows, track performance, and ensure teaching quality standards are met. The system offers a user-friendly interface and seamless integration between departments. Triangle Soft would handle all aspects of developing, hosting, and maintaining the system, and provide support services and customization options.
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Kaushik Seth is an IT and management professional seeking opportunities in educational technology and consulting. He has over 7 years of experience in IT and 3.9 years in insurance. His experience includes roles as a business analyst, online professor, ETL developer, and online tutor. He holds an Executive MBA from IIM Lucknow and a B.Tech in IT. Key skills include Java, Oracle, SQL, HTML, and Microsoft Office. He is interested in teaching management online and has given over 140 sessions on subjects like IT management, CRM, and business ethics.
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COLLEGE ENQUIRY CHATBOT SYSTEM IN JAVASCRIPTIRJET Journal
This document describes the development of a college inquiry chatbot system using HTML, CSS, and JavaScript. The system provides students with information about admission requirements, courses, tuition fees, and more through a conversational chatbot interface. It was tested with various queries and provided accurate responses. Future work could improve the system with voice recognition and integrating it with the college's database. Overall, the chatbot was well-received by students and chatbots can benefit the education sector by providing timely information to students.
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In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
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- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
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Webinar Recording: https://www.panagenda.com/webinars/hcl-notes-und-domino-lizenzkostenreduzierung-in-der-welt-von-dlau/
DLAU und die Lizenzen nach dem CCB- und CCX-Modell sind für viele in der HCL-Community seit letztem Jahr ein heißes Thema. Als Notes- oder Domino-Kunde haben Sie vielleicht mit unerwartet hohen Benutzerzahlen und Lizenzgebühren zu kämpfen. Sie fragen sich vielleicht, wie diese neue Art der Lizenzierung funktioniert und welchen Nutzen sie Ihnen bringt. Vor allem wollen Sie sicherlich Ihr Budget einhalten und Kosten sparen, wo immer möglich. Das verstehen wir und wir möchten Ihnen dabei helfen!
Wir erklären Ihnen, wie Sie häufige Konfigurationsprobleme lösen können, die dazu führen können, dass mehr Benutzer gezählt werden als nötig, und wie Sie überflüssige oder ungenutzte Konten identifizieren und entfernen können, um Geld zu sparen. Es gibt auch einige Ansätze, die zu unnötigen Ausgaben führen können, z. B. wenn ein Personendokument anstelle eines Mail-Ins für geteilte Mailboxen verwendet wird. Wir zeigen Ihnen solche Fälle und deren Lösungen. Und natürlich erklären wir Ihnen das neue Lizenzmodell.
Nehmen Sie an diesem Webinar teil, bei dem HCL-Ambassador Marc Thomas und Gastredner Franz Walder Ihnen diese neue Welt näherbringen. Es vermittelt Ihnen die Tools und das Know-how, um den Überblick zu bewahren. Sie werden in der Lage sein, Ihre Kosten durch eine optimierte Domino-Konfiguration zu reduzieren und auch in Zukunft gering zu halten.
Diese Themen werden behandelt
- Reduzierung der Lizenzkosten durch Auffinden und Beheben von Fehlkonfigurationen und überflüssigen Konten
- Wie funktionieren CCB- und CCX-Lizenzen wirklich?
- Verstehen des DLAU-Tools und wie man es am besten nutzt
- Tipps für häufige Problembereiche, wie z. B. Team-Postfächer, Funktions-/Testbenutzer usw.
- Praxisbeispiele und Best Practices zum sofortigen Umsetzen
A Comprehensive Guide to DeFi Development Services in 2024Intelisync
DeFi represents a paradigm shift in the financial industry. Instead of relying on traditional, centralized institutions like banks, DeFi leverages blockchain technology to create a decentralized network of financial services. This means that financial transactions can occur directly between parties, without intermediaries, using smart contracts on platforms like Ethereum.
In 2024, we are witnessing an explosion of new DeFi projects and protocols, each pushing the boundaries of what’s possible in finance.
