Keynote presentation, The Role of Java in Heterogeneous Computing, and How You Can Help, by Nandini Ramani, VP, Java Platform, Oracle Corporation, at the AMD Developer Summit (APU13), Nov. 11-13, 2013.
WT-4071, GPU accelerated 3D graphics for Java, by Kevin Rushforth, Chien Yang...AMD Developer Central
Presentation WT-4071, GPU accelerated 3D graphics for Java, by Kevin Rushforth, Chien Yang, John Yoon and Nicolas Lorain at the AMD Developer Summit (APU13) Nov. 11-13, 2013.
CC-4001, Aparapi and HSA: Easing the developer path to APU/GPU accelerated Ja...AMD Developer Central
Presentation CC-4001, Aparapi and HSA: Easing the developer path to APU/GPU accelerated Java applications, by Gary Frost and Vignesh Ravi at the AMD Developer Summit (APU13) Nov. 11-13, 2013.
HC-4020, Enhancing OpenCL performance in AfterShot Pro with HSA, by Michael W...AMD Developer Central
Presentation Hc-4020, Enhancing OpenCL performance in AfterShot Pro with HSA, by Michael Wootton at the AMD Developer Summit (APU13) November 11-13, 2013.
WT-4071, GPU accelerated 3D graphics for Java, by Kevin Rushforth, Chien Yang...AMD Developer Central
Presentation WT-4071, GPU accelerated 3D graphics for Java, by Kevin Rushforth, Chien Yang, John Yoon and Nicolas Lorain at the AMD Developer Summit (APU13) Nov. 11-13, 2013.
CC-4001, Aparapi and HSA: Easing the developer path to APU/GPU accelerated Ja...AMD Developer Central
Presentation CC-4001, Aparapi and HSA: Easing the developer path to APU/GPU accelerated Java applications, by Gary Frost and Vignesh Ravi at the AMD Developer Summit (APU13) Nov. 11-13, 2013.
HC-4020, Enhancing OpenCL performance in AfterShot Pro with HSA, by Michael W...AMD Developer Central
Presentation Hc-4020, Enhancing OpenCL performance in AfterShot Pro with HSA, by Michael Wootton at the AMD Developer Summit (APU13) November 11-13, 2013.
Heterogeneous Systems Architecture: The Next Area of Computing Innovation AMD
Dr. Lisa Su, Senior Vice President and GM, Global Business Units, AMD keynote from ISSCC on Heterogeneous Systems Architecture: The Next Area of Computing Innovation - Case Study, The Holodeck.
CC-4000, Characterizing APU Performance in HadoopCL on Heterogeneous Distribu...AMD Developer Central
Presentation CC-4000, Characterizing APU Performance in HadoopCL on Heterogeneous Distributed Platforms, by Max Grossman at the AMD Developer Summit (APU13) November 11-13, 2013.
PT-4058, Measuring and Optimizing Performance of Cluster and Private Cloud Ap...AMD Developer Central
Presentation PT-4058, Measuring and Optimizing Performance of Cluster and Private Cloud Applications Using PPA , by Hui Huang, Zhaoqiang Zheng and Lihua Zhang at the AMD Developer Summit (APU13) November 11-13, 2013
HC-4021, Efficient scheduling of OpenMP and OpenCL™ workloads on Accelerated ...AMD Developer Central
Presentation HC-4021, Efficient scheduling of OpenMP and OpenCL™ workloads on Accelerated Processing Units, by Robert Engel at the AMD Developer Summit (APU13) Nov. 11-13, 2013.
Using GPUs to handle Big Data with Java by Adam Roberts.J On The Beach
Modern graphics processing units (GPUs) are efficient general-purpose stream processors. Learn how Java can exploit the power of GPUs to optimize high-performance enterprise and technical computing applications such as big data and analytics workloads. This presentation covers principles and considerations for GPU programming from Java and looks at the software stack and developer tools available. It also presents a demo showing GPU acceleration and discusses what is coming in the future.
