This document discusses stuffing a sphere and seeing various things but is otherwise unintelligible as it contains random letters and characters. It provides no clear information due to being largely nonsensical.
The document provides random words and phrases with no clear meaning or message. The words "truth or dare" appear multiple times in different configurations on the page without any other context.
The document provides ideas for posters, including repeating phrases such as "Truth or Dare" and random letters and words with no clear meaning or message.
The Chakravyooha or Padmavyooha is a very special defensive formation resembling a blooming lotus. Knowledge of how to create, penetrate, and exit this formation was limited to only a few warriors on the Pandava side, including Abhimanyu, Arjuna, Krishna, and Pradyumna. Of these, only Abhimanyu was present when the Kauravas formed this defense in battle. Abhimanyu had only completed his lessons in entering the formation and still needed to learn how to exit by the time the war began.
Teaching your students something is easy, if they are properly trained. Training makes them capable of learning things on their own. They become auto-learners. Knowledge is not what want most, it's the skill which we want to instill into our students. Web Tuitions is a training organisation. Language skills, maths kills, logical thinking skills, decision-making skills etc. is what we want to inculcate into the learners. This Chakravyooha is a tool used to train the learners. Chakravyooha is also called Padmavyooha. It's a pattern of deployment of pawns in the warfield. Dronacharya formed the chakravyooha in the Mahabharatha war adn Abhimanyy broke it in. But he had not learned the methods of getting out of the vyooha, so he was slain inside.
Philips is a global company focused on health and well-being that was founded in 1891. In 2010, Philips had over 120,000 employees, €22.3 billion in sales, and invested €1.5 billion in R&D. Philips operates in healthcare, lighting, and consumer lifestyle sectors. Healthcare accounted for €8.6 billion in sales in 2010, serving over 100 countries. Philips' brand value doubled to $8.7 billion since 2004 and it is the world's 42nd most valuable brand. Philips sees opportunities for growth in addressing global trends like urbanization, energy efficiency, aging populations, and rising middle classes in emerging markets.
Want to start your own Blog, but don't know how? The Simple & Easy way to get started online with your very own Blog - Learn how to set everything up from scratch, literally a point & click step-by-step guide. Whether you have a Business and know your field or are a budding Entrepreneur, help is at hand. Become the Expert in your chosen niche & even make money Blogging along the way!
The document provides random words and phrases with no clear meaning or message. The words "truth or dare" appear multiple times in different configurations on the page without any other context.
The document provides ideas for posters, including repeating phrases such as "Truth or Dare" and random letters and words with no clear meaning or message.
The Chakravyooha or Padmavyooha is a very special defensive formation resembling a blooming lotus. Knowledge of how to create, penetrate, and exit this formation was limited to only a few warriors on the Pandava side, including Abhimanyu, Arjuna, Krishna, and Pradyumna. Of these, only Abhimanyu was present when the Kauravas formed this defense in battle. Abhimanyu had only completed his lessons in entering the formation and still needed to learn how to exit by the time the war began.
Teaching your students something is easy, if they are properly trained. Training makes them capable of learning things on their own. They become auto-learners. Knowledge is not what want most, it's the skill which we want to instill into our students. Web Tuitions is a training organisation. Language skills, maths kills, logical thinking skills, decision-making skills etc. is what we want to inculcate into the learners. This Chakravyooha is a tool used to train the learners. Chakravyooha is also called Padmavyooha. It's a pattern of deployment of pawns in the warfield. Dronacharya formed the chakravyooha in the Mahabharatha war adn Abhimanyy broke it in. But he had not learned the methods of getting out of the vyooha, so he was slain inside.
Philips is a global company focused on health and well-being that was founded in 1891. In 2010, Philips had over 120,000 employees, €22.3 billion in sales, and invested €1.5 billion in R&D. Philips operates in healthcare, lighting, and consumer lifestyle sectors. Healthcare accounted for €8.6 billion in sales in 2010, serving over 100 countries. Philips' brand value doubled to $8.7 billion since 2004 and it is the world's 42nd most valuable brand. Philips sees opportunities for growth in addressing global trends like urbanization, energy efficiency, aging populations, and rising middle classes in emerging markets.