In summary, DeFi in 2024 is not just a trend; it’s a revolution that democratizes finance, enhances security and transparency, and fosters continuous innovation. As we proceed through this presentation, we'll explore the various components and services of DeFi in detail, shedding light on how they are transforming the financial landscape.
At Intelisync, we specialize in providing comprehensive DeFi development services tailored to meet the unique needs of our clients. From smart contract development to dApp creation and security audits, we ensure that your DeFi project is built with innovation, security, and scalability in mind. Trust Intelisync to guide you through the intricate landscape of decentralized finance and unlock the full potential of blockchain technology.
Ready to take your DeFi project to the next level? Partner with Intelisync for expert DeFi development services today!
Generating privacy-protected synthetic data using Secludy and MilvusZilliz
During this demo, the founders of Secludy will demonstrate how their system utilizes Milvus to store and manipulate embeddings for generating privacy-protected synthetic data. Their approach not only maintains the confidentiality of the original data but also enhances the utility and scalability of LLMs under privacy constraints. Attendees, including machine learning engineers, data scientists, and data managers, will witness first-hand how Secludy's integration with Milvus empowers organizations to harness the power of LLMs securely and efficiently.
This presentation provides valuable insights into effective cost-saving techniques on AWS. Learn how to optimize your AWS resources by rightsizing, increasing elasticity, picking the right storage class, and choosing the best pricing model. Additionally, discover essential governance mechanisms to ensure continuous cost efficiency. Whether you are new to AWS or an experienced user, this presentation provides clear and practical tips to help you reduce your cloud costs and get the most out of your budget.
In the rapidly evolving landscape of technologies, XML continues to play a vital role in structuring, storing, and transporting data across diverse systems. The recent advancements in artificial intelligence (AI) present new methodologies for enhancing XML development workflows, introducing efficiency, automation, and intelligent capabilities. This presentation will outline the scope and perspective of utilizing AI in XML development. The potential benefits and the possible pitfalls will be highlighted, providing a balanced view of the subject.
We will explore the capabilities of AI in understanding XML markup languages and autonomously creating structured XML content. Additionally, we will examine the capacity of AI to enrich plain text with appropriate XML markup. Practical examples and methodological guidelines will be provided to elucidate how AI can be effectively prompted to interpret and generate accurate XML markup.
Further emphasis will be placed on the role of AI in developing XSLT, or schemas such as XSD and Schematron. We will address the techniques and strategies adopted to create prompts for generating code, explaining code, or refactoring the code, and the results achieved.
The discussion will extend to how AI can be used to transform XML content. In particular, the focus will be on the use of AI XPath extension functions in XSLT, Schematron, Schematron Quick Fixes, or for XML content refactoring.
The presentation aims to deliver a comprehensive overview of AI usage in XML development, providing attendees with the necessary knowledge to make informed decisions. Whether you’re at the early stages of adopting AI or considering integrating it in advanced XML development, this presentation will cover all levels of expertise.
By highlighting the potential advantages and challenges of integrating AI with XML development tools and languages, the presentation seeks to inspire thoughtful conversation around the future of XML development. We’ll not only delve into the technical aspects of AI-powered XML development but also discuss practical implications and possible future directions.
Your One-Stop Shop for Python Success: Top 10 US Python Development Providersakankshawande
Simplify your search for a reliable Python development partner! This list presents the top 10 trusted US providers offering comprehensive Python development services, ensuring your project's success from conception to completion.
Fueling AI with Great Data with Airbyte WebinarZilliz
This talk will focus on how to collect data from a variety of sources, leveraging this data for RAG and other GenAI use cases, and finally charting your course to productionalization.
Letter and Document Automation for Bonterra Impact Management (fka Social Sol...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 automated letter generation for Bonterra Impact Management using Google Workspace or Microsoft 365.