The Small Batch (and other) solutions in Mantle API, by Guennadi Riguer, Mant...AMD Developer Central
This presentation discusses the Mantle API, what it is, why choose it, and abstraction level, small batch performance and platform efficiency.
Download the presentation from the AMD Developer website here: http://bit.ly/TrEUeC
Heterogeneous Systems Architecture: The Next Area of Computing Innovation AMD
Dr. Lisa Su, Senior Vice President and GM, Global Business Units, AMD keynote from ISSCC on Heterogeneous Systems Architecture: The Next Area of Computing Innovation - Case Study, The Holodeck.
CC-4000, Characterizing APU Performance in HadoopCL on Heterogeneous Distribu...AMD Developer Central
Presentation CC-4000, Characterizing APU Performance in HadoopCL on Heterogeneous Distributed Platforms, by Max Grossman at the AMD Developer Summit (APU13) November 11-13, 2013.
PT-4058, Measuring and Optimizing Performance of Cluster and Private Cloud Ap...AMD Developer Central
Presentation PT-4058, Measuring and Optimizing Performance of Cluster and Private Cloud Applications Using PPA , by Hui Huang, Zhaoqiang Zheng and Lihua Zhang at the AMD Developer Summit (APU13) November 11-13, 2013
HC-4021, Efficient scheduling of OpenMP and OpenCL™ workloads on Accelerated ...AMD Developer Central
Presentation HC-4021, Efficient scheduling of OpenMP and OpenCL™ workloads on Accelerated Processing Units, by Robert Engel at the AMD Developer Summit (APU13) Nov. 11-13, 2013.
Using GPUs to handle Big Data with Java by Adam Roberts.J On The Beach
Modern graphics processing units (GPUs) are efficient general-purpose stream processors. Learn how Java can exploit the power of GPUs to optimize high-performance enterprise and technical computing applications such as big data and analytics workloads. This presentation covers principles and considerations for GPU programming from Java and looks at the software stack and developer tools available. It also presents a demo showing GPU acceleration and discusses what is coming in the future.
The Small Batch (and other) solutions in Mantle API, by Guennadi Riguer, Mant...AMD Developer Central
This presentation discusses the Mantle API, what it is, why choose it, and abstraction level, small batch performance and platform efficiency.
Download the presentation from the AMD Developer website here: http://bit.ly/TrEUeC
Similar to Keynote (Nandini Ramani) - The Role of Java in Heterogeneous Computing & How You Can Help - by Nandini Ramani, VP, Java Platform, Oracle Corporation
Graal is a dynamic meta-circular research compiler for Java that is designed for extensibility and modularity. One of its main distinguishing elements is the handling of optimistic assumptions obtained via profiling feedback and the representation of deoptimization guards in the compiled code. Truffle is a self-optimizing runtime system on top of Graal that uses partial evaluation to derive compiled code from interpreters. Truffle is suitable for creating high-performance implementations for dynamic languages with only moderate effort. The presentation includes a description of the Truffle multi-language API and performance comparisons within the industry of current prototype Truffle language implementations (JavaScript, Ruby, and R). Both Graal and Truffle are open source and form themselves research platforms in the area of virtual machine and programming language implementation (http://openjdk.java.net/projects/graal/).
Presented by Vaibhav Choudhary, Java Platforms Team, Oracle in Walmart languages meetup on 28th April in BLR.
Java with all its recent changes are ready for Cloud and for Container. Let’s unfold the story:
Performance Improvement
Fast startup time
Low memory overhead
Respective to container boundaries, if any
Functional Programming With Lambdas and Streams in JDK8IndicThreads
The significant new language feature in Java SE 8 is the introduction of Lambda expressions, a way of defining and using anonymous functions. On its own this provides a great way to simplify situations where we would typically use an inner class today. However, Java SE 8 also introduces a range of new classes in the standard libraries that are designed specifically to take advantage of Lambdas. These are primarily included in two new packages: java.util.stream and java.util.function.
