- 75
- 207 604
Gary Stafford
United States
Приєднався 2 вер 2006
☁️ Amazon Web Services
🏗️ Principal Solutions Architect (Digital Native Business)
📊 AWS Analytics Technical Field Community
🏆 10x AWS Certified Professional
🚀 20+ years startups: President, COO, CTO, SVP, VP, Senior Manager, Lead Consultant, and Regional Practice Lead
📆 Formerly, with ThoughtWorks and Accenture
🎯 Proven, hands-on thought leader with experience in start-ups, small, medium, and large enterprises. Demonstrated ability to plan and deliver business value by aligning people, processes, and technologies. Specializing in DevOps, DataOps, and Cloud-Native Architectures, and Agile software development.
📝 Blog: ProgrammaticPonderings.com
🐦 Twitter: GaryStafford
💻 GitHub: github.com/garystafford
🏗️ Principal Solutions Architect (Digital Native Business)
📊 AWS Analytics Technical Field Community
🏆 10x AWS Certified Professional
🚀 20+ years startups: President, COO, CTO, SVP, VP, Senior Manager, Lead Consultant, and Regional Practice Lead
📆 Formerly, with ThoughtWorks and Accenture
🎯 Proven, hands-on thought leader with experience in start-ups, small, medium, and large enterprises. Demonstrated ability to plan and deliver business value by aligning people, processes, and technologies. Specializing in DevOps, DataOps, and Cloud-Native Architectures, and Agile software development.
📝 Blog: ProgrammaticPonderings.com
🐦 Twitter: GaryStafford
💻 GitHub: github.com/garystafford
Generative AI-powered Multimodal Analysis with Amazon Bedrock and Anthropic Claude 3
Describe the role you want the model to play, the task you wish to perform, and upload the content to be analyzed. The Generative AI-based analysis is powered by Amazon Bedrock and Anthropic Claude 3 family of foundation models.
All code is available on GitHub: github.com/garystafford/creative-analysis-claude-bedrock
This video represents my viewpoints and not those of my employer, Amazon Web Services (AWS). All product names, logos, and brands are the property of their respective owners.
All code is available on GitHub: github.com/garystafford/creative-analysis-claude-bedrock
This video represents my viewpoints and not those of my employer, Amazon Web Services (AWS). All product names, logos, and brands are the property of their respective owners.
Переглядів: 98
Відео
Image Background Replacement on Amazon Bedrock with Titan Image Generator v2 and Outpainting
Переглядів 1742 місяці тому
Example of using outpainting with the Amazon Titan Image Generator v2 model on Amazon Bedrock to replace the background of an image. Uses 'promptable visual segmentation' as opposed to a separate image mask or alpha channel. All code is available on GitHub: github.com/garystafford/bedrock-titan-image-outpainting-example This video represents my viewpoints and not those of my employer, Amazon We...
Streamlit-Bedrock-Anthropic Claude 3 Example
Переглядів 822 місяці тому
Example of making an inference request to Anthropic Claude 3 foundation model on Amazon Bedrock. All the code available on GitHub: github.com/garystafford/streamlit-bedrock-claude-sample This video represents my viewpoints and not those of my employer, Amazon Web Services (AWS). All product names, logos, and brands are the property of their respective owners.
Generative Romance: Animated Background Video using Amazon Bedrock and RunwayML
Переглядів 477 місяців тому
Generated image variations were created from a licensed Shutterstock image using image-to-image with Amazon Bedrock with Stability AI's Stable Diffusion XL 1.0. Images were then combined using Adobe Photoshop. Finally, the image-to-video was created on Runway ML. Audio track by Pixabay.
Ambient Purple Space: Animated Background Video using Amazon Bedrock and RunwayML
Переглядів 1067 місяців тому
Generated image variations were created from a licensed Shutterstock image using image-to-image with Amazon Bedrock with Stability AI's Stable Diffusion XL 1.0. Images were then combined using Adobe Photoshop. Finally, the image-to-video was created on Runway ML. Audio track by Pixabay.
