Google #ConversationalAI expert Lee Boonstra explains how to build Enterprise Chatbots and Telephony (#CcaaS #CallCenter) Agents using #Dialogflow, #CCAI and other #GoogleCloud #Serverless services. Courtesy of #ServerlessTO.
The lecture recording with Q&A is at https://youtu.be/apyr6dgx52Q
Get an overview of AI fundamentals in the least boring way possible. Through AI movie examples and AI pop culture references, you'll better understand topics like machine learning, deep learning, artificial neural networks and more. And see how big-screen representations translate to call center AI use cases in real life, so you can learn how AI applies to your company today.
This is a preview of a full-length feature, which you can download here: https://www.niceincontact.com/call-center-resource-finder/contact-center-ai-explained-by-pop-culture
Visit
Conversational AI and Chatbot IntegrationsCristina Vidu
Conversational AI and Chatbots (or rather - and more extensively - Virtual Agents) offer great benefits, especially in combination with technologies like RPA or IDP. Corneliu Niculite (Presales Director - EMEA @DRUID AI) and Roman Tobler (CEO @Routinuum & UiPath MVP) are discussing Conversational AI and why Virtual Agents play a significant role in modern ways of working. Moreover, Corneliu will be displaying how to build a Workflow and showcase an Accounts Payable Use Case, integrating DRUID and UiPath Robots.
📙 Agenda:
The focus of our meetup is around the following areas - with a lot of room to discuss and share experiences:
- What is "Conversational AI" and why do we need Chatbots (Virtual Agents);
- Deep-Dive to a DRUID-UiPath Integration via an Accounts Payable Use Case;
- Discussion, Q&A
Speakers:
👨🏻💻 Corneliu Niculite, Presales Director - EMEA DRUID AI
👨🏼💻 Roman Tobler, UiPath MVP, Co-Founder & CEO Routinuum GmbH
This session streamed live on March 8, 2023, 16:00 PM CET.
Check out our upcoming events at: community.uipath.com
Contact us at: community@uipath.com
An introduction to Dialogflow (API.AI) for the class of Pervasive Systems of University of Rome - La Sapienza, Master Degree in Computer Engineering.
Demo: https://github.com/lucamaiano/pervasive-agent
Get an overview of AI fundamentals in the least boring way possible. Through AI movie examples and AI pop culture references, you'll better understand topics like machine learning, deep learning, artificial neural networks and more. And see how big-screen representations translate to call center AI use cases in real life, so you can learn how AI applies to your company today.
This is a preview of a full-length feature, which you can download here: https://www.niceincontact.com/call-center-resource-finder/contact-center-ai-explained-by-pop-culture
Visit
Conversational AI and Chatbot IntegrationsCristina Vidu
Conversational AI and Chatbots (or rather - and more extensively - Virtual Agents) offer great benefits, especially in combination with technologies like RPA or IDP. Corneliu Niculite (Presales Director - EMEA @DRUID AI) and Roman Tobler (CEO @Routinuum & UiPath MVP) are discussing Conversational AI and why Virtual Agents play a significant role in modern ways of working. Moreover, Corneliu will be displaying how to build a Workflow and showcase an Accounts Payable Use Case, integrating DRUID and UiPath Robots.
📙 Agenda:
The focus of our meetup is around the following areas - with a lot of room to discuss and share experiences:
- What is "Conversational AI" and why do we need Chatbots (Virtual Agents);
- Deep-Dive to a DRUID-UiPath Integration via an Accounts Payable Use Case;
- Discussion, Q&A
Speakers:
👨🏻💻 Corneliu Niculite, Presales Director - EMEA DRUID AI
👨🏼💻 Roman Tobler, UiPath MVP, Co-Founder & CEO Routinuum GmbH
This session streamed live on March 8, 2023, 16:00 PM CET.
Check out our upcoming events at: community.uipath.com
Contact us at: community@uipath.com
An introduction to Dialogflow (API.AI) for the class of Pervasive Systems of University of Rome - La Sapienza, Master Degree in Computer Engineering.
Demo: https://github.com/lucamaiano/pervasive-agent
Be it for customer service or business marketing, chatbots are here to stay and elevate any customer interaction with the business. Powered by artificial intelligence and cloud technology, the Google Dialogflow tool has further simplified the creation of intelligent chatbots.
Unlocking the Power of Generative AI An Executive's Guide.pdfPremNaraindas1
Generative AI is here, and it can revolutionize your business. With its powerful capabilities, this technology can help companies create more efficient processes, unlock new insights from data, and drive innovation. But how do you make the most of these opportunities?
This guide will provide you with the information and resources needed to understand the ins and outs of Generative AI, so you can make informed decisions and capitalize on the potential. It covers important topics such as strategies for leveraging large language models, optimizing MLOps processes, and best practices for building with Generative AI.
Azure OpenAI Service provides REST API access to OpenAI's powerful language models, including the GPT-3, GPT-4, DALL-E, Codex, and Embeddings model series. These models can be easily adapted to any specific task, including but not limited to content generation, summarization, semantic search, translation, transformation, and code generation. Microsoft offers the accessibility of the service through REST APIs, Python or C# SDK, or the Azure OpenAI Studio.
Generative AI: Past, Present, and Future – A Practitioner's PerspectiveHuahai Yang
Generative AI: Past, Present, and Future – A Practitioner's Perspective
As the academic realm grapples with the profound implications of generative AI
and related applications like ChatGPT, I will present a grounded view from my
experience as a practitioner. Starting with the origins of neural networks in
the fields of logic, psychology, and computer science, I trace its history and
align it within the wider context of the pursuit of artificial intelligence.
This perspective will also draw parallels with historical developments in
psychology. Against this backdrop, I chart a proposed trajectory for the future.
Finally, I provide actionable insights for both academics and enterprising
individuals in the field.
In this session, you'll get all the answers about how ChatGPT and other GPT-X models can be applied to your current or future project. First, we'll put in order all the terms – OpenAI, GPT-3, ChatGPT, Codex, Dall-E, etc., and explain why Microsoft and Azure are often mentioned in this context. Then, we'll go through the main capabilities of the Azure OpenAI and respective usecases that might inspire you to either optimize your product or build a completely new one.
Andrii Burlutskyi: Going beyond ABM: power the client buying journey using AI...Lviv Startup Club
Andrii Burlutskyi: Going beyond ABM: power the client buying journey using AI and ChatGPT technologies (UA)
UA Online IT Outsourcing Forum 2023 Spring
Website - www.liof.org/online
Youtube - https://www.youtube.com/startuplviv
FB - https://www.facebook.com/ukrof
Azure as a Chatbot Service: From Purpose To Production With A Cloud Bot Archi...Paul Prae
The tooling for building chatbots has exploded. Putting chatbots into production is now easier than ever. In this presentation, I focus on how you can use Azure Bot Service, Azure Search, and Cosmos DB to create a scalable backend for your chatbot. By using a fully managed, serverless architecture with continuous deployment, you can get your chatbot up and running quickly. Check out this deck to learn how to combine cloud computing and artificial intelligence so you can help humans and machines achieve more together.
Learn more at http://www.neona.chat
leewayhertz.com-The architecture of Generative AI for enterprises.pdfKristiLBurns
Generative AI is quickly becoming popular among enterprises, with various applications being developed that can change how businesses operate. From code generation to product design and engineering, generative AI impacts a range of enterprise applications.
A chatterbot (also known as a talkbot, chatbot, Bot, chatterbox, Artificial Conversational Entity) is a computer program which conducts a conversation via auditory or textual methods.
To find more about it, checkout these slides. For more info, visit our website, www.appgalleryinc.com
My presentation today about ChatGPT, Open AI, conversational AI, and the Future Of Work. Includes survey data from the audience. Presented at our Constellation Research Execution Network monthy Office Hours of CIOs, CDOs, and other CXOs.