Want to start your own Blog, but don't know how? The Simple & Easy way to get started online with your very own Blog - Learn how to set everything up from scratch, literally a point & click step-by-step guide. Whether you have a Business and know your field or are a budding Entrepreneur, help is at hand. Become the Expert in your chosen niche & even make money Blogging along the way!
Interested in search powered business analytics? Want to know more about CXAIR? Our latest video explains it all.
www.connexica.com
info@connexica.com
01785 246777
1) The document discusses introducing classroom technology like personal response systems (PRS) to engage students at LSE who were falling asleep.
2) It notes benefits of PRS like interactivity, feedback, and attention grabbing but also questions like the cost, how interactive it really is, and whether academics can adopt agile teaching.
3) A student quote warns that technology should not be introduced randomly but should meet an identified need first.
- The Western Publications Association started in 1923 and has since expanded to become a network of regional publications, websites, and other online resources focused on the insurance industry.
- Their flagship website, InsuranceJournal.com, receives over 1.25 million page views and 240,000 unique visitors per month. It is the most heavily trafficked B2B insurance news site on the internet.
- In addition to online publications, they provide services like videos, webcasts, forums, directories and newsletters to connect over 50,000 insurance professionals. They are continually innovating their digital offerings and platforms.
This document advertises a Channel 4 documentary titled "A Compulsive Liar" about a person who lies compulsively. It includes the title, images from the documentary, summaries of the content which explores compulsive lying, air date and platform information. Quotes from the documentary are also presented.
Romteck Australia Pty Ltd is an original equipment manufacturer that specializes in designing, manufacturing, and servicing ultra high reliability IoT systems for mission critical applications. They provide turnkey solutions including monitoring systems, fuel management, fitness for work screening, and alarm signalling equipment to clients in various industries such as mining, aviation, and utilities. Romteck has over 25 years of experience in this field and works with major clients including Airservices Australia, Rio Tinto, and Telstra.
El documento resume el uso de Internet y las redes sociales en España. Aproximadamente 36 millones de personas usan Internet y 22 millones usan redes sociales como Facebook o WhatsApp. La mayoría (86%) accede a Internet a diario, principalmente desde dispositivos móviles. WhatsApp y Facebook son las redes sociales más populares en España. La mayoría de usuarios de Facebook tienen entre 20 y 39 años y su uso es equitativo entre hombres y mujeres.
Este documento presenta una programación didáctica que incluye una justificación de la importancia de la programación, un análisis del contexto, los objetivos generales de la asignatura, los contenidos, las estrategias metodológicas, la evaluación y las medidas de atención a la diversidad. También incluye una unidad didáctica y una sesión de clase con sus correspondientes elementos. Finalmente, cita los principales decretos y leyes que fundamentan la programación como el Decreto 97-2015, el Real Decreto 126-2014 y
This document discusses insertion sort, including its basic idea of inserting unsorted elements into a sorted list one by one. An example is provided to illustrate how insertion sort works on an array of random numbers. Pseudocode is given for an insertion sort function, and example C code is provided to show how to insert an element into a sorted list. The document ends with questions about applications of insertion sort and alternative implementations.
El documento habla sobre hábitos saludables de alimentación y deporte. Recomienda comer principalmente pan, cereales, verduras y frutas, así como beber al menos 6 vasos de agua al día, y practicar deporte media hora diaria. Además, identifica hábitos no saludables como consumir alcohol, fumar o comer en exceso alimentos grasos.
Et er at formidle viden, så deltagerne kan bestå en eksamen – noget andet er et uddannelsesforløb, som muliggør et reelt kompetenceløft. Fangel Projektlederuddannelsen er designet til kompetenceløft – via fokus på praktik mellem moduler.
