This document discusses the implementation of firewalls in a corporate environment. It begins with an introduction to computer security and firewalls. Firewalls regulate information flow between computer networks and protect networks by standing between the network and outside world. There are different types of firewalls such as packet filtering, stateful, circuit level gateway, and application proxy firewalls. The document then discusses the need for firewalls in corporate environments and existing firewall systems using IPv4 and IPv6. It proposes a new firewall system based on VLANs which uses virtual LANs to allow authorized groups of computers on the network while restricting unauthorized traffic. It concludes that the proposed VLAN-based firewall scheme enhances network security performance.
The document discusses wireless network security. It covers topics like Wired Equivalent Privacy (WEP), Wi-Fi Protected Access (WPA), and virtual private networks (VPNs). WEP was an early security standard with flaws that led to the development of WPA and WPA2 with stronger encryption. The document discusses wireless attacks and defenses, as well as secure wireless network design considerations like using encryption, mutual authentication, and intrusion detection systems. It also covers mobile IP and VPN tunneling protocols like PPTP and L2TP that allow secure remote access.
The document discusses security issues with 802.11b wireless LANs. It identifies 7 categories of risks: insertion attacks, interception of traffic, jamming, client-to-client attacks, brute force password attacks, encryption attacks, and misconfigurations. Default access point settings like SSIDs and passwords leave them vulnerable if not changed. Proper configuration of wireless access points, firewalls, intrusion detection, and encryption are recommended to secure a wireless network.
The document summarizes vulnerabilities in the WEP and WPA2 wireless security protocols. It provides an overview of how each protocol works, algorithms used, and known weaknesses. Procedures are described for cracking WEP and WPA2 networks using the Aircrack-ng software suite by capturing packets to obtain keys. Both WEP and WPA2 were shown to be vulnerable to attack, with WEP cracking taking 15-20 minutes and WPA2 cracking using a dictionary attack on captured handshake data.
SECURING IEEE 802.11G WLAN USING OPENVPN AND ITS IMPACT ANALYSISIJNSA Journal
Like most advances, wireless LAN poses both opportunities and risks. The evolution of wireless networking in recent years has raised many serious security issues. These security issues are of great concern for this technology as it is being subjected to numerous attacks. Because of the free-space radio transmission in wireless networks, eavesdropping becomes easy and consequently a security breach may result in unauthorized access, information theft, interference and service degradation. Virtual Private Networks (VPNs) have emerged as an important solution to security threats surrounding the use of public networks for private communications. While VPNs for wired line networks have matured in both research and commercial environments, the design and deployment of VPNs for WLAN is still an evolving field. This paper presents an approach to secure IEEE 802.11g WLAN using OpenVPN, a transport layer VPN solution and its impact on performance of IEEE 802.11g WLAN.
This document discusses cybersecurity for industrial networks. It introduces Westermo, which provides hardware and software for industrial communications. It outlines the current security threats facing industrial networks, including state-sponsored hacking and disgruntled employees. It then discusses best practices for building a secure network, including perimeter protection, network segmentation, disabling unused ports, port authentication, and network-to-network protection using VPNs. Finally, it describes Westermo's cybersecurity features and tools like WeConfig that help harden devices and networks.
The document discusses the history and development of virtual private networks (VPNs). It explains that early VPNs used IPSec but had problems with complexity and interoperability. This led to the development of user-space VPNs using virtual network interfaces and encapsulating IP packets in UDP for transmission over public networks like the internet. OpenVPN is highlighted as an open-source user-space VPN that follows this model and provides a more portable and easier to configure alternative to IPSec VPNs.
This document discusses network monitoring and network security. It begins by defining network monitoring as the oversight of a computer network using specialized management software tools to ensure network availability and performance. It then discusses how network monitoring tools like Wireshark can be used to monitor network traffic and troubleshoot issues. Finally, it outlines different types of network security measures that can be implemented, such as firewalls, antivirus software, and network segmentation to protect networks from malicious threats and exploits.
This document discusses security considerations for wireless LANs. It outlines common wireless LAN components like access points and antennas. It describes how wireless LANs can be configured in ad hoc networks or connect to wired LANs via an access point. The document discusses security threats from lack of encryption, rogue access points, and unauthorized network access. It provides recommendations for best practices like separating guest and internal networks, detecting rogue access points, using strong encryption, and establishing security policies.
IMPLEMENTATION OF A SECURITY PROTOCOL FOR BLUETOOTH AND WI-FIIJNSA Journal
This paper is mainly based on providing security to the wireless networks through which devices like
Bluetooth gets connected. The Wi-Fi connections are also prone to various attacks these days. The
protocols that are required to provide security to wireless networks can be implemented by creating a
wireless scenario using the software Network Simulator. This paper illustrates a scenario to check the
security protocol. As NS2 mainly has the implementation of routing protocols, a new protocol should be
designed especially for security purpose. This is done by following many tutorials to get a minimum basic
knowledge of NS2, C/C++ coding. The security feature followed in the paper is encryption/decryption of
the data that is being exchanged. Data should be ensured as and then there will be a perfect
implementation of the protocol. So, the paper throughout concentrates on adding a new security protocol to
NS2 and implementation of that protocol by providing a wireless scenario.