Conversational Document Processing AI with Rui CostaDaniel Zivkovic
Learn how to bridge the gap between #ConversationalAI and #DocumentProcessing with #GCP guru and #OReilly "#GoogleCloud Cookbook" author Rui Costa. Even if #Chatbots and #DocumentManagement#automation are not your "cup of tea", getting access to the #sourcecode of the his end-to-end #Serverless solution (with #Dialogflow, #Flutter, #Firebase, #Firestore, #AppEngine, #CloudRun) is priceless: https://forms.gle/domTVAQxUN6AthFz5
Proudly brought to you by #ServerlessTO: http://youtube.serverlesstoronto.org/
Be it for customer service or business marketing, chatbots are here to stay and elevate any customer interaction with the business. Powered by artificial intelligence and cloud technology, the Google Dialogflow tool has further simplified the creation of intelligent chatbots.
Unlocking the Power of Generative AI An Executive's Guide.pdfPremNaraindas1
Generative AI is here, and it can revolutionize your business. With its powerful capabilities, this technology can help companies create more efficient processes, unlock new insights from data, and drive innovation. But how do you make the most of these opportunities?
This guide will provide you with the information and resources needed to understand the ins and outs of Generative AI, so you can make informed decisions and capitalize on the potential. It covers important topics such as strategies for leveraging large language models, optimizing MLOps processes, and best practices for building with Generative AI.
Azure OpenAI Service provides REST API access to OpenAI's powerful language models, including the GPT-3, GPT-4, DALL-E, Codex, and Embeddings model series. These models can be easily adapted to any specific task, including but not limited to content generation, summarization, semantic search, translation, transformation, and code generation. Microsoft offers the accessibility of the service through REST APIs, Python or C# SDK, or the Azure OpenAI Studio.
Generative AI: Past, Present, and Future – A Practitioner's PerspectiveHuahai Yang
Generative AI: Past, Present, and Future – A Practitioner's Perspective
As the academic realm grapples with the profound implications of generative AI
and related applications like ChatGPT, I will present a grounded view from my
experience as a practitioner. Starting with the origins of neural networks in
the fields of logic, psychology, and computer science, I trace its history and
align it within the wider context of the pursuit of artificial intelligence.
This perspective will also draw parallels with historical developments in
psychology. Against this backdrop, I chart a proposed trajectory for the future.
Finally, I provide actionable insights for both academics and enterprising
individuals in the field.
In this session, you'll get all the answers about how ChatGPT and other GPT-X models can be applied to your current or future project. First, we'll put in order all the terms – OpenAI, GPT-3, ChatGPT, Codex, Dall-E, etc., and explain why Microsoft and Azure are often mentioned in this context. Then, we'll go through the main capabilities of the Azure OpenAI and respective usecases that might inspire you to either optimize your product or build a completely new one.
Andrii Burlutskyi: Going beyond ABM: power the client buying journey using AI...Lviv Startup Club
Andrii Burlutskyi: Going beyond ABM: power the client buying journey using AI and ChatGPT technologies (UA)
UA Online IT Outsourcing Forum 2023 Spring
Website - www.liof.org/online
Youtube - https://www.youtube.com/startuplviv
FB - https://www.facebook.com/ukrof
Azure as a Chatbot Service: From Purpose To Production With A Cloud Bot Archi...Paul Prae
The tooling for building chatbots has exploded. Putting chatbots into production is now easier than ever. In this presentation, I focus on how you can use Azure Bot Service, Azure Search, and Cosmos DB to create a scalable backend for your chatbot. By using a fully managed, serverless architecture with continuous deployment, you can get your chatbot up and running quickly. Check out this deck to learn how to combine cloud computing and artificial intelligence so you can help humans and machines achieve more together.
Learn more at http://www.neona.chat
leewayhertz.com-The architecture of Generative AI for enterprises.pdfKristiLBurns
Generative AI is quickly becoming popular among enterprises, with various applications being developed that can change how businesses operate. From code generation to product design and engineering, generative AI impacts a range of enterprise applications.
A chatterbot (also known as a talkbot, chatbot, Bot, chatterbox, Artificial Conversational Entity) is a computer program which conducts a conversation via auditory or textual methods.
To find more about it, checkout these slides. For more info, visit our website, www.appgalleryinc.com
My presentation today about ChatGPT, Open AI, conversational AI, and the Future Of Work. Includes survey data from the audience. Presented at our Constellation Research Execution Network monthy Office Hours of CIOs, CDOs, and other CXOs.
Conversational Document Processing AI with Rui CostaDaniel Zivkovic
Learn how to bridge the gap between #ConversationalAI and #DocumentProcessing with #GCP guru and #OReilly "#GoogleCloud Cookbook" author Rui Costa. Even if #Chatbots and #DocumentManagement#automation are not your "cup of tea", getting access to the #sourcecode of the his end-to-end #Serverless solution (with #Dialogflow, #Flutter, #Firebase, #Firestore, #AppEngine, #CloudRun) is priceless: https://forms.gle/domTVAQxUN6AthFz5
Proudly brought to you by #ServerlessTO: http://youtube.serverlesstoronto.org/
At its core, the conversational experience is an easy-back-and forth with a customer on a specific channel such as chat or voice.
But this isn't enough to understand how it works and what is its importance in the current scenario. Know more about it with this small presentation.
To build your own chatbot or virtual assistant contact us today at - https://bit.ly/2GzL2Nk
Rsqrd AI: Making Conversational AI Work for EverybodySanjana Chowdhury
In this talk, Rachael Tatman, Senior Developer Advocate at Rasa, talks about how to continuously bringing humans into the development process to improve conversational AI systems.
Presented on 09/29/2020
**These slides are from a talk given at Rsqrd AI. Learn more at rsqrdai.org**
Integrating Bots into your Digital Workplace Strategy #spsneKanwal Khipple
Is your organizations looking to become smarter? Attend this session to better understand the benefit of bots and how integrating them into your organization can help common tasks automated. It's the first step toward better integration between business applications together. At the end of this session, we'll demo bots and sample solutions currently available in the Office 365 space.
Integrating Bots into your Digital Workplace Strategy #spfestdcKanwal Khipple
Is your organizations looking to become smarter? Attend this session to better understand the benefit of bots and how integrating them into your organization can help common tasks automated. It's the first step toward better integration between business applications together. At the end of this session, we'll demo bots and sample solutions currently available in the Office 365 space.
Building a Data Cloud to enable Analytics & AI-Driven Innovation - Lak Lakshm...Daniel Zivkovic
Learn how Google Cloud addresses the key challenges when building an Agile Data & AI platform. This lecture is important regardless of the Cloud you are (will be) using because most businesses face the same 6 challenges:
1. High-quality AI requires a lot of data
2. AI Expertise is in high demand
3. Getting the value of ML requires a modern data platform
4. Activating ML requires surfacing AI into decision UIs
5. Operationalizing ML is hard
6. State-of-the-art changes rapidly
The lecture recording with Q&A is at https://youtu.be/ntBEQdD1IeQ
Integrating Bots into your Digital Workplace Strategy #spfestdenverKanwal Khipple
Is your organizations looking to become smarter? Attend this session to better understand the benefit of bots and how integrating them into your organization can help common tasks automated. It's the first step toward better integration between business applications together.
At the end of this session, we'll ask demo bots and sample solutions currently available in the Office 365 space.
SAP Inside track - SAP Conversational AI - Lecture.
45minutes lecture on the architecture, technical components, roadmap, lessons learned and an extensive demo of the platform.