Indo-Japan Trade and Investment Bulletine by Japan Desk of Corporate Professionals,
Kose Corporation Enters into its First Overseas JV with Elder Pharma
India’s Rollatainers Limited forms a 50:50 JV with Japan’s Toyo Machine
L&T to exit from JV with Komatsu
Japan’s Isuzu Motors Ltd to set up an LCV manufacturing plant in India
India-Japanese Hospital in Bangalore to Start Functioning from July
Kalyani Appointed Head of India-Japan Business Leader's Forum
Mitsubishi Electric Planning for Elevator Production in India
Japan's Kyosan Electric opens up in India
Jamna Auto may Sell its Stake in the NHK Springs JV
Pune Farmer and Japan’s NEC Corporation Join Hands to Produce High-Value
Strawberry
India’s Reliance Group enters the Top 2 Gaming Markets in the World
Tata Metaliks Ends its Collaboration with Japanese Kubota and Metal One
Mitsubishi Partners with Neuland Laboratories in an API Deal
India and Japan Cooperate to Ensure Freedom of Navigation on the High Seas
Japan Grants an Aid of USD 2.32 Billion to India
Knowledge Centre : Impact of the Companies Bill, 2012 on the Foreign Companies having a Place of Business in India
The Blades is the world's only globally accredited aerobatic airline that can take passengers up in stunt planes for air shows. The four-man display team, made up of former military pilots with over 10,000 hours of flight experience between them, put on stunning aerial displays just feet apart from each other in tight formations. During a demonstration flight for the author, the display pilot takes them through various maneuvers like stall turns that are exhilarating from the close-up perspective of being in one of the planes.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
Northern Engraving | Nameplate Manufacturing Process - 2024Northern Engraving
Manufacturing custom quality metal nameplates and badges involves several standard operations. Processes include sheet prep, lithography, screening, coating, punch press and inspection. All decoration is completed in the flat sheet with adhesive and tooling operations following. The possibilities for creating unique durable nameplates are endless. How will you create your brand identity? We can help!
Must Know Postgres Extension for DBA and Developer during MigrationMydbops
Mydbops Opensource Database Meetup 16
Topic: Must-Know PostgreSQL Extensions for Developers and DBAs During Migration
Speaker: Deepak Mahto, Founder of DataCloudGaze Consulting
Date & Time: 8th June | 10 AM - 1 PM IST
Venue: Bangalore International Centre, Bangalore
Abstract: Discover how PostgreSQL extensions can be your secret weapon! This talk explores how key extensions enhance database capabilities and streamline the migration process for users moving from other relational databases like Oracle.
Key Takeaways:
* Learn about crucial extensions like oracle_fdw, pgtt, and pg_audit that ease migration complexities.
* Gain valuable strategies for implementing these extensions in PostgreSQL to achieve license freedom.
* Discover how these key extensions can empower both developers and DBAs during the migration process.
* Don't miss this chance to gain practical knowledge from an industry expert and stay updated on the latest open-source database trends.
Mydbops Managed Services specializes in taking the pain out of database management while optimizing performance. Since 2015, we have been providing top-notch support and assistance for the top three open-source databases: MySQL, MongoDB, and PostgreSQL.
Our team offers a wide range of services, including assistance, support, consulting, 24/7 operations, and expertise in all relevant technologies. We help organizations improve their database's performance, scalability, efficiency, and availability.
Contact us: info@mydbops.com
Visit: https://www.mydbops.com/
Follow us on LinkedIn: https://in.linkedin.com/company/mydbops
For more details and updates, please follow up the below links.
Meetup Page : https://www.meetup.com/mydbops-databa...
Twitter: https://twitter.com/mydbopsofficial
Blogs: https://www.mydbops.com/blog/
Facebook(Meta): https://www.facebook.com/mydbops/
Session 1 - Intro to Robotic Process Automation.pdfUiPathCommunity
👉 Check out our full 'Africa Series - Automation Student Developers (EN)' page to register for the full program:
https://bit.ly/Automation_Student_Kickstart
In this session, we shall introduce you to the world of automation, the UiPath Platform, and guide you on how to install and setup UiPath Studio on your Windows PC.
📕 Detailed agenda:
What is RPA? Benefits of RPA?