Blue Hexagonic Heavens: Animated Background Video using Amazon Bedrock and RunwayML
Переглядів 627 місяців тому
Generated image variations were created from a licensed Shutterstock image using image-to-image with Amazon Bedrock with Stability AI's Stable Diffusion XL 1.0. Images were then combined using Adobe Photoshop. Finally, the image-to-video was created on Runway ML. Audio track by Pixabay.
Generative AI Video Animations with Amazon Bedrock and Stable Diffusion XL: Sample Video Results v4
Переглядів 2278 місяців тому
Creating Generative AI video animations using Amazon Bedrock and Stable Diffusion XL 1.0 (SDXL). - Instructional video on UA-cam: ua-cam.com/video/94irLcJA9eA/v-deo.html - All source code is available on GitHub: github.com/garystafford/amazon-bedrock-animation-demo. - Generated samples shown in the video are also included in the GitHub project. This video represents my viewpoints and not those ...
Bejeweled Owl Variation #1
Переглядів 348 місяців тому
Video was created using a video-to-video technique using Amazon Bedrock with Stability.ai Stable Diffusion XL 1.0.
Generative AI Video Animations with Amazon Bedrock and Stable Diffusion XL
Переглядів 2,7 тис.8 місяців тому
Creating Generative AI video animations using Amazon Bedrock and Stable Diffusion XL 1.0 (SDXL). 00:00:00 - Introduction 00:01:26 - Prerequisites 00:08:25 - Text-to-Text 00:16:15 - Image-to-Text 00:27:28 - Video-to-Video 00:43:22 - Video Example: Red Squirrel 00:48:19 - Video Example: Man Dancing 00:54:26 - Video Example: Selfie 2 00:57:13 - Advanced Animation Methods - Sample video animations ...
Generative AI: Long Text Summarization and Analysis with Amazon Bedrock and Anthropic Claude 2
Переглядів 1,9 тис.Рік тому
Unleash the power of Generative AI for long text analysis and summarization using Amazon Bedrock and Anthropic Claude 2. Accompanying Blog Post on Medium: garystafford.medium.com/mastering-long-document-insights-advanced-summarization-with-amazon-bedrock-and-anthropic-claude-2-2fe13d5ae8d8 LinkedIn: www.linkedin.com/feed/update/urn:li:linkedInArticle:7124187514092875776/ GitHub Code Repository:...
Generative AI: Image Identification and Classification with Amazon Bedrock, OpenSearch, and OpenCLIP
Переглядів 1,2 тис.Рік тому
Generative AI-powered Vehicle Damage Evaluator Demo for the blog post "Generative AI-powered Image Identification and Classification with Amazon Bedrock, OpenSearch, and OpenCLIP." Build a generative AI-powered vehicle damage assessment tool on AWS using Vector Engine for Amazon OpenSearch Serverless, AI21 Labs Foundation Models, and OpenCLIP. Medium blog post: garystafford.medium.com/image-ide...
Demonstration of Automated LLM Quantitative Evaluation Test Harness (No Audio)
Переглядів 379Рік тому
Demonstration of automated LLM quantitative evaluation test harness for blog post, "Quantitative Evaluation of LLM Responses when Building RAG-based Question-answering Chatbots" (garystafford.medium.com/quantitative-evaluation-of-rag-based-question-answering-chatbot-llm-responses-b833d147f8e6)
Building Data Lakes on AWS: Build a simple Data Lake on AWS with AWS Glue, Amazon Athena, and S3
Переглядів 24 тис.Рік тому
In the following end-to-end video demonstration, we will learn how to build a simple data lake on AWS using a combination of services, including AWS Glue Data Catalog, AWS Glue Crawlers, AWS Glue Jobs, AWS Glue Studio, Amazon Athena, Amazon Relational Database Service (Amazon RDS), and Amazon S3. This video represents my viewpoints and not those of my employer, Amazon Web Services (AWS). All pr...
