The document summarizes the development of a Convolutional Neural Network (CNN) library in Python. It discusses improvements made over a previous fully connected network implementation, including redesigning the data structure to support CNNs and implementing a CNN that achieved a classification accuracy of 98% on the MNIST dataset, compared to 97% for the fully connected network. It then provides details on the design of CNNs, including their convolutional and pooling layers, and describes changes made to the interface and architecture of the library to support CNNs through layered classes that connect input to output while automatically calculating dimensions.
The document discusses data programming, which uses labeling functions created by domain experts to quickly generate large training datasets. It describes how labeling functions work independently to label examples, and a generative model is used to determine the accuracy of each function and estimate true labels. Dependencies between functions can also be modeled to improve accuracy. Experimental results show data programming outperforms other techniques in generating training data.
UserCon Belgium: Honey, VMware increased my billstijn40
?
VMware¨s pricing changes have forced organizations to rethink their datacenter cost management strategies. While FinOps is commonly associated with cloud environments, the FinOps Foundation has recently expanded its framework to include Scopes!and Datacenter is now officially part of the equation. In this session, we¨ll map the FinOps Framework to a VMware-based datacenter, focusing on cost visibility, optimization, and automation. You¨ll learn how to track costs more effectively, rightsize workloads, optimize licensing, and drive efficiency!all without migrating to the cloud. We¨ll also explore how to align IT teams, finance, and leadership around cost-aware decision-making for on-prem environments. If your VMware bill keeps increasing and you need a new approach to cost management, this session is for you!
2025_06_18 - OpenMetadata Community Meeting.pdfOpenMetadata
?
The community meetup was held Wednesday June 18, 2025 @ 9:00 AM PST.
Catch the next OpenMetadata Community Meetup @ https://www.meetup.com/openmetadata-meetup-group/
In this month's OpenMetadata Community Meetup, "Enforcing Quality & SLAs with OpenMetadata Data Contracts," we covered data contracts, why they matter, and how to implement them in OpenMetadata to increase the quality of your data assets!
Agenda Highlights:
? Introducing Data Contracts: An agreement between data producers and consumers
? Data Contracts key components: Understanding a contract and its purpose
??? Writing your first contract: How to create your own contracts in OpenMetadata
? An OpenMetadata MCP Server update!
? And More!
"Database isolation: how we deal with hundreds of direct connections to the d...Fwdays
?
What can go wrong if you allow each service to access the database directly? In a startup, this seems like a quick and easy solution, but as the system scales, problems appear that no one could have guessed.
In my talk, I'll share Solidgate's experience in transforming its architecture: from the chaos of direct connections to a service-based data access model. I will talk about the transition stages, bottlenecks, and how isolation affected infrastructure support. I will honestly show what worked and what didn't. In short, we will analyze the controversy of this talk.
Curietech AI in action - Accelerate MuleSoft developmentshyamraj55
?
CurieTech AI in Action C Accelerate MuleSoft Development
Overview:
This presentation demonstrates how CurieTech AI¨s purpose-built agents empower MuleSoft developers to create integration workflows faster, more accurately, and with less manual effort
linkedin.com
+12
curietech.ai
+12
meetups.mulesoft.com
+12
.
Key Highlights:
Dedicated AI agents for every stage: Coding, Testing (MUnit), Documentation, Code Review, and Migration
curietech.ai
+7
curietech.ai
+7
medium.com
+7
DataWeave automation: Generate mappings from tables or samples!95%+ complete within minutes
linkedin.com
+7
curietech.ai
+7
medium.com
+7
Integration flow generation: Auto-create Mule flows based on specifications!speeds up boilerplate development
curietech.ai
+1
medium.com
+1
Efficient code reviews: Gain intelligent feedback on flows, patterns, and error handling
youtube.com
+8
curietech.ai
+8
curietech.ai
+8
Test & documentation automation: Auto-generate MUnit test cases, sample data, and detailed docs from code
curietech.ai
+5
curietech.ai
+5
medium.com
+5
Why Now?
Achieve 10〜 productivity gains, slashing development time from hours to minutes
curietech.ai
+3
curietech.ai
+3
medium.com
+3
Maintain high accuracy with code quality matching or exceeding manual efforts
curietech.ai
+2
curietech.ai
+2
curietech.ai
+2
Ideal for developers, architects, and teams wanting to scale MuleSoft projects with AI efficiency
Conclusion:
CurieTech AI transforms MuleSoft development into an AI-accelerated workflow!letting you focus on innovation, not repetition.
Powering Multi-Page Web Applications Using Flow Apps and FME Data StreamingSafe Software
?
Unleash the potential of FME Flow to build and deploy advanced multi-page web applications with ease. Discover how Flow Apps and FME¨s data streaming capabilities empower you to create interactive web experiences directly within FME Platform. Without the need for dedicated web-hosting infrastructure, FME enhances both data accessibility and user experience. Join us to explore how to unlock the full potential of FME for your web projects and seamlessly integrate data-driven applications into your workflows.