RPA Applications
The UiPath End-to-End Automation Platform
UiPath Studio CE Installation and Setup
💻 Extra training through UiPath Academy:
Introduction to Automation
UiPath Business Automation Platform
Explore automation development with UiPath Studio
👉 Register here for our upcoming Session 2 on June 20: Introduction to UiPath Studio Fundamentals: https://community.uipath.com/events/details/uipath-lagos-presents-session-2-introduction-to-uipath-studio-fundamentals/
"NATO Hackathon Winner: AI-Powered Drug Search", Taras KlobaFwdays
This is a session that details how PostgreSQL's features and Azure AI Services can be effectively used to significantly enhance the search functionality in any application.
In this session, we'll share insights on how we used PostgreSQL to facilitate precise searches across multiple fields in our mobile application. The techniques include using LIKE and ILIKE operators and integrating a trigram-based search to handle potential misspellings, thereby increasing the search accuracy.
We'll also discuss how the azure_ai extension on PostgreSQL databases in Azure and Azure AI Services were utilized to create vectors from user input, a feature beneficial when users wish to find specific items based on text prompts. While our application's case study involves a drug search, the techniques and principles shared in this session can be adapted to improve search functionality in a wide range of applications. Join us to learn how PostgreSQL and Azure AI can be harnessed to enhance your application's search capability.
Interested in search powered business analytics? Want to know more about CXAIR? Our latest video explains it all.
www.connexica.com
info@connexica.com
01785 246777
1) The document discusses introducing classroom technology like personal response systems (PRS) to engage students at LSE who were falling asleep.
2) It notes benefits of PRS like interactivity, feedback, and attention grabbing but also questions like the cost, how interactive it really is, and whether academics can adopt agile teaching.
3) A student quote warns that technology should not be introduced randomly but should meet an identified need first.
- The Western Publications Association started in 1923 and has since expanded to become a network of regional publications, websites, and other online resources focused on the insurance industry.
- Their flagship website, InsuranceJournal.com, receives over 1.25 million page views and 240,000 unique visitors per month. It is the most heavily trafficked B2B insurance news site on the internet.
- In addition to online publications, they provide services like videos, webcasts, forums, directories and newsletters to connect over 50,000 insurance professionals. They are continually innovating their digital offerings and platforms.
This document advertises a Channel 4 documentary titled "A Compulsive Liar" about a person who lies compulsively. It includes the title, images from the documentary, summaries of the content which explores compulsive lying, air date and platform information. Quotes from the documentary are also presented.
Romteck Australia Pty Ltd is an original equipment manufacturer that specializes in designing, manufacturing, and servicing ultra high reliability IoT systems for mission critical applications. They provide turnkey solutions including monitoring systems, fuel management, fitness for work screening, and alarm signalling equipment to clients in various industries such as mining, aviation, and utilities. Romteck has over 25 years of experience in this field and works with major clients including Airservices Australia, Rio Tinto, and Telstra.
El documento resume el uso de Internet y las redes sociales en España. Aproximadamente 36 millones de personas usan Internet y 22 millones usan redes sociales como Facebook o WhatsApp. La mayoría (86%) accede a Internet a diario, principalmente desde dispositivos móviles. WhatsApp y Facebook son las redes sociales más populares en España. La mayoría de usuarios de Facebook tienen entre 20 y 39 años y su uso es equitativo entre hombres y mujeres.
Este documento presenta una programación didáctica que incluye una justificación de la importancia de la programación, un análisis del contexto, los objetivos generales de la asignatura, los contenidos, las estrategias metodológicas, la evaluación y las medidas de atención a la diversidad. También incluye una unidad didáctica y una sesión de clase con sus correspondientes elementos. Finalmente, cita los principales decretos y leyes que fundamentan la programación como el Decreto 97-2015, el Real Decreto 126-2014 y
This document discusses insertion sort, including its basic idea of inserting unsorted elements into a sorted list one by one. An example is provided to illustrate how insertion sort works on an array of random numbers. Pseudocode is given for an insertion sort function, and example C code is provided to show how to insert an element into a sorted list. The document ends with questions about applications of insertion sort and alternative implementations.