DataHub on AWS: Data Discovery, Observability, and Governance with DataHub Open Source Data Catalog
Переглядів 9 тис.Рік тому
DataHub on AWS: Data Discovery, Observability, and Governance with DataHub Open Source Data Catalog
Lakehouse Data Modeling: Using dbt, Amazon Redshift Serverless, Redshift Spectrum, and AWS Glue
Переглядів 11 тис.Рік тому
Lakehouse Data Modeling: Using dbt, Amazon Redshift Serverless, Redshift Spectrum, and AWS Glue
Exploring Popular Open-source Stream Processing Technologies - Part 1 of 2
Переглядів 450Рік тому
Exploring Popular Open-source Stream Processing Technologies - Part 1 of 2
Exploring Popular Open-source Stream Processing Technologies - Part 2 of 2
Переглядів 311Рік тому
Exploring Popular Open-source Stream Processing Technologies - Part 2 of 2
Exploring Popular Open-source Stream Processing Technologies - Part 1 of 2
Переглядів 361Рік тому
Exploring Popular Open-source Stream Processing Technologies - Part 1 of 2
Streaming Synthetic Sales Data Generator Demonstration v2 (video only - no audio)
Переглядів 2612 роки тому
Streaming Synthetic Sales Data Generator Demonstration v2 (video only - no audio)
Consuming streaming data using Apache Kafka Streams (KStreams) (video only - no audio)
Переглядів 1702 роки тому
Consuming streaming data using Apache Kafka Streams (KStreams) (video only - no audio)
Consuming streaming data using Apache Flink (video only - no audio)
Переглядів 4462 роки тому
Consuming streaming data using Apache Flink (video only - no audio)
Streaming Synthetic Sales Data Generator Demonstration (video only - no audio)
Переглядів 1872 роки тому
Streaming Synthetic Sales Data Generator Demonstration (video only - no audio)
Demonstration of Data Lake Caching using Redis Implementation for Spring Boot
Переглядів 1622 роки тому
Demonstration of Data Lake Caching using Redis Implementation for Spring Boot
Quarkus Microservice Test Mode Demonstration
Переглядів 562 роки тому
Quarkus Microservice Test Mode Demonstration
Quarkus Microservice Development Mode Demonstration
Переглядів 2472 роки тому
Quarkus Microservice Development Mode Demonstration
Audio Blog: Open Source Data Lake Table Formats: Evaluating Current Interest and Rate of Adoption
Переглядів 6292 роки тому
Audio Blog: Open Source Data Lake Table Formats: Evaluating Current Interest and Rate of Adoption
Audio Blog: Considerations for Architecting Resilient Multi-Region Workloads
Переглядів 3142 роки тому
Audio Blog: Considerations for Architecting Resilient Multi-Region Workloads
Audio Blog: Capturing Data Analytics System Requirements
Переглядів 2912 роки тому
Audio Blog: Capturing Data Analytics System Requirements
Multiple Hudi DeltaStreamer Spark jobs running on Amazon EMR (Abridged Version)
Переглядів 5032 роки тому
Multiple Hudi DeltaStreamer Spark jobs running on Amazon EMR (Abridged Version)
Using the Hudi CLI from EMR to Inspect Hudi CoW and MoR Table Types
Переглядів 5482 роки тому
Using the Hudi CLI from EMR to Inspect Hudi CoW and MoR Table Types
Hey, a question: I bought a Raspberry Pi 3 and an SX126x LoRa hat from Waveshare. I want my data from my sensors (brand: Elsys) to be transmitted wirelessly to my Raspberry Pi, where I can decode it. Can you show me how? That would be very helpful.
Hey that is demo4 and demo5 mp4 orgin link
Thanks for the examples...
Amazing!
Thanks!
Complex pipeline
"promo sm" 😊
Very Useful 🌟
Do I need to install Kafka or something to run these?
Thanks a lot. I found your article about Airflow CICD and have read the full of it. Now I have some good ideas for our CICD framework 😊
Really great presentation, thanks for that.