Interested in deploying letter generation automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
Ivanti’s Patch Tuesday breakdown goes beyond patching your applications and brings you the intelligence and guidance needed to prioritize where to focus your attention first. Catch early analysis on our Ivanti blog, then join industry expert Chris Goettl for the Patch Tuesday Webinar Event. There we’ll do a deep dive into each of the bulletins and give guidance on the risks associated with the newly-identified vulnerabilities.
leewayhertz.com-AI in predictive maintenance Use cases technologies benefits ...alexjohnson7307
Predictive maintenance is a proactive approach that anticipates equipment failures before they happen. At the forefront of this innovative strategy is Artificial Intelligence (AI), which brings unprecedented precision and efficiency. AI in predictive maintenance is transforming industries by reducing downtime, minimizing costs, and enhancing productivity.
5th LF Energy Power Grid Model Meet-up SlidesDanBrown980551
5th Power Grid Model Meet-up
It is with great pleasure that we extend to you an invitation to the 5th Power Grid Model Meet-up, scheduled for 6th June 2024. This event will adopt a hybrid format, allowing participants to join us either through an online Mircosoft Teams session or in person at TU/e located at Den Dolech 2, Eindhoven, Netherlands. The meet-up will be hosted by Eindhoven University of Technology (TU/e), a research university specializing in engineering science & technology.
Power Grid Model
The global energy transition is placing new and unprecedented demands on Distribution System Operators (DSOs). Alongside upgrades to grid capacity, processes such as digitization, capacity optimization, and congestion management are becoming vital for delivering reliable services.
Power Grid Model is an open source project from Linux Foundation Energy and provides a calculation engine that is increasingly essential for DSOs. It offers a standards-based foundation enabling real-time power systems analysis, simulations of electrical power grids, and sophisticated what-if analysis. In addition, it enables in-depth studies and analysis of the electrical power grid’s behavior and performance. This comprehensive model incorporates essential factors such as power generation capacity, electrical losses, voltage levels, power flows, and system stability.
Power Grid Model is currently being applied in a wide variety of use cases, including grid planning, expansion, reliability, and congestion studies. It can also help in analyzing the impact of renewable energy integration, assessing the effects of disturbances or faults, and developing strategies for grid control and optimization.
What to expect
For the upcoming meetup we are organizing, we have an exciting lineup of activities planned:
-Insightful presentations covering two practical applications of the Power Grid Model.
-An update on the latest advancements in Power Grid -Model technology during the first and second quarters of 2024.
-An interactive brainstorming session to discuss and propose new feature requests.
-An opportunity to connect with fellow Power Grid Model enthusiasts and users.
Have you ever been confused by the myriad of choices offered by AWS for hosting a website or an API?
Lambda, Elastic Beanstalk, Lightsail, Amplify, S3 (and more!) can each host websites + APIs. But which one should we choose?
Which one is cheapest? Which one is fastest? Which one will scale to meet our needs?
Join me in this session as we dive into each AWS hosting service to determine which one is best for your scenario and explain why!
1. CHATBOTS AT UNIVERSITY OF CANBERRA
BRUCE and LUCY
Tom Townsend – Deputy Director, Planning and Architecture
Rebecca Armstrong – Deputy Director, Projects and Innovation
2. Information Technology Management
28 February 2018
DIGITAL CATAPULT STRATEGY
Why bots: Workshops during ITM’s strategic
planning process.
Chatbot’s clearly address the ‘customer’ pillar
and the ‘digitally enabled’ foundation.
Customer Community
Digitally Enabled
Reduce friction
Break the rules
Pimp the experience
Leverage the network
Innovation culture
Explore supply chains
Observation | Insights | Evolution
3. Information Technology Management
28 February 2018
WHY DID UC CREATE THE BOTS?
• Support students and staff, with a view to streamlining support services across the
institution
• People want to ask questions in a real way and get a response that’s meaningful for them
• By adding chatbots UC are giving students and staff another channel to find assistance
quickly and easily
• The chatbots create a new streamlined service interface and the opportunity to extend the
window for meaningful support
4. Information Technology Management
28 February 2018
BRUCE
• Staff focused
• Q&A based on staff intranet
• Internal intranet access
BRUCE, UC’s new staff chat bot, is here to
help you get easy answers to your day to
day questions. You can ask about leave,
pay, travel, faculties or for IT help. You may
even like to ask Bruce to tell you a joke!