El documento habla sobre hábitos saludables de alimentación y deporte. Recomienda comer principalmente pan, cereales, verduras y frutas, así como beber al menos 6 vasos de agua al día, y practicar deporte media hora diaria. Además, identifica hábitos no saludables como consumir alcohol, fumar o comer en exceso alimentos grasos.
Et er at formidle viden, så deltagerne kan bestå en eksamen – noget andet er et uddannelsesforløb, som muliggør et reelt kompetenceløft. Fangel Projektlederuddannelsen er designet til kompetenceløft – via fokus på praktik mellem moduler.
Indo-Japan Trade and Investment Bulletine by Japan Desk of Corporate Professionals,
Kose Corporation Enters into its First Overseas JV with Elder Pharma
India’s Rollatainers Limited forms a 50:50 JV with Japan’s Toyo Machine
L&T to exit from JV with Komatsu
Japan’s Isuzu Motors Ltd to set up an LCV manufacturing plant in India
India-Japanese Hospital in Bangalore to Start Functioning from July
Kalyani Appointed Head of India-Japan Business Leader's Forum
Mitsubishi Electric Planning for Elevator Production in India
Japan's Kyosan Electric opens up in India
Jamna Auto may Sell its Stake in the NHK Springs JV
Pune Farmer and Japan’s NEC Corporation Join Hands to Produce High-Value
Strawberry
India’s Reliance Group enters the Top 2 Gaming Markets in the World
Tata Metaliks Ends its Collaboration with Japanese Kubota and Metal One
Mitsubishi Partners with Neuland Laboratories in an API Deal
India and Japan Cooperate to Ensure Freedom of Navigation on the High Seas
Japan Grants an Aid of USD 2.32 Billion to India
Knowledge Centre : Impact of the Companies Bill, 2012 on the Foreign Companies having a Place of Business in India
The Blades is the world's only globally accredited aerobatic airline that can take passengers up in stunt planes for air shows. The four-man display team, made up of former military pilots with over 10,000 hours of flight experience between them, put on stunning aerial displays just feet apart from each other in tight formations. During a demonstration flight for the author, the display pilot takes them through various maneuvers like stall turns that are exhilarating from the close-up perspective of being in one of the planes.
How information systems are built or acquired puts information, which is what they should be about, in a secondary place. Our language adapted accordingly, and we no longer talk about information systems but applications. Applications evolved in a way to break data into diverse fragments, tightly coupled with applications and expensive to integrate. The result is technical debt, which is re-paid by taking even bigger "loans", resulting in an ever-increasing technical debt. Software engineering and procurement practices work in sync with market forces to maintain this trend. This talk demonstrates how natural this situation is. The question is: can something be done to reverse the trend?
Northern Engraving | Nameplate Manufacturing Process - 2024Northern Engraving
Manufacturing custom quality metal nameplates and badges involves several standard operations. Processes include sheet prep, lithography, screening, coating, punch press and inspection. All decoration is completed in the flat sheet with adhesive and tooling operations following. The possibilities for creating unique durable nameplates are endless. How will you create your brand identity? We can help!
Must Know Postgres Extension for DBA and Developer during MigrationMydbops
Mydbops Opensource Database Meetup 16
Topic: Must-Know PostgreSQL Extensions for Developers and DBAs During Migration
Speaker: Deepak Mahto, Founder of DataCloudGaze Consulting
Date & Time: 8th June | 10 AM - 1 PM IST
Venue: Bangalore International Centre, Bangalore
Abstract: Discover how PostgreSQL extensions can be your secret weapon! This talk explores how key extensions enhance database capabilities and streamline the migration process for users moving from other relational databases like Oracle.
Key Takeaways:
* Learn about crucial extensions like oracle_fdw, pgtt, and pg_audit that ease migration complexities.
* Gain valuable strategies for implementing these extensions in PostgreSQL to achieve license freedom.
* Discover how these key extensions can empower both developers and DBAs during the migration process.