"Security & Privacy in WLAN - A Primer and Case Study"
The objective of this paper is to illustrate a primer on Wireless Local Area Network (WLAN) security issues along with an experiment on WLAN penetration test in a live network.
Cisco SAFE_Wireless LAN Security in Depth v2LinkedIn
This document provides a summary of best practices for designing and implementing secure wireless LANs (WLANs) using elements of Cisco's SAFE (Secure Access For Enterprise) Blueprint for network security. It discusses various WLAN design options for large, medium and small networks as well as remote users. The document outlines security risks of WLANs such as unauthorized access, interference, spoofing of identities, and denial of service attacks. It also discusses weaknesses in the existing 802.11 security standards and the need for more robust authentication, encryption, and key management to secure WLANs.
The document discusses trends in computer networking job roles. It describes several common networking roles including network administrator, network technician, network security specialist, and network manager. For each role it provides details on typical responsibilities and qualifications needed. It also discusses the increasing demand for networking professionals with security skills due to more organizations moving transactions and data online.
Wireless LAN Security Attacks and CCM Protocol with Some Best Practices in De...IRJET Journal
This document discusses security issues and attacks on wireless local area networks (WLANs) and protocols to enhance WLAN security. It begins by introducing WLANs and identifying security considerations like man-in-the-middle attacks and denial of service attacks. It then discusses early security protocols like Wired Equivalent Privacy (WEP) that were flawed and led to vulnerabilities. Later protocols like Wi-Fi Protected Access (WPA) and Wi-Fi Protected Access 2 (WPA2) aimed to address these issues with stronger encryption and authentication. The document also outlines the three phases of connecting to a WLAN - scanning, authentication, and association. It concludes by emphasizing the need for secure protocols to protect WLANs similar
Wireless LANs can operate in either infrastructure mode with a central access point or in ad hoc mode without one. There are different types of wireless technologies like infrared, spread spectrum, and narrowband microwave. Standards include Bluetooth, 802.11, Hyper LAN. Wireless networks are insecure due to the open air medium and are vulnerable to jamming, interference, and spoofing attacks. Key methods to secure wireless networks include checking for rogue access points, using WEP encryption with enhancements like TKIP and AES, implementing IPsec, and utilizing 802.1x/EAP authentication with protocols like LEAP, TLS, and PEAP. More research is still needed to develop stronger encryption techniques and address remaining inse
Layered Approach for Preprocessing of Data in Intrusion Prevention SystemsEditor IJCATR
Due to extensive growth of the Internet and increasing availability of tools and methods for intruding and attacking
networks, intrusion detection has become a critical component of network security parameters. TCP/IP protocol suite is the defacto
standard for communication on the Internet. The underlying vulnerabilities in the protocols is the root cause of intrusions. Therefor
Intrusion detection system becomes an important element in network security that controls real time data and leads to huge
dimensional problem. Processing large number of packets and data in real time is very difficult and costly. Therefor data preprocessing
is necessary to remove redundant and unwanted information from packets and clean network data. Here, we are focusing on
two important aspects of intrusion detection; one is accuracy and other is performance. The layered approach of TCP/IP model can be
applied to packet pre-processing to achieve early and faster intrusion detection. Motivation for the paper comes from the large impact
data preprocessing has on the accuracy and capability of anomaly-based NIPS. In this paper it is demonstrated that high attack
detection accuracy can be achieved by using layered approach for data preprocessing in Internet. To reduce false positive rate and to
increase efficiency of detection, the paper proposed framework for preprocessing in intrusion prevention system. We experimented
with real time network traffic as well as he KDDcup99 dataset for our research.
The document provides an overview of wireless network security, outlining common issues, threats, and security measures for wireless networks. It discusses standards and protocols like WEP, WPA, and WPA2 and provides practical tips for securing a wireless network, such as enabling encryption, changing default settings, and using firewalls. The document also briefly discusses future trends in wireless network security.
Whenyour computer isconnected to the Internet, you expose your computer to a variety of potentialthreats. The Internet isdesigned in such a waythat if you have access to the Internet, all other computers on the Internet canconnect to yourcomputer.Thisleavesyouvulnerable to variouscommonattacks. This isespeciallytroubling as severalpopular programs open services on your computer thatallowothers to view files on your computer! Whilethisfunctionalityisexpected, the difficultyisthatsecurityerrors are detectedthatalwaysallow hackers to attackyour computer with the ability to view or destroy sensitive information stored on your computer. To protectyour computer fromsuchattacksyouneed to "teach" your computer to ignore or resistexternaltestingattempts. The commonname for such a program is Firewall. A firewall is software thatcreates a secureenvironmentwhosefunctionis to block or restrictincoming and outgoing information over a network. These firewalls actually do not work and are not suitable for business premises to maintain information securitywhilesupporting free exchange of ideas. Firewall are becoming more and more sophisticated in the day, and new features are beingadded all the time, sothat, despitecriticism and intimidatingdevelopmentmethods, they are still a powerfuldefense. In thispaper, weread a network firewall thathelps the corporateenvironment and other networks thatwant to exchange information over the network. The firewall protects the flow of trafficthrough the internet and limits the amount of external and internal information and provides the internal user with the illusion of anonymous FTP and www online communications.