Designing the Developer Experience - Tanja Bach, Jacob Bo Tiedemann
Working with software that some other people have built, is not only daily business for private and business users but also for developers. Just like any other product, a product for developers needs to solve their problems and focus on the right jobs-to-be-done in order to be successfully adopted by the developer community. In this talk, we will explain why the developer experience matters not only to developers but also to the business. We will share our learnings and real-world examples of how we created a developer experience for a cloud infrastructure product and an IoT platform that the developers love.
How To Speak Geek - Michael Martin - SES New YorkMichael Martin
How to Speak Geek - Working Collaboratively With Your IT Department to Achieve Business Goals from Search Engine Strategies SES New York on Thursday March 25th, 2010.
The spirit of Opensource - lets plan to contribute ! @JWC16Parth Lawate
Open Source Is A Powerful Concept And Used Correctly It Evolves A Powerful & Sustainable Ecosystem Around It. Open Source Can Be A Powerful Strategy That Drives Growth And Innovation. Join This Session To See How You Or Your Company Can Adopt This Powerful Tool That Not Only Increases Your Development Velocity But Also Drives You To Innovate And Make A Difference All While Running A Sustainable Business Around It !
Moving Conversational bots off Your Product Roadmap And Into Your Workstreams...Grid Dynamics
88% of AI projects end up not making it into production. Discover how Google Dialogflow, built by Google Cloud AI, can help you inject Conversational AI into your workstreams to delight your customers and clients. Working with Google solutions can help address real world problems in various industries so AI initiatives do not end up sitting on a shelf.
Another problem, I think, for the IT sector. Let's see what a chatbot is made of, what services are involved and how this impacts in the daily life of an IT department.
Solvion Trendwerkstatt - Microsoft Azure + BotsHolzerKerstin
In der Solvion Trendwerkstatt erfahren die Teilnehmer alle Trends rund um Microsoft Azure, Artikficial Intelligence und Bots. Microsoft MVP Stephan Bisser leitet durch den Workshop.
CCI2019 - Governance di una Conversational AIwalk2talk srl
E così in azienda è arrivato il chatbot!
Un altro problema, mi pare, per il comparto IT. Vediamo di cosa è composto un chatbot , quali sono i servizi coinvolti e come questo impatti nel quotidiano di un reparto IT.
By Marco Parenzan
Integrating Bots into your Digital Workplace Strategy #spsmontrealKanwal Khipple
Is your organizations looking to become smarter? Attend this session to better understand the benefit of bots and how integrating them into your organization can help common tasks automated. It's the first step toward better integration between business applications together. At the end of this session, we'll demo bots and sample solutions currently available in the Office 365 space.
Voicebot: i Chatbot crescono e imparano a parlarePaolo Montrasio
di Mirko Puliafito, Eudata http://www.eudata.com
Si mostra come sia possibile dare voce ai chatbot testuali rinnovando la consueta interazione uomo macchina dei canali voce come IVR e call center, degli assistenti virtuali di smartphone e smart home e delle funzionalità di registrazione vocale delle piattaforme di messaging più diffuse.
Similar to Get started with Dialogflow & Contact Center AI on Google Cloud (20)
All in AI: LLM Landscape & RAG in 2024 with Mark Ryan (Google) & Jerry Liu (L...Daniel Zivkovic
Serverless Toronto's 6th-anniversary event helps IT pros understand and prepare for the #GenAI tsunami ahead. You'll gain situational awareness of the LLM Landscape, receive condensed insights, and actionable advice about RAG in 2024 from Google AI Lead Mark Ryan and LlamaIndex creator Jerry Liu. We chose #RAG (Retrieval-Augmented Generation) because it is the predominant paradigm for building #LLM (Large Language Model) applications in enterprises today - and that's where the jobs will be shifting. Here is the recording: https://youtu.be/P5xd1ZjD-Os?si=iq8xibj5pJsJ62oW
Canadian Experts Discuss Modern Data Stacks and Cloud Computing for 5 Years o...Daniel Zivkovic
Two #ModernDataStack talks and one DevOps talk: https://youtu.be/4R--iLnjCmU
1. "From Data-driven Business to Business-driven Data: Hands-on #DataModelling exercise" by Jacob Frackson of Montreal Analytics
2. "Trends in the #DataEngineering Consulting Landscape" by Nadji Bessa of Infostrux Solutions
3. "Building Secure #Serverless Delivery Pipelines on #GCP" by Ugo Udokporo of Google Cloud Canada
We ran out of time for the 4th presenter, so the event will CONTINUE in March... stay tuned! Compliments of #ServerlessTO.
Opinionated re:Invent recap with AWS Heroes & BuildersDaniel Zivkovic
AWS Heroes & Builders from Bosnia, Montenegro, Serbia and Canada share their impressions of the re:Invent 2022, most important announcements, opinions about where #AWS is going next and how that will impact you: https://youtu.be/KfkQU8QbQ4U
* Dzenan Dzevlan - AWS Community Hero, AWS Authorized Instructor & AWS User Group Bosnia leader
* Goran Opacic - AWS Data Hero, CEO @ Esteh & AWS User Group Belgrade leader
* Dzenana Dzevlan - AWS Community Builder, Production Engineer @ Yahoo & AWS User Group Bosnia leader
* Marin Radjenovic - AWS Community Builder, Cloud Architect @ Crayon & AWS User Group Montenegro leader
* Andrew Brown - AWS Community Hero, GCP Champion Innovator, CEO @ ExamPro & AWS Ontario Virtual User Group leader
TABLE OF CONTENT
00:00:00 Roundtable discussion
00:55:10 Q&A
00:57:45 Why you should watch this video!
00:59:35 Panelists into
01:06:11 How it felt to be at #reInvent 2022
01:07:19 Manning Publications raffle
01:08:15 #ServerlessTO past & future
LINKS FROM THE MEETUP CHAT
https://www.linkedin.com/in/dzenanadzevlan/
https://twitter.com/DzenanaDzevlan
https://www.linkedin.com/in/sqlheisenberg/
https://twitter.com/sqlheisenberg
https://www.linkedin.com/in/marinradjenovic/
https://twitter.com/marin_ra
https://medium.com/@marinradjenovic
https://www.linkedin.com/in/goranopacic/
https://twitter.com/goranopacic
https://hachyderm.io/@goranopacic/
https://www.linkedin.com/in/andrew-wc-brown/
https://twitter.com/andrewbrown
https://www.youtube.com/playlist?list=PLBfufR7vyJJ7k25byhRXJldB5AiwgNnWv
AWS Java Panel #2 SnapStart and SpringCloud AWS: https://www.youtube.com/watch?v=nhwgm9J4F9A
Top Announcements of AWS re:Invent 2022: https://aws.amazon.com/blogs/aws/top-announcements-of-aws-reinvent-2022/
AWS Supply Chain https://aws.amazon.com/aws-supply-chain/
Serverless MySQL https://planetscale.com/
MORE EVENTS LIKE THIS
* past interactive lectures at: http://youtube.serverlesstoronto.org/
* upcoming events: https://www.meetup.com/Serverless-Toronto/events/
Google Cloud Next '22 Recap: Serverless & Data editionDaniel Zivkovic
See what's new in #Serverless and #Data at GCP. Our guest, Guillaume Blaquiere - Stack Overflow contributor & #GCP #Developer Expert from France, covered the best #GoogleCloudNext announcements, practically demoed how to benefit from #BigQuery Remote Functions and answered many questions.
The meetup recording with TOC for easy navigation is at https://youtu.be/AuZZTwHIcdY
P.S. For more interactive lectures like this, go to http://youtube.serverlesstoronto.org/ or sign up for our upcoming live events at https://www.meetup.com/Serverless-Toronto/events/
How to build unified Batch & Streaming Pipelines with Apache Beam and DataflowDaniel Zivkovic
Apache Beam is a beautiful framework that blurs the line between Batch and Streaming, so check out this interactive tutorial by Patrick Lecuyer - Head of Specialist Customer Engineering at Google Canada. His examples run on GCP Dataflow, but what you'll learn will be portable across clouds, and distributed processing engines like Apache Flink, Apache Samza, Apache Spark, IBM Streams... regardless of where you do your Big Data processing!