* Don't miss this chance to gain practical knowledge from an industry expert and stay updated on the latest open-source database trends.
Mydbops Managed Services specializes in taking the pain out of database management while optimizing performance. Since 2015, we have been providing top-notch support and assistance for the top three open-source databases: MySQL, MongoDB, and PostgreSQL.
Our team offers a wide range of services, including assistance, support, consulting, 24/7 operations, and expertise in all relevant technologies. We help organizations improve their database's performance, scalability, efficiency, and availability.
Contact us: info@mydbops.com
Visit: https://www.mydbops.com/
Follow us on LinkedIn: https://in.linkedin.com/company/mydbops
For more details and updates, please follow up the below links.
Meetup Page : https://www.meetup.com/mydbops-databa...
Twitter: https://twitter.com/mydbopsofficial
Blogs: https://www.mydbops.com/blog/
Facebook(Meta): https://www.facebook.com/mydbops/
Session 1 - Intro to Robotic Process Automation.pdfUiPathCommunity
👉 Check out our full 'Africa Series - Automation Student Developers (EN)' page to register for the full program:
https://bit.ly/Automation_Student_Kickstart
In this session, we shall introduce you to the world of automation, the UiPath Platform, and guide you on how to install and setup UiPath Studio on your Windows PC.
📕 Detailed agenda:
What is RPA? Benefits of RPA?
RPA Applications
The UiPath End-to-End Automation Platform
UiPath Studio CE Installation and Setup
💻 Extra training through UiPath Academy:
Introduction to Automation
UiPath Business Automation Platform
Explore automation development with UiPath Studio
👉 Register here for our upcoming Session 2 on June 20: Introduction to UiPath Studio Fundamentals: https://community.uipath.com/events/details/uipath-lagos-presents-session-2-introduction-to-uipath-studio-fundamentals/
"NATO Hackathon Winner: AI-Powered Drug Search", Taras KlobaFwdays
This is a session that details how PostgreSQL's features and Azure AI Services can be effectively used to significantly enhance the search functionality in any application.
In this session, we'll share insights on how we used PostgreSQL to facilitate precise searches across multiple fields in our mobile application. The techniques include using LIKE and ILIKE operators and integrating a trigram-based search to handle potential misspellings, thereby increasing the search accuracy.
We'll also discuss how the azure_ai extension on PostgreSQL databases in Azure and Azure AI Services were utilized to create vectors from user input, a feature beneficial when users wish to find specific items based on text prompts. While our application's case study involves a drug search, the techniques and principles shared in this session can be adapted to improve search functionality in a wide range of applications. Join us to learn how PostgreSQL and Azure AI can be harnessed to enhance your application's search capability.
From Natural Language to Structured Solr Queries using LLMsSease
This talk draws on experimentation to enable AI applications with Solr. One important use case is to use AI for better accessibility and discoverability of the data: while User eXperience techniques, lexical search improvements, and data harmonization can take organizations to a good level of accessibility, a structural (or “cognitive” gap) remains between the data user needs and the data producer constraints.
That is where AI – and most importantly, Natural Language Processing and Large Language Model techniques – could make a difference. This natural language, conversational engine could facilitate access and usage of the data leveraging the semantics of any data source.
The objective of the presentation is to propose a technical approach and a way forward to achieve this goal.
The key concept is to enable users to express their search queries in natural language, which the LLM then enriches, interprets, and translates into structured queries based on the Solr index’s metadata.
This approach leverages the LLM’s ability to understand the nuances of natural language and the structure of documents within Apache Solr.
The LLM acts as an intermediary agent, offering a transparent experience to users automatically and potentially uncovering relevant documents that conventional search methods might overlook. The presentation will include the results of this experimental work, lessons learned, best practices, and the scope of future work that should improve the approach and make it production-ready.
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfChart Kalyan
A Mix Chart displays historical data of numbers in a graphical or tabular form. The Kalyan Rajdhani Mix Chart specifically shows the results of a sequence of numbers over different periods.
What is an RPA CoE? Session 1 – CoE VisionDianaGray10
In the first session, we will review the organization's vision and how this has an impact on the COE Structure.