After a brief discussion of the syntax and use of Lambda expressions this session will focus on how to use Streams to greatly simplify the way bulk and aggregate operations are handled in Java. We will look at examples of how a more functional approach can be taken in Java using sources, intermediate operations and terminators. We will also discuss how this can lead to improvements in performance for many operations through the lazy evaluation of Streams and how code can easily be made parallel by changing the way the Stream is created.
Session at the IndicThreads.com Confence held in Pune, India on 27-28 Feb 2015
http://www.indicthreads.com
http://pune15.indicthreads.com
This presentation is part of Container Conference 2018 presented by Vaibhav Choudhary, Principal Staff Engineer, Oracle: www.containerconf.in
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Container become the fundamental building block unit of modern application and for cloud. So, lets learn in this session that how you can containerize (dockerize in the demo) a java image. What are the effort we put to make Java, Container aware. How Java started understanding Container and start respecting the container boundary. We will also learn how you can leverage java features like AppCDS, AOT inside the container and make it faster than even.
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Similar to Keynote (Nandini Ramani) - The Role of Java in Heterogeneous Computing & How You Can Help - by Nandini Ramani, VP, Java Platform, Oracle Corporation (20)
Vulkan and DirectX12 share many common concepts, but differ vastly from the APIs most game developers are used to. As a result, developing for DX12 or Vulkan requires a new approach to graphics programming and in many cases a redesign of the Game Engine. This lecture will teach the basic concepts common to Vulkan and DX12 and help developers overcome the main problems that often appear when switching to one of the new APIs. It will explain how those new concepts will help games utilize the hardware more efficiently and discuss best practices for game engine development.
For more, visit http://developer.amd.com/
AMD’s math libraries can support a range of programmers from hobbyists to ninja programmers. Kent Knox from AMD’s library team introduces you to OpenCL libraries for linear algebra, FFT, and BLAS, and shows you how to leverage the speed of OpenCL through the use of these libraries.
Review the material presented in the AMD Math libraries webinar in this deck.
For more:
Visit the AMD Developer Forums:http://devgurus.amd.com/welcome
Watch the replay: www.youtube.com/user/AMDDevCentral
Follow us on Twitter: https://twitter.com/AMDDevCentral
This is the slide deck from the popular "Introduction to Node.js" webinar with AMD and DevelopIntelligence, presented by Joshua McNeese. Watch our AMD Developer Central YouTube channel for the replay at https://www.youtube.com/user/AMDDevCentral.
This presentation accompanies the webinar replay located here: http://bit.ly/1zmvlkL
AMD Media SDK Software Architect Mikhail Mironov shows you how to leverage an AMD platform for multimedia processing using the new Media Software Development Kit. He discusses how to use a new set of C++ interfaces for easy access to AMD hardware blocks, and shows you how to leverage the Media SDK in the development of video conferencing, wireless display, remote desktop, video editing, transcoding, and more.
An Introduction to OpenCL™ Programming with AMD GPUs - AMD & Acceleware WebinarAMD Developer Central
This deck presents highlights from the Introduction to OpenCL™ Programming Webinar presented by Acceleware & AMD on Sept. 17, 2014. Watch a replay of this popular webinar on the AMD Dev Central YouTube channel here: https://www.youtube.com/user/AMDDevCentral or here for the direct link: http://bit.ly/1r3DgfF
Learn more about DirectGMA in this blog post: bit.ly/AMDDirectGMA
AMD has introduced Direct Graphics Memory Access in order to:
‒ Makes a portion of the GPU memory accessible to other devices
‒ Allows devices on the bus to write directly into this area of GPU memory
‒ Allows GPUs to write directly into the memory of remote devices on the bus supporting DirectGMA
‒ Provides a driver interface to allow 3rd party hardware vendors to support data exchange with an AMD GPU using DirectGMA
‒ and more
View the accompanying blog post here: bit.ly/AMDDirectGMA
This Webinar explores a variety of new and updated features in Java 8, and discuss how these changes can positively impact your day-to-day programming.