The meetup recording with TOC for easy navigation is at https://youtu.be/7pUYKX40RfA.
P.S. For more interactive lectures like this, go to http://youtube.serverlesstoronto.org/ or sign up for our upcoming live events at https://www.meetup.com/Serverless-Toronto/events/
Gojko's 5 rules for super responsive Serverless applicationsDaniel Zivkovic
Gojko Adzic (#AWS Serverless Hero, Trainer, Entrepreneur & Book Author) shares 5 important Architectural ideas to make request processing lightning fast with #Serverless deployments. Video at https://youtu.be/XLLdWYdJ4Vw
P.S. For more interactive lectures like this, go to http://youtube.serverlesstoronto.org/ or sign up for our upcoming live events at https://www.meetup.com/Serverless-Toronto/events/
Retail Analytics and BI with Looker, BigQuery, GCP & Leigha JarettDaniel Zivkovic
Leigha Jarett of GCP explains how to bring Cloud "superpowers" to your Data and modernize your Business Intelligence with Looker, BigQuery and Google Cloud services on an example of Cymbal Direct - one of Google Cloud's demo brands. The meetup recording with TOC for easy navigation is at https://youtu.be/BpzJU_S40ic.
P.S. For more interactive lectures like this, go to http://youtube.serverlesstoronto.org/ or sign up for our upcoming live events at https://www.meetup.com/Serverless-Toronto/events/
The entire AWS Serverless Developer Advocates team recaps the news from Amazon Web Services & answers many serverless questions, so the event felt like a mini re:Invent. The meetup recording with TOC for easy navigation is at https://www.youtube.com/watch?v=Y4vMXsY2Pc4.
Thank you @talia_nassi, @edjgeek, @benjamin_l_s, @julian_wood and @jbesw for visiting our Serverless Tronto community!
P.S. For more interactive lectures like this, go to http://youtube.serverlesstoronto.org/ or sign up for our upcoming live events at https://www.meetup.com/Serverless-Toronto/events/
Intro to Vertex AI, unified MLOps platform for Data Scientists & ML EngineersDaniel Zivkovic
#MLOps is a hot buzzword, just like #DevOps before it. It sparked a gold rush for software vendors, so it's hard to choose the best tool for your needs. Vertex AI is a unified MLOps platform for the entire #AI #workflow on #GoogleCloud. It is the 3rd iteration of the Google Cloud #ML platform (since its original launch), and we think they did it right (this time).
That's why #ServerlessTO invited 2 AI/ML gurus from #GCP (Jarek Kazmierczak & Brian Kang) to introduce the #VertexAI you to.
The lecture recording with Q&A is at https://youtu.be/X1S7360ip-k
MEETUP "CODE-ALONG" RESOURCES
Vertex workbench - Managed and User-managed Notebooks
https://cloud.google.com/vertex-ai/docs/workbench/managed/quickstarts
Example that the training code was based on - Fashion MNIST dataset
https://www.tensorflow.org/tutorials/keras/classification
Hyperparameter tuning codelab
https://codelabs.developers.google.com/vertex_hyperparameter_tuning
Vertex pipeline codelabs
https://codelabs.developers.google.com/vertex-pipelines-intro
https://codelabs.developers.google.com/vertex-pipelines-custom-model
CI/CD slides
https://github.com/shivajid/MLOpsCICD/blob/master/presentation/AI%20Workshop%20Day4.pdf
CI/CD github example
https://github.com/shivajid/MLOpsCICD
Model monitoring example
https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/official/model_monitoring/model_monitoring.ipynb
Best practices for MLOps
https://cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning
https://cloud.google.com/resources/mlops-whitepaper
Official Vertex AI Github repository
https://github.com/GoogleCloudPlatform/vertex-ai-samples/
MEETUP CHAT LINKS
https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/master/notebooks/notebook_template.ipynb
https://github.com/GoogleCloudPlatform/vertex-ai-samples/tree/master/notebooks/official/custom
https://github.com/GoogleCloudPlatform/vertex-ai-samples/tree/master/notebooks/community/sdk
https://cloud.google.com/architecture/ml-on-gcp-best-practices#model-deployment-and-serving
https://www.youtube.com/watch?v=ntBEQdD1IeQ&list=PLd31CCJlr9FrZazLqRg1Lxq7xw9b6VNP6&index=3
Empowering Developers to be Healthcare HeroesDaniel Zivkovic
Learn from Dr. Kevin Maloy in 1hr how to write Healthcare Apps to connect to EHR systems, instead of spending weeks to become fluent in HL7 SMART on FHIR standard. Kevin is a practicing, board-certified Emergency Medicine physician who also codes. The meetup recording (with Q&A) is at https://youtu.be/alB-45nu0lo
Smart Cities of Italy: Integrating the Cyber World with the IoTDaniel Zivkovic
Plant the #SmartCity #IoT seed in your community by borrowing some production-ready projects from #Messina, Italy! There's plenty of ideas to choose from http://SmartMe.io, http://smartme.unime.it/ & https://github.com/MDSLab. Our guest Antonio Puliafito explained how Smart Messina technology works and shared many tips for succeeding on your next Smart/Connected Community IoT Initiative.
Event recording is at https://youtu.be/-jLLfE8fRH8
Doubting it's possible to implement that in your community? Or just not sure you can spare 1.5 hours to watch this #Serverless #Toronto meetup? Then, watch this 5min CNET video from 2017 and get inspired (like we did :) https://www.cnet.com/videos/sicilys-smart-cities-show-its-getting-easier-to-get-smart/
And if you'll have any questions for Antonio and his team, post them to the #smart-city channel of http://slack.serverlesstoronto.org/, and the University of Messina researchers will get back to you!
Running Business Analytics for a Serverless Insurance Company - Joe Emison & ...Daniel Zivkovic
Take a peek into the future of IT - beyond Serverless Software Development, when Serverless becomes a way to run Internal IT.
When ServerlessToronto.org invited Joe Emison - AWS Serverless Hero, we expected to see how he "knocked down the wall" between AWS & Google Clouds (to query Amazon DynamoDB from Google BigQuery) using the Fivetran ELT tool, but we learned so much more... and you will too: https://youtu.be/GK5Ivm6EOlI
This is my Architecture to prevent Cloud Bill ShockDaniel Zivkovic
“Fail Fast and Learn Fast” with Cloud is a bad idea because Cloud overall is like a double-edged sword: when used correctly, it can be of great use, but it can be lethal if misused. In this meetup, Sudeep Chauha - founder of the ToMilkieWay.com shared his “near business death” experience after a GCP experiment ended up with a $72,000 bill shock.
Infinite Recursions are a common problem, so this talk is useful to developers from any public Cloud. Sudeep explained the mistakes he made, and the lessons he learned - so the rest of us can avoid similar near-Bankruptcy incidents. Thank you, Sudeep!