Topics covered:
• The role of a steering committee
• How do the organization’s priorities determine CoE Structure?
Speaker:
Chris Bolin, Senior Intelligent Automation Architect Anika Systems
Main news related to the CCS TSI 2023 (2023/1695)Jakub Marek
An English 🇬🇧 translation of a presentation to the speech I gave about the main changes brought by CCS TSI 2023 at the biggest Czech conference on Communications and signalling systems on Railways, which was held in Clarion Hotel Olomouc from 7th to 9th November 2023 (konferenceszt.cz). Attended by around 500 participants and 200 on-line followers.
The original Czech 🇨🇿 version of the presentation can be found here: https://www.slideshare.net/slideshow/hlavni-novinky-souvisejici-s-ccs-tsi-2023-2023-1695/269688092 .
The videorecording (in Czech) from the presentation is available here: https://youtu.be/WzjJWm4IyPk?si=SImb06tuXGb30BEH .
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/temporal-event-neural-networks-a-more-efficient-alternative-to-the-transformer-a-presentation-from-brainchip/
Chris Jones, Director of Product Management at BrainChip , presents the “Temporal Event Neural Networks: A More Efficient Alternative to the Transformer” tutorial at the May 2024 Embedded Vision Summit.
The expansion of AI services necessitates enhanced computational capabilities on edge devices. Temporal Event Neural Networks (TENNs), developed by BrainChip, represent a novel and highly efficient state-space network. TENNs demonstrate exceptional proficiency in handling multi-dimensional streaming data, facilitating advancements in object detection, action recognition, speech enhancement and language model/sequence generation. Through the utilization of polynomial-based continuous convolutions, TENNs streamline models, expedite training processes and significantly diminish memory requirements, achieving notable reductions of up to 50x in parameters and 5,000x in energy consumption compared to prevailing methodologies like transformers.
Integration with BrainChip’s Akida neuromorphic hardware IP further enhances TENNs’ capabilities, enabling the realization of highly capable, portable and passively cooled edge devices. This presentation delves into the technical innovations underlying TENNs, presents real-world benchmarks, and elucidates how this cutting-edge approach is positioned to revolutionize edge AI across diverse applications.
Dandelion Hashtable: beyond billion requests per second on a commodity serverAntonios Katsarakis
This slide deck presents DLHT, a concurrent in-memory hashtable. Despite efforts to optimize hashtables, that go as far as sacrificing core functionality, state-of-the-art designs still incur multiple memory accesses per request and block request processing in three cases. First, most hashtables block while waiting for data to be retrieved from memory. Second, open-addressing designs, which represent the current state-of-the-art, either cannot free index slots on deletes or must block all requests to do so. Third, index resizes block every request until all objects are copied to the new index. Defying folklore wisdom, DLHT forgoes open-addressing and adopts a fully-featured and memory-aware closed-addressing design based on bounded cache-line-chaining. This design offers lock-free index operations and deletes that free slots instantly, (2) completes most requests with a single memory access, (3) utilizes software prefetching to hide memory latencies, and (4) employs a novel non-blocking and parallel resizing. In a commodity server and a memory-resident workload, DLHT surpasses 1.6B requests per second and provides 3.5x (12x) the throughput of the state-of-the-art closed-addressing (open-addressing) resizable hashtable on Gets (Deletes).
"Choosing proper type of scaling", Olena SyrotaFwdays
Imagine an IoT processing system that is already quite mature and production-ready and for which client coverage is growing and scaling and performance aspects are life and death questions. The system has Redis, MongoDB, and stream processing based on ksqldb. In this talk, firstly, we will analyze scaling approaches and then select the proper ones for our system.
ScyllaDB is making a major architecture shift. We’re moving from vNode replication to tablets – fragments of tables that are distributed independently, enabling dynamic data distribution and extreme elasticity. In this keynote, ScyllaDB co-founder and CTO Avi Kivity explains the reason for this shift, provides a look at the implementation and roadmap, and shares how this shift benefits ScyllaDB users.