Bruce is still learning and if there’s anything
you think he should know you can email
Bruce.
LUCY
• Student focused
• Based on AskUC database
• Authenticated but public
LUCY, UC’s new student chat bot, is here to
help you get easy answers to your day to
day questions. You can ask about
enrolment, campus facilities, fees and
student support or for IT help. Lucy is still
learning and if there’s anything you need
help with that she can’t answer she can
raise a ticket to the Student Centre for you.
7. Information Technology Management
28 February 2018
BRUCE ARCHITECTURE OVERVIEW
• The chatbot API APP is hosted inside University internal IIS server.
• Once a staff member starts a chat, Bruce will first look into LUIS for a matching intent. If a
matching intent is found, the pre-configured answers will be send in responses for each of
the intents.
• If no proper intent is found inside LUIS, Bot will use the Q&A maker service to find relevant
answers and return them as responses to the staff members question.
• Third party API’s can also be called such as a ‘Joke API’ that is triggered by key word.
8. Information Technology Management
28 February 2018
BRUCE ARCHITECTURE OVERVIEW
WebChat
Preferred Channels
Bot Framework
Connector
On Prem
Bot API App
Staff
MS Teams Microsoft Cognitive
Services (LUIS)
QnA Maker
9. Information Technology Management
28 February 2018
BRUCE BY THE NUMBERS
1075
163
1238
0
200
400
600
800
1000
1200
1400
January February Total
BRUCE Monthly Usage
231
853
154
BRUCE Services
LUIS QandAMaker Joke API
Launched 11th of January 2018
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28 February 2018
BRUCE FEEDBACK
I hope you have a great day Bruce. Let’s chat more later about our wedding
arrangements.
Not too bad Brucie, keep up the good work
Thank you! I had no idea about this. This will help my staff so much.
13. Information Technology Management
28 February 2018
LUCY ARCHITECTURE OVERVIEW
• The chatbot API APP is hosted inside University internal IIS server.
• LUCY can be accessed through a web chat channel from the AskUC (Dynamics CRM Portal)
website.
• Once a student starts the chat, LUCY will first look into LUIS for a proper intent. If a matching
intent is found, the pre-configured answers will be send in responses for each of the intents.
• If no matching intent is found inside LUIS, Bot will use the Q&A maker service to find relevant
answers and return them as responses to the Student.
• Students can log a case from Bot within Dynamics 365 if no answer is available.
• The bot will then issue a Dynamics 365 case number to student which can be used for
further interactions with Student Centre or AskUC portal.
• The case will be raised and queued in CRM.
14. Information Technology Management
28 February 2018
LUCY ARCHITECTURE OVERVIEW
WebChat
Preferred Channels
Bot Framework
Connector
On Prem
Bot API App
Student
Dynamics 365
Microsoft Cognitive
Services (LUIS)
QnA Maker
15. Information Technology Management
28 February 2018
LUCY BY THE NUMBERS
Launched 8th of February 2018
28
215
LUCY Services
LUIS QandAMaker
4
239 243
0
50
100
150
200
250
300
January February Total
LUCY Monthly Usage
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28 February 2018
LUCY FEEDBACK
That's ok :) you're awesome :)
Just thought I would test how Lucy is going – happy to report that she was
spot on answering my 3 questions.
It’s definitely looking good and I can see the value in what she (Lucy) is going to be
able to provide …. We could wait longer and iron out all the kinks, but I don’t think
that’s the right approach. We could be waiting forever to get it exactly right
(indeed, that’s the kind of point!).
18. Information Technology Management
28 February 2018
OUR CHATBOT PHILOSOPHY
• Keep it domain specific, it’s not an
AI assistant.
• Resist the urge to over complicate.
• Build internal skills with emerging
technologies.
• It’s about the content not the
technology.