P.S. Watch the recording at http://youtube.ServerlessToronto.org and for more forward-looking #Software #Developerment topics, join http://ServerlessToronto.org User Group
LINKS FROM THE MEETUP & CHAT
https://www.askyourdeveloper.com/
https://svpg.com/empowered-ordinary-people-extraordinary-products/
https://www.youtube.com/playlist?list=PLd31CCJlr9FrZazLqRg1Lxq7xw9b6VNP6
https://www.meetup.com/Serverless-Toronto/events/276752609/
https://www.meetup.com/Serverless-Toronto/events/277272390/
https://www.snowflake.com/trending/data-cloud-storage
https://aisoftwarellc.weebly.com/books.html
https://tomilkieway.com/
https://blog.tomilkieway.com/72k-1/
https://blog.tomilkieway.com/72k-2/
https://sudcha.com/guide-to-cloud/
https://announce.today
https://pointaddress.com
https://maia.rest/point
https://wikimapia.org
https://cloudopty.com/
Gregor Hohpe "No one wants a server - a fresh look at Cloud strategy": https://www.youtube.com/watch?v=ACT2tXhFCDk
Adrian Cockcroft compares Vendor Lock-in to Dating: https://www.slideshare.net/AmazonWebServices/digital-transformation-arc219-reinvent-2017/85
Survey to plan #ServerlessTO Community future: https://forms.gle/BUiHVT3ZCp1dcuoH7
Our learning sponsor: https://www.manning.com/
Lunch & Learn BigQuery & Firebase from other Google Cloud customersDaniel Zivkovic
1) Migrating your on-prem #Enterprise #Data #Warehouse into the #Cloud? Here is what you need to learn (and unlearn) when designing a modern Cloud #DataWarehouse in #BigQuery!
2) Launching a #Startup? See how to supercharge your idea with #Firebase!
Watch the recording at https://youtu.be/zezhXNqD0rs and more forward-looking talks on #Cloud #Architectures & #DataEngineering join http://ServerlessToronto.org User Group.
Azure for AWS & GCP Pros: Which Azure services to use?Daniel Zivkovic
Learn how to choose which #Azure services to use so that you can start "Jumping Clouds" with confidence :) Watch the recording at https://youtu.be/34U1hUJmCUc and for more forward-looking #Software #Developerment topics, join http://ServerlessToronto.org User Group
LINKS FROM THE MEETUP & CHAT
https://www.askyourdeveloper.com/
http://youtube.serverlesstoronto.org
https://youtu.be/Ivcndg9pTpk?t=1390
https://www.meetup.com/Serverless-Toronto/events/276721419/
https://www.meetup.com/Serverless-Toronto/events/275256767/
https://www.meetup.com/Serverless-Toronto/events/276752609/
https://developerweeklypodcast.com/
https://channel9.msdn.com/Shows/Azure-Friday
https://www.pluralsight.com/paths/microsoft-azure-compute-for-developers
https://azureoverview.com/
https://build5nines.com/
https://azure.microsoft.com/en-us/updates/
https://azure.microsoft.com/en-us/blog/
https://docs.microsoft.com/en-us/azure/architecture/
https://www.mssqltips.com/sqlservertip/5144/sql-server-temporal-tables-vs-change-data-capture-vs-change-tracking--part-3/
https://azure.microsoft.com/en-us/pricing/details/synapse-analytics/
https://www.manning.com/books/azure-data-engineering
https://www.manning.com/books/azure-storage-streaming-and-batch-analytics
https://docs.microsoft.com/en-us/azure/azure-functions/durable/durable-functions-overview?tabs=csharp
https://cloudevents.io/
https://docs.microsoft.com/en-us/azure/architecture/patterns/
https://www.linkedin.com/pulse/you-asking-your-team-design-perfect-solution-daniel-zivkovic/
https://youtu.be/GBTdnfD6s5Q
https://www.linkedin.com/company/serverless-toronto/
Serverless Evolution during 3 years of Serverless TorontoDaniel Zivkovic
Four presentations for the 3rd Birthday of our User Group! After a short overview about Serverless Mindset (regardless of your tech stack), see:
1. how #Serverless has changed Software Development Process (Gareth McCumskey of Serverless.com) and a demo of Serverless Desktop (https://github.com/serverless/desktop)
2. How small teams achieve BIG things with Firebase and #GCP Serverless Services (Kudzanai Murefu of Strma.io)
3. See folks competing to get involved with "COVID-19 Vaccination Passport", a project with a greater moral purpose in today's "upside-down world" (David Janes of Consensas.com)
4. A reflection on the Serverless evolution and optimism for the future of Serverless (and Startups) as the line between its ecosystem and other Cloud-native Technologies keeps blurring (Mike Apted of #AWS #Startups).
BONUS
1. Recording https://youtu.be/mdxT929JJoE
2. Invitation https://www.meetup.com/Serverless-Toronto/events/273716629/
3. For more forward-looking #Software #Developerment topics, join #ServerlessTO User Group
LINKS FROM THE MEETUP
https://www.askyourdeveloper.com/
https://www.meetup.com/en-AU/lean-product/
https://www.linkedin.com/in/marcbrouillard/
https://www.youtube.com/watch?t=1390&v=Ivcndg9pTpk
https://youtu.be/8Rzv68K8ZOY
https://www.youtube.com/watch?t=2304&v=SPsaqiegOP4
https://www.manning.com/
https://www.serverless.com/author/garethmccumskey/
https://www.linkedin.com/in/kudzanai-murefu-7b128886/
https://www.linkedin.com/in/davidjanes/
https://www.linkedin.com/in/mikeapted/
https://serverless.com/slack
https://github.com/serverless/desktop
https://strma.io
https://cccc4.ca/
https://passport.consensas.com/
https://github.com/Consensas/information-passport/tree/main/docs
https://dpjanes.medium.com/
https://en.wikipedia.org/wiki/Antoine_de_Saint-Exup%C3%A9ry
https://youtu.be/1SqfJo47kMA
https://youtu.be/tz89XTBby-M
https://aws.amazon.com/activate/founders/
https://aws.amazon.com/builders-library/
https://www.amazon.science/publications
https://www.linkedin.com/in/rupakg
Simpler, faster, cheaper Enterprise Apps using only Spring Boot on GCPDaniel Zivkovic
Enterprises traditionally think of App Platforms as PCF (Pivotal Cloud Foundry) or Red Hat OpenShift. In reality, public Clouds have evolved into Application Platforms - especially when using Managed Services & Serverless.
• If you are an IT Executive under increased pressure to cut costs, see how better Technology Stack choices – not layoffs or pay cuts, can reduce IT costs + increase business agility (while avoiding vendor lock-in):
• If you are a Developer lost in the sea of the Cloud Computing choices, watch Ray Tsang (Java Champion from GCP) live-code, and you will walk away Cloud-Native :)
See how to stop cannibalization of IT by deploying your good ol' Java Spring Boot Apps directly to Google Cloud Platform - no Servers/PCF/OpenShift/Kubernetes to manage, nor to limit your creativity: https://youtu.be/2B0wWagE0dc
P.S. For more forward-looking Software Developerment topics, join ServerlessToronto.org Meetups, and if you have any questions about the Architectural Patterns discussed, reach out to me to chat.