I always enjoyed the 'down to earth' practical business cases from @Gary Stafford. This one is really good. Thanks for sharing. I've learned a lot with this tutorial.
Hey Gary, found you through your medium articles and now I'm watching your youtube videos. Excellent content!
Do you have step by step document for it?
How much did all of this cost for you for a month?
Excellent hands on video covering building a datalake in AWS.
Could you please make a demo for AWS MySQL > Debezium > Google BigQuery ?
Gary, that was just perfect! Fast and straight to the point. 👏👏. Thank you!
Hi. I have some queries about kafka connect . Can I ask here?
This was excellent 👏 Top marks my man!
great work gary, thank you.
Hi, Thanks so very much for this. Is it possible to do an incremental load into s3 from RDS with glue?
What's the use case?
Hello , i just want to understand this value hoodie.deltastreamer.schemaprovider.source.schema.file=s3://<your_data_lake_bucket>/hudi/moma.public.artists-value.avsc What should be their in this file? If schema then can you please tell how we can create that file manually just by looking our tables.
hudi.apache.org/docs/hoodie_deltastreamer/#file-based-schema-provider
Great video
Great video. Many complex concepts have been explained using simple language and examples.
Hi, thanks for this video. Very interesting ! Would be curious to know how would you handle incremental updates of this aggregated tables through Athena SQL queries ? with that architecture, would you run full calculation for entire set of data all over at each execution ?
Here is the documentation on the current level of integration possible with Amazon Athena (docs.aws.amazon.com/athena/latest/ug/querying-hudi.html): "Currently, Athena supports snapshot queries and read optimized queries, but not incremental queries. On MoR tables, all data exposed to read optimized queries are compacted. This provides good performance but does not include the latest delta commits. Snapshot queries contain the freshest data but incur some computational overhead, which makes these queries less performant."
Наверн это норм, но нихуя не понятно
Thanks a lot! This video deserves more views. It’s the first concise to the point video I’ve found where actual data and actual results are shown end to end. I have a question I hope you could answer. How would you handle data that changes. E.g. in a couple of days a customer cancels a ticket with id 1234, concert id 321. Now the calculations needs to take this into account, no?
ua-cam.com/video/25StasmCVSw/v-deo.html
It's really amazing to see how things are evolving in terms of ACID properties in big data. Nice Demo!! :)
Excellent demostration thanks for sharing
Thank you
Does DeltaStreamer support sync all RDS tables under ONE database into different Hudi tables on AWS S3?
Checkout HoodieMultiTableDeltaStreamer and/or the Kafka Connect Sink for Hudi
@@GaryStafford Great video, I was wondering if it would be possible to use delta streamer to support complex transformations, joins etc. I might be wrong but it does appear that we cannot use deltastreamer in spark streaming job, and its limited to a CLI tool.
@@write2sandhu hudi.apache.org/docs/hoodie_deltastreamer/: Support for plugging in transformations. See "--transformer-class"
Very helpful! Had gotten this setup working partially before, but it was helpful to see different elements of your configuration. Thanks!
is this for cross account glue catalog access ?
nice! gj
sir i need user define function for user Define function for cvtColor(cameraFeed, HSV, COLOR_BGR2HSV); function
Great Work Mr. Stafford !
Why didn't you choose a better resolution?!
New 11/14/2013, source code is now also available on GitHub (github.com/garystafford/object-tracking-blogpost).
+Gary Stafford i am doing object tracking using color filter project but i need user define function for user Define function for cvtColor(cameraFeed, HSV, COLOR_BGR2HSV); in c++
model a?
I'm interested in car based applications with raspberry pi. How about a video of your in-car setup for the cam?
I go to that Mobil/Dunkin Doughnuts EVERY DAY! funny I just happened to be looking for some solutions for dashcams... I'm thinking multiple inputs more a full PC under the seat with dash display. anyhow... nice work with your project :)
Hello Gary, Can I have a video of making a project. Right from start on netbeans? Thanks