Watch the video replay here: http://bit.ly/1vStxKN
Your Webinar presenter, Marnie Knue, is an instructor for Develop Intelligence and has taught Sun & Oracle certified Java classes, RedHat JBoss administration, Spring, and Hibernate. Marnie also has spoken at JavaOne.
Inside XBox One by Martin Fuller from the Sweden Game Developers Conference, June 2, 2014, Stockholm, Sweden. View other presentations here: http://bit.ly/TrEUeC
Computer Vision Powered by Heterogeneous System Architecture (HSA) by Dr. Ha...AMD Developer Central
Computer Vision Powered by Heterogeneous System Architecture (HSA) by Dr. Harris Gasparakis, AMD, at the Embedded Vision Alliance Summit, May 2014.
Harris Gasparakis, Ph.D., is AMD’s OpenCV manager. In addition to enhancing OpenCV with OpenCL acceleration, he is engaged in AMD’s Computer Vision strategic planning, ISVs, and AMD Ventures engagements, including technical leadership and oversight in the AMD Gesture product line. He holds a Ph.D. in theoretical high energy physics from YITP at SUNYSB. He is credited with enabling real-time volumetric visualization and analysis in Radiology Information Systems (Terarecon), including the first commercially available virtual colonoscopy system (Vital Images). He was responsible for cutting edge medical technology (Biosense Webster, Stereotaxis, Boston Scientific), incorporating image and signal processing with AI and robotic control.
Productive OpenCL Programming An Introduction to OpenCL Libraries with Array...AMD Developer Central
In this webinar presentation, ArrayFire COO Oded Green demonstrates best practices to help you quickly get started with OpenCL™ programming. Learn how to get the best performance from AMD hardware in various programming languages using ArrayFire. Oded discusses the latest advancements in the OpenCL™ ecosystem, including cutting edge OpenCL™ libraries such as clBLAS, clFFT, clMAGMA and ArrayFire. Examples are shown in real code for common application domains.
Watch the webinar here: http://bit.ly/1obT0M2
For more developer resources, visit:
http://arrayfire.com/
http://developer.amd.com/
Follow us on Twitter: https://twitter.com/AMDDevCentral
See info in the slides for more contact information and resource links!
Rendering Battlefield 4 with Mantle by Johan Andersson - AMD at GDC14AMD Developer Central
Johan Andersson will show how the Frostbite 3 game engine is using the low-level graphics API Mantle to deliver significantly improved performance in Battlefield 4 on PC and future games from Electronic Arts in this presentation from the 2014 Game Developers Conference in San Francisco March 17-21. Also view this and other presentations on our developer website at http://developer.amd.com/resources/documentation-articles/conference-presentations/
RapidFire - the Easy Route to low Latency Cloud Gaming Solutions - AMD at GDC14AMD Developer Central
Learn more about how AMD’s RapidFire SDK simplifies the delivery of multi-game streaming from a single GPU while minimizing latency to ensure one of the best cloud gaming experiences in this presentation from the 2014 Game Developers Conference in San Francisco March 17-21. Also view this and other presentations on our developer website at http://developer.amd.com/resources/documentation-articles/conference-presentations/
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
The Art of the Pitch: WordPress Relationships and SalesLaura Byrne
Clients don’t know what they don’t know. What web solutions are right for them? How does WordPress come into the picture? How do you make sure you understand scope and timeline? What do you do if sometime changes?
All these questions and more will be explored as we talk about matching clients’ needs with what your agency offers without pulling teeth or pulling your hair out. Practical tips, and strategies for successful relationship building that leads to closing the deal.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
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During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.