Learn about the state of Serverless after AWS re:Invent 2020. Check out the most impactful new features, and use cases for the new capabilities. Event recording (including 1hr long Q&A) is at http://YouTube.ServerlessToronto.org
LINKS FROM THE MEETUP CHAT:
Best practices in Product Management https://www.meetup.com/lean-product/
Some good PMs (Product Managers) will be here https://www.productfaculty.com/cpo-mastery
re:Invent 2020 Sessions https://virtual.awsevents.com/agenda
Amazon Aurora Serverless v2 - Instant scaling for demanding workloads https://virtual.awsevents.com/media/1_3nlad51o
OpenTelemetry & AWS X-Ray https://aws.amazon.com/blogs/opensource/enhancing-aws-x-ray-support-in-opentelemetry-javascript-sdk/
Adrian Cockcroft’s architecture trends and topics for 2021 https://virtual.awsevents.com/esearch/search?keyword=cockcroft
Dirk Froehner's talk "Application integration patterns for microservices" https://virtual.awsevents.com/media/1_6zks63br
"Tim Bray and Friends | Messaging Series" https://aws.amazon.com/messaging/twitch/
"How I started building serverless apps - the Serverless Coffee Break with Emily Shea" https://www.youtube.com/watch?v=oxHnUFMRWu8
Our Knowledge sponsor https://www.manning.com/
4 Serverless events already scheduled for 2021, RSVP at https://www.meetup.com/Serverless-Toronto/events
LINKS FROM THE PRESENTATION:
https://twitter.com/jbesw
1 ms billing https://s12d.com/1ms
Container image support for AWS Lambda https://s12d.com/OCI
https://s12d.com/extensions-intro
https://s12d.com/extensions-building
https://s12d.com/extensions-logs
Decoupling serverless workloads with Amazon EventBridge (James Beswick) https://virtual.awsevents.com/media/1_gyzid3q3
AWS Lambda – Part 1: Optimizing your serverless applications (Chris Munns) https://virtual.awsevents.com/media/1_bhnvfdgz
Best practices for securing your serverless applications (Rob Sutter) https://virtual.awsevents.com/media/1_zchhd4oh
API Gateway – Beyond the proxy (Eric Johnson) https://virtual.awsevents.com/media/1_hgw8wdl7
The serverless LAMP stack (Ben Smith) https://virtual.awsevents.com/media/1_ajbfgmdl
Becoming proficient with serverless application observability (Julian Wood) https://virtual.awsevents.com/media/1_t0qj8lcg
Resources for learning AWS https://ServerlessLand.com/learn
SRE Topics with Charity Majors and Liz Fong-Jones of HoneycombDaniel Zivkovic
Charity's words make you think while Liz's words make you act, so when you combine them, you get one of the best meetups on Elite DevOps Performance, SRE and Observability topics – ever!
Google Meet recording stopped working, so this *noisy* DIY-copy is the best we got: https://youtu.be/geqoOg4WXcQ. Still, the video is worth your time because you will see how empathy, and simple focus shift
1) from Dev and Ops to your Users,
2) from APM tools to Observability,
can make your workdays more productive, enjoyable and meaningful.
To learn how to define your first SLO, go to Honeycomb's 3-part SRE Crash Course https://go.hny.co/serverlessToronto.
Deliver Business Value Faster with AWS Step FunctionsDaniel Zivkovic
AWS Serverless Hero Yan Cui, explains how to achieve business agility (deliver value to your customers faster) using Step Functions (Amazon’s application orchestration tool that lets you build visual workflows: https://aws.amazon.com/step-functions/). You will learn:
* about its pros & cons,
* when to use it,
* how to design systems with it, and
* hear about real-world case studies… to model your solutions after.
Event details: https://www.meetup.com/Serverless-Toronto/events/272394916/
Event recording: http://youtube.serverlesstoronto.org/
For more exciting learning opportunities, join our #ServerlessTO community: https://www.meetup.com/Serverless-Toronto/about/
Modern design is crucial in today's digital environment, and this is especially true for SharePoint intranets. The design of these digital hubs is critical to user engagement and productivity enhancement. They are the cornerstone of internal collaboration and interaction within enterprises.
Code reviews are vital for ensuring good code quality. They serve as one of our last lines of defense against bugs and subpar code reaching production.
Yet, they often turn into annoying tasks riddled with frustration, hostility, unclear feedback and lack of standards. How can we improve this crucial process?
In this session we will cover:
- The Art of Effective Code Reviews
- Streamlining the Review Process
- Elevating Reviews with Automated Tools
By the end of this presentation, you'll have the knowledge on how to organize and improve your code review proces
In software engineering, the right architecture is essential for robust, scalable platforms. Wix has undergone a pivotal shift from event sourcing to a CRUD-based model for its microservices. This talk will chart the course of this pivotal journey.
Event sourcing, which records state changes as immutable events, provided robust auditing and "time travel" debugging for Wix Stores' microservices. Despite its benefits, the complexity it introduced in state management slowed development. Wix responded by adopting a simpler, unified CRUD model. This talk will explore the challenges of event sourcing and the advantages of Wix's new "CRUD on steroids" approach, which streamlines API integration and domain event management while preserving data integrity and system resilience.
Participants will gain valuable insights into Wix's strategies for ensuring atomicity in database updates and event production, as well as caching, materialization, and performance optimization techniques within a distributed system.
Join us to discover how Wix has mastered the art of balancing simplicity and extensibility, and learn how the re-adoption of the modest CRUD has turbocharged their development velocity, resilience, and scalability in a high-growth environment.
Cyaniclab : Software Development Agency Portfolio.pdfCyanic lab
CyanicLab, an offshore custom software development company based in Sweden,India, Finland, is your go-to partner for startup development and innovative web design solutions. Our expert team specializes in crafting cutting-edge software tailored to meet the unique needs of startups and established enterprises alike. From conceptualization to execution, we offer comprehensive services including web and mobile app development, UI/UX design, and ongoing software maintenance. Ready to elevate your business? Contact CyanicLab today and let us propel your vision to success with our top-notch IT solutions.
Your Digital Assistant.
Making complex approach simple. Straightforward process saves time. No more waiting to connect with people that matter to you. Safety first is not a cliché - Securely protect information in cloud storage to prevent any third party from accessing data.
Would you rather make your visitors feel burdened by making them wait? Or choose VizMan for a stress-free experience? VizMan is an automated visitor management system that works for any industries not limited to factories, societies, government institutes, and warehouses. A new age contactless way of logging information of visitors, employees, packages, and vehicles. VizMan is a digital logbook so it deters unnecessary use of paper or space since there is no requirement of bundles of registers that is left to collect dust in a corner of a room. Visitor’s essential details, helps in scheduling meetings for visitors and employees, and assists in supervising the attendance of the employees. With VizMan, visitors don’t need to wait for hours in long queues. VizMan handles visitors with the value they deserve because we know time is important to you.
Feasible Features
One Subscription, Four Modules – Admin, Employee, Receptionist, and Gatekeeper ensures confidentiality and prevents data from being manipulated
User Friendly – can be easily used on Android, iOS, and Web Interface
Multiple Accessibility – Log in through any device from any place at any time
One app for all industries – a Visitor Management System that works for any organisation.
Stress-free Sign-up
Visitor is registered and checked-in by the Receptionist
Host gets a notification, where they opt to Approve the meeting
Host notifies the Receptionist of the end of the meeting
Visitor is checked-out by the Receptionist
Host enters notes and remarks of the meeting
Customizable Components
Scheduling Meetings – Host can invite visitors for meetings and also approve, reject and reschedule meetings
Single/Bulk invites – Invitations can be sent individually to a visitor or collectively to many visitors
VIP Visitors – Additional security of data for VIP visitors to avoid misuse of information
Courier Management – Keeps a check on deliveries like commodities being delivered in and out of establishments
Alerts & Notifications – Get notified on SMS, email, and application
Parking Management – Manage availability of parking space
Individual log-in – Every user has their own log-in id
Visitor/Meeting Analytics – Evaluate notes and remarks of the meeting stored in the system
Visitor Management System is a secure and user friendly database manager that records, filters, tracks the visitors to your organization.
"Secure Your Premises with VizMan (VMS) – Get It Now"
How Does XfilesPro Ensure Security While Sharing Documents in Salesforce?XfilesPro
Worried about document security while sharing them in Salesforce? Fret no more! Here are the top-notch security standards XfilesPro upholds to ensure strong security for your Salesforce documents while sharing with internal or external people.