A Junior Software Developer with a flair for innovation, Raman Bhaumik excels in delivering scalable web solutions. With three years of experience and a solid foundation in Java, Python, JavaScript, and SQL, she has streamlined task tracking by 20% and improved application stability.
From Manual to Auto Searching- FME in the Driver's SeatSafe Software
?
Finding a specific car online can be a time-consuming task, especially when checking multiple dealer websites. A few years ago, I faced this exact problem while searching for a particular vehicle in New Zealand. The local classified platform, Trade Me (similar to eBay), wasn¨t yielding any results, so I expanded my search to second-hand dealer sites!only to realise that periodically checking each one was going to be tedious. That¨s when I noticed something interesting: many of these websites used the same platform to manage their inventories. Recognising this, I reverse-engineered the platform¨s structure and built an FME workspace that automated the search process for me. By integrating API calls and setting up periodic checks, I received real-time email alerts when matching cars were listed. In this presentation, I¨ll walk through how I used FME to save hours of manual searching by creating a custom car-finding automation system. While FME can¨t buy a car for you!yet!it can certainly help you find the one you¨re after!
UserCon Belgium: Honey, VMware increased my billstijn40
?
VMware¨s pricing changes have forced organizations to rethink their datacenter cost management strategies. While FinOps is commonly associated with cloud environments, the FinOps Foundation has recently expanded its framework to include Scopes!and Datacenter is now officially part of the equation. In this session, we¨ll map the FinOps Framework to a VMware-based datacenter, focusing on cost visibility, optimization, and automation. You¨ll learn how to track costs more effectively, rightsize workloads, optimize licensing, and drive efficiency!all without migrating to the cloud. We¨ll also explore how to align IT teams, finance, and leadership around cost-aware decision-making for on-prem environments. If your VMware bill keeps increasing and you need a new approach to cost management, this session is for you!
2025_06_18 - OpenMetadata Community Meeting.pdfOpenMetadata
?
The community meetup was held Wednesday June 18, 2025 @ 9:00 AM PST.
Catch the next OpenMetadata Community Meetup @ https://www.meetup.com/openmetadata-meetup-group/
In this month's OpenMetadata Community Meetup, "Enforcing Quality & SLAs with OpenMetadata Data Contracts," we covered data contracts, why they matter, and how to implement them in OpenMetadata to increase the quality of your data assets!
Agenda Highlights:
? Introducing Data Contracts: An agreement between data producers and consumers
? Data Contracts key components: Understanding a contract and its purpose
??? Writing your first contract: How to create your own contracts in OpenMetadata
? An OpenMetadata MCP Server update!
? And More!
"Database isolation: how we deal with hundreds of direct connections to the d...Fwdays
?
What can go wrong if you allow each service to access the database directly? In a startup, this seems like a quick and easy solution, but as the system scales, problems appear that no one could have guessed.
In my talk, I'll share Solidgate's experience in transforming its architecture: from the chaos of direct connections to a service-based data access model. I will talk about the transition stages, bottlenecks, and how isolation affected infrastructure support. I will honestly show what worked and what didn't. In short, we will analyze the controversy of this talk.
Curietech AI in action - Accelerate MuleSoft developmentshyamraj55
?
CurieTech AI in Action C Accelerate MuleSoft Development
Overview:
This presentation demonstrates how CurieTech AI¨s purpose-built agents empower MuleSoft developers to create integration workflows faster, more accurately, and with less manual effort
linkedin.com
+12
curietech.ai
+12
meetups.mulesoft.com
+12
.
Key Highlights:
Dedicated AI agents for every stage: Coding, Testing (MUnit), Documentation, Code Review, and Migration
curietech.ai
+7
curietech.ai
+7
medium.com
+7
DataWeave automation: Generate mappings from tables or samples!95%+ complete within minutes
linkedin.com
+7
curietech.ai
+7
medium.com
+7
Integration flow generation: Auto-create Mule flows based on specifications!speeds up boilerplate development
curietech.ai
+1
medium.com
+1
Efficient code reviews: Gain intelligent feedback on flows, patterns, and error handling
youtube.com
+8
curietech.ai
+8
curietech.ai
+8
Test & documentation automation: Auto-generate MUnit test cases, sample data, and detailed docs from code
curietech.ai
+5
curietech.ai
+5
medium.com
+5
Why Now?
Achieve 10〜 productivity gains, slashing development time from hours to minutes
curietech.ai
+3
curietech.ai
+3
medium.com
+3
Maintain high accuracy with code quality matching or exceeding manual efforts
curietech.ai
+2
curietech.ai
+2
curietech.ai
+2
Ideal for developers, architects, and teams wanting to scale MuleSoft projects with AI efficiency
Conclusion:
CurieTech AI transforms MuleSoft development into an AI-accelerated workflow!letting you focus on innovation, not repetition.
