How about "Introduction to AI: Understanding the Basics"? It's a simple yet relevant topic that can cover fundamental concepts of artificial intelligence in a concise manner.
This presentation was completely on the upcoming Fifth-generation Technology and explaining the earlier generations with their advantages and applications including the features and their software and Hardware Requirements.
This presentation was completely on the upcoming Fifth-generation Technology and explaining the earlier generations with their advantages and applications including the features and their software and Hardware Requirements.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Forklift Classes Overview by Intella PartsIntella Parts
Discover the different forklift classes and their specific applications. Learn how to choose the right forklift for your needs to ensure safety, efficiency, and compliance in your operations.
For more technical information, visit our website https://intellaparts.com
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Water billing management system project report.pdfKamal Acharya
Our project entitled “Water Billing Management System” aims is to generate Water bill with all the charges and penalty. Manual system that is employed is extremely laborious and quite inadequate. It only makes the process more difficult and hard.
The aim of our project is to develop a system that is meant to partially computerize the work performed in the Water Board like generating monthly Water bill, record of consuming unit of water, store record of the customer and previous unpaid record.
We used HTML/PHP as front end and MYSQL as back end for developing our project. HTML is primarily a visual design environment. We can create a android application by designing the form and that make up the user interface. Adding android application code to the form and the objects such as buttons and text boxes on them and adding any required support code in additional modular.
MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software. It is a stable ,reliable and the powerful solution with the advanced features and advantages which are as follows: Data Security.MySQL is free open source database that facilitates the effective management of the databases by connecting them to the software.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Using recycled concrete aggregates (RCA) for pavements is crucial to achieving sustainability. Implementing RCA for new pavement can minimize carbon footprint, conserve natural resources, reduce harmful emissions, and lower life cycle costs. Compared to natural aggregate (NA), RCA pavement has fewer comprehensive studies and sustainability assessments.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
5. What is 5G ?
5G Wireless is 5th generation wireless
technology
It is a complete wireless communication with
almost no limitations
Can be also called as REAL wireless world
Has incredible transmission speed
Higher and better performance
6. What does it offer ?
Worldwide cellular phones
Extraordinary data capabilities
High connectivity
More power and features in hand held phones
Large phone memory, more dialing speed,
higher clarity in audio and video
8. 1G
• Developed in 1980s & was completed in the
early 1990s
• Based on analog system
• Speed up to 2.4 kbps
• AMPS was launched by the US & it was the
first 1G mobile system
• Allowed users to make voice calls within the
country only
9. 2G
• Developed in late 1980s and completed in
late 1990s
• Based on digital system
• Speed up to 64 kbps
• Services such as digital voice and SMS
had more clarity
• Semi global facility
10. 3G
• Developed between late 1990s & early 2000s
until present day
• Transmission speed from 125 kbps to 2 Mbps
• Superior voice quality
• Good clarity in video conferences
• Enabled features such as E-mail, PDA,
information surfing, online shopping/banking,
games, etc.
• Global roaming facility
11. 4G
• Developed in 2010
• Faster and more reliable
• Speed up to 100 Mbps
• High performance
• Easy roaming
• Low cost
12. 5G
• Next major phase of mobile
telecommunication and wireless system
• T
en times more capacity than others
• Expected speed up to 1 Gbps
• More faster and reliable than 4G
• Lower cost than previous generations
13. Key concepts…
▶ Real wireless world with no more limitations with access and
zone issues
▶ Wearable devices
▶ IPv6, where a visiting care of mobile IP address is assigned
according to location and connected network
▶ One unified global standard
▶ Smart radio
▶ The user can simultaneously be connected with several
wireless access technology
▶ Multiple concurrent data transfer path
15. Open Wireless Architecture (OWA)
▶OSI layer 1 & OSI layer 2 define the wireless
technology
▶For these two layers the 5G mobile networks
is likely to be based on Open Wireless
Architecture(OWA)
▶Physical layer + Data link Layer = OWA