To learn more, read the blog: https://www.xfilespro.com/how-does-xfilespro-make-document-sharing-secure-and-seamless-in-salesforce/
Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...Shahin Sheidaei
Games are powerful teaching tools, fostering hands-on engagement and fun. But they require careful consideration to succeed. Join me to explore factors in running and selecting games, ensuring they serve as effective teaching tools. Learn to maintain focus on learning objectives while playing, and how to measure the ROI of gaming in education. Discover strategies for pitching gaming to leadership. This session offers insights, tips, and examples for coaches, team leads, and enterprise leaders seeking to teach from simple to complex concepts.
Exploring Innovations in Data Repository Solutions - Insights from the U.S. G...Globus
The U.S. Geological Survey (USGS) has made substantial investments in meeting evolving scientific, technical, and policy driven demands on storing, managing, and delivering data. As these demands continue to grow in complexity and scale, the USGS must continue to explore innovative solutions to improve its management, curation, sharing, delivering, and preservation approaches for large-scale research data. Supporting these needs, the USGS has partnered with the University of Chicago-Globus to research and develop advanced repository components and workflows leveraging its current investment in Globus. The primary outcome of this partnership includes the development of a prototype enterprise repository, driven by USGS Data Release requirements, through exploration and implementation of the entire suite of the Globus platform offerings, including Globus Flow, Globus Auth, Globus Transfer, and Globus Search. This presentation will provide insights into this research partnership, introduce the unique requirements and challenges being addressed and provide relevant project progress.
Understanding Globus Data Transfers with NetSageGlobus
NetSage is an open privacy-aware network measurement, analysis, and visualization service designed to help end-users visualize and reason about large data transfers. NetSage traditionally has used a combination of passive measurements, including SNMP and flow data, as well as active measurements, mainly perfSONAR, to provide longitudinal network performance data visualization. It has been deployed by dozens of networks world wide, and is supported domestically by the Engagement and Performance Operations Center (EPOC), NSF #2328479. We have recently expanded the NetSage data sources to include logs for Globus data transfers, following the same privacy-preserving approach as for Flow data. Using the logs for the Texas Advanced Computing Center (TACC) as an example, this talk will walk through several different example use cases that NetSage can answer, including: Who is using Globus to share data with my institution, and what kind of performance are they able to achieve? How many transfers has Globus supported for us? Which sites are we sharing the most data with, and how is that changing over time? How is my site using Globus to move data internally, and what kind of performance do we see for those transfers? What percentage of data transfers at my institution used Globus, and how did the overall data transfer performance compare to the Globus users?
Into the Box Keynote Day 2: Unveiling amazing updates and announcements for modern CFML developers! Get ready for exciting releases and updates on Ortus tools and products. Stay tuned for cutting-edge innovations designed to boost your productivity.
top nidhi software solution freedownloadvrstrong314
This presentation emphasizes the importance of data security and legal compliance for Nidhi companies in India. It highlights how online Nidhi software solutions, like Vector Nidhi Software, offer advanced features tailored to these needs. Key aspects include encryption, access controls, and audit trails to ensure data security. The software complies with regulatory guidelines from the MCA and RBI and adheres to Nidhi Rules, 2014. With customizable, user-friendly interfaces and real-time features, these Nidhi software solutions enhance efficiency, support growth, and provide exceptional member services. The presentation concludes with contact information for further inquiries.
Paketo Buildpacks : la meilleure façon de construire des images OCI? DevopsDa...Anthony Dahanne
Les Buildpacks existent depuis plus de 10 ans ! D’abord, ils étaient utilisés pour détecter et construire une application avant de la déployer sur certains PaaS. Ensuite, nous avons pu créer des images Docker (OCI) avec leur dernière génération, les Cloud Native Buildpacks (CNCF en incubation). Sont-ils une bonne alternative au Dockerfile ? Que sont les buildpacks Paketo ? Quelles communautés les soutiennent et comment ?
Venez le découvrir lors de cette session ignite
Multiple Your Crypto Portfolio with the Innovative Features of Advanced Crypt...Hivelance Technology
Cryptocurrency trading bots are computer programs designed to automate buying, selling, and managing cryptocurrency transactions. These bots utilize advanced algorithms and machine learning techniques to analyze market data, identify trading opportunities, and execute trades on behalf of their users. By automating the decision-making process, crypto trading bots can react to market changes faster than human traders
Hivelance, a leading provider of cryptocurrency trading bot development services, stands out as the premier choice for crypto traders and developers. Hivelance boasts a team of seasoned cryptocurrency experts and software engineers who deeply understand the crypto market and the latest trends in automated trading, Hivelance leverages the latest technologies and tools in the industry, including advanced AI and machine learning algorithms, to create highly efficient and adaptable crypto trading bots
We describe the deployment and use of Globus Compute for remote computation. This content is aimed at researchers who wish to compute on remote resources using a unified programming interface, as well as system administrators who will deploy and operate Globus Compute services on their research computing infrastructure.
Designing for Privacy in Amazon Web ServicesKrzysztofKkol1
Data privacy is one of the most critical issues that businesses face. This presentation shares insights on the principles and best practices for ensuring the resilience and security of your workload.
Drawing on a real-life project from the HR industry, the various challenges will be demonstrated: data protection, self-healing, business continuity, security, and transparency of data processing. This systematized approach allowed to create a secure AWS cloud infrastructure that not only met strict compliance rules but also exceeded the client's expectations.
Software Engineering, Software Consulting, Tech Lead.
Spring Boot, Spring Cloud, Spring Core, Spring JDBC, Spring Security,
Spring Transaction, Spring MVC,
Log4j, REST/SOAP WEB-SERVICES.
How to Position Your Globus Data Portal for Success Ten Good PracticesGlobus
Science gateways allow science and engineering communities to access shared data, software, computing services, and instruments. Science gateways have gained a lot of traction in the last twenty years, as evidenced by projects such as the Science Gateways Community Institute (SGCI) and the Center of Excellence on Science Gateways (SGX3) in the US, The Australian Research Data Commons (ARDC) and its platforms in Australia, and the projects around Virtual Research Environments in Europe. A few mature frameworks have evolved with their different strengths and foci and have been taken up by a larger community such as the Globus Data Portal, Hubzero, Tapis, and Galaxy. However, even when gateways are built on successful frameworks, they continue to face the challenges of ongoing maintenance costs and how to meet the ever-expanding needs of the community they serve with enhanced features. It is not uncommon that gateways with compelling use cases are nonetheless unable to get past the prototype phase and become a full production service, or if they do, they don't survive more than a couple of years. While there is no guaranteed pathway to success, it seems likely that for any gateway there is a need for a strong community and/or solid funding streams to create and sustain its success. With over twenty years of examples to draw from, this presentation goes into detail for ten factors common to successful and enduring gateways that effectively serve as best practices for any new or developing gateway.
How to Position Your Globus Data Portal for Success Ten Good Practices
Get started with Dialogflow & Contact Center AI on Google Cloud
1. Welcome to ServerlessToronto.org
1
Sep 14, 2021: “Get started with Dialogflow & Contact
Center AI on Google Cloud” with Lee Boonstra.
Introduce yourself if you “arrive” before we
start at 12:05pm ☺
2. Serverless Evolution (since FaaS started)
2
Serverless is New Agile & Mindset
#1 We started as Back-
end FaaS (Serverless)
Developers who enjoyed
“gluing” other people’s
APIs and Managed
Services)
#3 We're obsessed by
creating business value
(meaningful MVPs,
Products), focusing on
Outcomes – NOT
Outputs, and we mesh
well with Product
Managers
#2 We build bridges
between Serverless
Community (“Dev leg”),
and Front-end, Voice-First
& UX folks (“UX leg”)
#4 Achieve agility NOT
by “sprinting” faster
(like in Scrum), but
working smarter (by
using bigger building
blocks and less Ops)
3. Disconnect between IT & Business needs
3
How to help companies accelerate?