• Have some fun with it, and learn
(while there are still relatively low
expectations for the technology)
Source: https://chatbotsmagazine.com/why-a-slow-growing-pilot-is-vital-for-chatbot-success-cce7875f93b3
19. Information Technology Management
28 February 2018
PROJECT DELIVERY
• Resourcing:
- Experienced .Net Developer
- CRM Developers for CRM Integration for Lucy
- Content Writers/Curators (1 x Bruce, 1 x Lucy)
Lucy’s FAQs were rewritten and then harvested
Bruce FAQs were harvested from MyUC
- Testers – anyone we could entice/beg/borrow/steal
• Timings:
- Bruce Development – approx. three weeks effort in total including content curation
- Lucy Development – approx. twenty weeks effort in total including twelve weeks content
curation
20. Information Technology Management
28 February 2018
PROJECT DELIVERY
• Support
- Microsoft Webinars and from their Premier Engineers – majority effort on commissioning
Azure Cloud – this was our first foray with a production ready application.
• Direct Costs
- Azure Cloud infrastructure
- Content writer
• Delivery
- Agile
• Communications
- Lucy – Instagram/Socials, Monitor, Bulletin
- Bruce – Bulletin
21. Information Technology Management
28 February 2018
CONCERNING OR INAPPROPRIATE QUESTIONS
• ITM engaged with health and counselling centre
and agreed that the chatbots should not ignore
questions with concerning trigger words, nor should
it attempt to offer any advice. Instead opting for a
neutral referral to the relevant service.
• There are approx. 50 trigger words that result in the
response shown right.
• A subset of keywords also provide a link to UC’s
‘safe and respectful community’ site focused on the
Respect.Now.Always campaign.
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28 February 2018
LESSONS LEARNT
• Strong engagement from the ‘data custodians’ is required
- Content curation was Lucy’s biggest challenge, UC brought in a professional writer to
review all FAQs
• Get your hands dirty and ‘fail fast’, our first prototype chatbot ‘GERTY’ was up and running 2
days (but didn’t last long)
- This was critical to understand the limitations and constraints of the platform and shaped
much of our decision making moving forward.
• Be prepared to iterate regularly
- We have deployed and re-deployed BRUCE and LUCY countless times.
• Traditional communication channel (email address) available for feedback worked well with
approx. 25 changes and updates made to BRUCE in the first 2 days.
23. Information Technology Management
28 February 2018
BENEFITS
• Limited benefit realisation to date, view to measure:
- Reduced enquiries to Student Centre
- Reduced enquiries to Service Desk
- Increased satisfaction % for support in annual surveys for both staff and students
- Self service rate
• For continuous improvement, view to measure:
- Errors within the bot (confusion triggers)
- Retention rate (multiple questions, return users)
Additional information: https://venturebeat.com/2017/11/19/7-metrics-for-measuring-chatbot-success/
24. Information Technology Management
28 February 2018
NEXT STEPS AT UC
• Work with ITMs outsourced provider WIPRO to deepen BAU support.
• Further learning about how the bots can transform user experience.
• Improve re-training - currently clunky and requires manual intervention.
• Consider promoting ‘WhoBot’ after an AD data cleanse.
• Explore other opportunities for cognitive services to impact how UC do business.
• BRUCE: Explore giving BRUCE the ability to log service desk tickets with a ServiceNow
integration.
• LUCY: Personalise the bots, ask LUCY when your next assignment is due with an LMS
integration.
25. Information Technology Management
28 February 2018
OTHER BOT EXAMPLES
Department of Social Services – Nadia, Roxy, Oliver, George | https://news.microsoft.com/en-au/features/artificial-
intelligence-transforms-even-human-services/
Jetstar – Jessie | https://www.cio.com.au/article/633279/jetstar-chatbot-travellers-rescue-after-mount-agung-
eruption/
Open Universities Australia – Unnamed – focus on SMS/iMessage chat function |
https://www.campusreview.com.au/2018/02/oua-goes-digital-with-student-
chatbot/?utm_medium=email&utm_campaign=CR+BN+Email+-
+14+Feb+2018&utm_content=campusreview.com.au%2F2018%2F02%2Foua-goes-digital-with-student-
chatbot%2F&utm_source=apneducationalmedia.writemsg.com
WeChat – Subscription Bot, Service Bot | https://chatbotsmagazine.com/china-wechat-and-the-origins-of-chatbots-
89c481f15a44