Powering Multi-Page Web Applications Using Flow Apps and FME Data StreamingSafe Software
?
Unleash the potential of FME Flow to build and deploy advanced multi-page web applications with ease. Discover how Flow Apps and FME¨s data streaming capabilities empower you to create interactive web experiences directly within FME Platform. Without the need for dedicated web-hosting infrastructure, FME enhances both data accessibility and user experience. Join us to explore how to unlock the full potential of FME for your web projects and seamlessly integrate data-driven applications into your workflows.
A Junior Software Developer with a flair for innovation, Raman Bhaumik excels in delivering scalable web solutions. With three years of experience and a solid foundation in Java, Python, JavaScript, and SQL, she has streamlined task tracking by 20% and improved application stability.
From Manual to Auto Searching- FME in the Driver's SeatSafe Software
?
Finding a specific car online can be a time-consuming task, especially when checking multiple dealer websites. A few years ago, I faced this exact problem while searching for a particular vehicle in New Zealand. The local classified platform, Trade Me (similar to eBay), wasn¨t yielding any results, so I expanded my search to second-hand dealer sites!only to realise that periodically checking each one was going to be tedious. That¨s when I noticed something interesting: many of these websites used the same platform to manage their inventories. Recognising this, I reverse-engineered the platform¨s structure and built an FME workspace that automated the search process for me. By integrating API calls and setting up periodic checks, I received real-time email alerts when matching cars were listed. In this presentation, I¨ll walk through how I used FME to save hours of manual searching by creating a custom car-finding automation system. While FME can¨t buy a car for you!yet!it can certainly help you find the one you¨re after!
OpenPOWER Foundation & Open-Source Core InnovationsIBM
?
penPOWER offers a fully open, royalty-free CPU architecture for custom chip design.
It enables both lightweight FPGA cores (like Microwatt) and high-performance processors (like POWER10).
Developers have full access to source code, specs, and tools for end-to-end chip creation.
It supports AI, HPC, cloud, and embedded workloads with proven performance.
Backed by a global community, it fosters innovation, education, and collaboration.
MuleSoft for AgentForce : Topic Center and API Catalogshyamraj55
?
This presentation dives into how MuleSoft empowers AgentForce with organized API discovery and streamlined integration using Topic Center and the API Catalog. Learn how these tools help structure APIs around business needs, improve reusability, and simplify collaboration across teams. Ideal for developers, architects, and business stakeholders looking to build a connected and scalable API ecosystem within AgentForce.
Artificial Intelligence (AI) is rapidly changing the face of cybersecurity across the globe. In Nepal, the shift is already underway. Vice President of the Information Security Response Team Nepal (npCERT) and Information Security Consultant at One Cover Pvt. Ltd., Sudan Jha, recently presented an in-depth workshop on how AI can strengthen national security and digital defenses.
CapCut Pro Crack For PC Latest Version {Fully Unlocked} 2025pcprocore
?
?????:???? ???? & ????? ???? ?????? ??? ???> https://pcprocore.com/ ??
CapCut Pro Crack is a powerful tool that has taken the digital world by storm, offering users a fully unlocked experience that unleashes their creativity. With its user-friendly interface and advanced features, it¨s no wonder why aspiring videographers are turning to this software for their projects.
AI VIDEO MAGAZINE - r/aivideo community newsletter C Exclusive Tutorials: How to make an AI VIDEO from scratch, PLUS: How to make AI MUSIC, Hottest ai videos of 2025, Exclusive Interviews, New Tools, Previews, and MORE - JUNE 2025 ISSUE -
OpenACC and Open Hackathons Monthly Highlights June 2025OpenACC
?
The OpenACC organization focuses on enhancing parallel computing skills and advancing interoperability in scientific applications through hackathons and training. The upcoming 2025 Open Accelerated Computing Summit (OACS) aims to explore the convergence of AI and HPC in scientific computing and foster knowledge sharing. This year's OACS welcomes talk submissions from a variety of topics, from Using Standard Language Parallelism to Computer Vision Applications. The document also highlights several open hackathons, a call to apply for NVIDIA Academic Grant Program and resources for optimizing scientific applications using OpenACC directives.
You are not excused! How to avoid security blind spots on the way to productionMichele Leroux Bustamante
?
We live in an ever evolving landscape for cyber threats creating security risk for your production systems. Mitigating these risks requires participation throughout all stages from development through production delivery - and by every role including architects, developers QA and DevOps engineers, product owners and leadership. No one is excused! This session will cover examples of common mistakes or missed opportunities that can lead to vulnerabilities in production - and ways to do better throughout the development lifecycle.