Technology is not the point => We are here to create Value
Adopting Serverless Mindset allowed us to shift the focus from “pimping
up our cars” (infrastructure/code), towards “driving” (the business) forward.
≠
4. Let’s bridge the Businesses & IT Gap by:
4
1. bringing more Business-focused
topics (like one today) to educate,
2. offering free Second Opinions on
Application/Data Architecture
modernization (to Businesses),
3. offering for-fee Consulting service
(regardless of how short they are),
4. connecting Cloud enthusiasts from
the Community with Employers
Fill the Survey help us serve you better,
plus to win Lee’s NEW book:
https://forms.gle/oH2ZTnSgMTH41xsg7
5. Upcoming ServerlessToronto.org Meetups
5
1) Dr. Maloy – Empowering
Developers to be Healthcare
Heroes
2) Intro to Vertex AI, unified MLOps
platform for Data Scientists & ML
Engineers – Jarek Kazmierczak &
Brian Kang from Google
3) An Evening with Felipe Hoffa –
Big Data guru from Snowflake
4) YOUR “This is my Architecture”
style presentations are welcome!
Regardless how big or small
your learning & sharing will be ☺
Please rate us on Meetup, Tell your peers
We’re here to Help YOU help others
7. Lee Boonstra | @ladysign
Get started with Dialogflow &
Contact Center AI on Google Cloud
Lee Boonstra
Developer Relations Engineer, Google
8. Lee Boonstra | @ladysign
Lee Boonstra
Developer Relations Engineer, Conversational AI
@Google
Author of the book: The Definitive Guide to
Conversational AI with Dialogflow & Google Cloud
(Apress)
https://www.leeboonstra.dev
@ladysign
12. SHIFT FROM A MOBILE FIRST
TO AN AI FIRST STRATEGY
13. Lee Boonstra | @ladysign
Chatbots.
It's all about Machine Learning.
● Natural Language Understanding
● Intent Matching
● Speech to Text
● Text to Speech (Wavenet)
14. Lee Boonstra | @ladysign
Main Categories of Conversational AI
IoT
Search Customer
Care
Assistance
15. Lee Boonstra | @ladysign
Conversational AI as part of Google Cloud
Dialogflow ES
Dialogflow CX
Speech to Text Text to Speech
Insights
CCAI Agent Assist
Developer APIs
SAAS
Partner GTM
offering
16. Lee Boonstra | @ladysign
Dialogflow usage
● 2016 - 2020 - people started to
experience with conversational
AI
● Our conversational UI
development suite: Dialogflow,
has a user base of more than
1.7M.
Development Suit for
building Conversational UIs
17. Lee Boonstra | @ladysign
What we see at Google
In the beginning (2016), most conversational AIs
● Simple chatbots / voice bots - 1 or 2 turn taking turns
● "Example Google Assistant bot;
○ 'hey Google, what's my balance?'
Building conversational AIs is an ongoing process, and thus the
conversational AIs become more complicated over the years.
18. Lee Boonstra | @ladysign
Chatbots are expected to cut
business costs by more than
$8 billion per year by 2022
Juniper Research
Lee Boonstra | @ladysign
19. Lee Boonstra | @ladysign
What we see at Google
● The big $$$ savers are typically
complex use-cases
● Replacement or add-ons for Customer
Care / contact centers
○ Which is very expensive for
businesses
○ With conversational AI we can:
■ Reducing Calltime,
■ Reducing hold time
■ Offer 24/7 availability
20. Lee Boonstra | @ladysign
The next generation of conversational
UI's are more complex.
● Large complex flows / giant implementations
○ hundreds or thousands of intents
● More than 3 turn taking turns (branching of conversations)
● Parts of a dialogue are repeatable
● Understanding the intent & context from long utterances (in
contact centers)
● Working with teams on large implementations
● Maintaining an always growing conversation
21. Lee Boonstra | @ladysign
Introducing
Development suite for building large &
complex Conversational UIs.
BETA
An additional conversational
product which co-exist next to
the other Dialogflow tooling…
● Build complex enterprise
conversations
● Easier to maintain
23. Lee Boonstra | @ladysign
60%
want easier access to
self-service solutions
prefer personal interactions, not
necessarily with humans
Note: US statistics millennials; Source: Zendesk, Statista, Strategy Analytics, HBR, Ovum, USA market, CISCO VNI
expect to receive
real-time assistance
64% 75%
Customers expect great, flexible, & personal experiences
24. Lee Boonstra | @ladysign
Often the reality looks like this
● Long waiting / hold times
● Unlimited Call transfers
● IVR difficult to navigate
● Availability
● Inadequate information
● Agents have to answer
same types of questions
over and over again.
https://www.youtube.com/watch?
v=72tF7ggdQyU
25. Lee Boonstra | @ladysign
Introducing Google Cloud Contact Center AI
Out of the box solution for telephony
contact centers to use AI. No machine
learning expertise required.
It's using popular Google Cloud components...
26. Lee Boonstra | @ladysign
Use machine intelligence, to make the
experience of calling a service number
better; better for the customer,
and better for the agent
27. Lee Boonstra | @ladysign
Bots in a telephone contact center are actually
much more complicated...
Turn on the lights
Short utterance. -> Match to 1 intent. Long utterance. Many possible
intent matches.
28. Lee Boonstra | @ladysign
...and speech quality is critical
● Phone Quality: 8kz mono
● Background noises
● Speaker Diarization (multiple speakers / interrupting each other)
● Requires special IVR features
29. Conversational
core
Insights
V
i
rt
u
a
l
A
g
e
n
t
A
g
e
n
t
A
s
s
i
s
t
We enable rich
interactions with
virtual agents.
Allows customers to have multi-topic and
multi-channel conversations. Bot
interactions provide more natural
experiences. Multi-lingual support.
We make agents
superheroes in
the eyes of
customers.
Agents can quickly respond to customers with the suggested
responses rather than needing to determine the right
response themselves. Agents are suggested knowledge base
content to solve a customer’s issue so they don’t have to ask a
customer to wait while they search.
We offer the
visibility and
actionable ways to
improve contact
center performance.
Analysts no longer need to manually review and categorize
conversations. Accurate and scaled coverage of call driver
assignment allows easy data segmentation and helps drive
deeper analysis of conversations. Data from Virtual Agents
and Agent Assist feed Insights, providing continuous
evaluation and cyclical feedback.
31. Lee Boonstra | @ladysign
What's possible with
Contact Center AI
in combination with Genesys IVR
system
https://www.youtube.com/watch?v=
hWmPLOJPYSc
33. Lee Boonstra | @ladysign
Conversational AI Summary
● Developer APIs, such as Speech-to-Text, Text-to-Speech, Natural Language Understanding.
● Conversational AI suites / SAAS:
○ Dialogflow Essentials
○ Dialogflow CX (advanced conversational AIs)
○ Insights AI (suite for detecting the call drivers of a conversation)
● Contact Center AI & Agent Assist
○ GTM offering, where Google delivers the above components + specific Contact Center
APIs so telephony partners can integrate this in their existing architectures.
35. Lee Boonstra | @ladysign
Future of Customer Care
● Proactive
● Ubiquitous
● Omnichannel
"Make your call center not a cost center but a revenue center."
36. Lee Boonstra | @ladysign
An example of
a conversational
omnichannel
experience
37. Lee Boonstra | @ladysign
The technology is already there
RCE 360 Architecture
Twilio
Telephony
Backend Container
Dialogflow
ES
Stackdriver
Cloud
Pubsub
Twilio
SMS
Mobile
App
Google
Assistant
Dialogflow
CX
Nginx Container
Website
Container
Server
Actions on Google
Middleware
Flutter
Middleware
Twilio
Middleware
Website
Middleware
NLU
Cloud
Functions
AdLingo
Dialogflow
ES
External
Load
Balancer