NetFlow is a network monitoring technology that collects IP traffic data from network devices and analyzes it to provide visibility into network usage, problems, and threats. It helps plug security loopholes that exist in current network security systems like IDS/IPS. NetFlow data can be used to detect hacking attempts, stop zero-day malware infections, monitor internal network threats, and provide effective monitoring of high-speed and complex meshed networks. ManageEngine NetFlow Analyzer is a software solution that leverages NetFlow data to provide granular traffic reporting, conversation details, protocol distribution details, and anomaly detection capabilities.
Research Inventy : International Journal of Engineering and Scienceinventy
Research Inventy : International Journal of Engineering and Science is published by the group of young academic and industrial researchers with 12 Issues per year. It is an online as well as print version open access journal that provides rapid publication (monthly) of articles in all areas of the subject such as: civil, mechanical, chemical, electronic and computer engineering as well as production and information technology. The Journal welcomes the submission of manuscripts that meet the general criteria of significance and scientific excellence. Papers will be published by rapid process within 20 days after acceptance and peer review process takes only 7 days. All articles published in Research Inventy will be peer-reviewed.
IRJET- Research Paper Firewall- Prevent Unauthorized UsersIRJET Journal
The document discusses firewall technologies that are commonly used to prevent unauthorized access to private networks connected to the Internet. It describes several types of firewalls including packet filtering firewalls, application gateways, circuit-level gateways, and proxy servers. While firewalls provide important security, they have some limitations such as not being able to fully protect against virus attacks or insider threats from authorized users. Therefore, using different firewall technologies together can help develop a more secure network.
This document provides an overview of firewalls, including what they are, different types, basic concepts, their role, advantages, and disadvantages. It defines a firewall as a program or device that filters network traffic between the internet and a private network based on a set of rules. The document discusses software vs hardware firewalls and different types like packet filtering, application-level gateways, and circuit-level gateways. It also covers the history of firewalls, their design goals, and how they concentrate security and restrict access to trusted machines only.
This document provides an overview of firewalls, including what they are, different types, basic concepts, their role, advantages, and disadvantages. It defines a firewall as a program or device that filters network traffic between the internet and a private network based on a set of rules. The document discusses software vs hardware firewalls and different types like packet filtering, application-level gateways, and circuit-level gateways. It also covers the history of firewalls, their design goals, and how they concentrate security and restrict access to trusted machines only.
This document discusses firewalls, including their definition, history, types, and purposes. A firewall is a program or hardware device that filters network traffic between the internet and an internal network based on a set of security rules. There are different types of firewalls, including packet filtering routers, application-level gateways, and circuit-level gateways. Firewalls aim to restrict network access and protect internal systems by only allowing authorized traffic according to a security policy.
The document discusses security measures taken by the ICT directorate of Addis Ababa Science and Technology University. They use a FortiGate 1200D firewall to secure their internal network and servers from threats. They also use Kaspersky antivirus software, implement backup and fault tolerance systems, and take steps to secure their web, database, and mail servers. The staff follow security checklists that include keeping systems updated, implementing firewalls and SSL, encrypting connections, securing user logins and databases, and scanning for malware.
This document provides an overview of firewalls, including what they are, how they work, types of firewalls, and their history. A firewall is a program or device that filters network traffic between the internet and an internal network based on a set of rules. There are different types, including packet filtering routers, application-level gateways, and circuit-level gateways. Firewalls aim to only allow authorized traffic according to a security policy while protecting internal systems. They provide advantages such as restricting access and hiding internal network information but can also limit some network connectivity.
Firewalls have evolved from metal sheets used in the 19th century to protect buildings from fire, to software and hardware used today to filter network traffic and protect computers and networks. Key developments included the growth of the internet in the 1980s which led to the implementation of firewalls in routers to control network data traffic and allocate networks. Different types of firewalls evolved to suit various network sizes, from personal firewalls on individual computers to enterprise firewalls capable of handling thousands of users across multiple firewalls. Future firewalls may be integrated directly into devices like personal computers and supercomputers.
A firewall is a system or set of rules designed to permit or deny computer applications access to networks based on a set of rules. Firewalls can be implemented through software or hardware and work by examining network packets and blocking or allowing passage based on the packet's contents. There are several types of firewalls including network layer, application layer, circuit layer, and stateful multi-layer inspection firewalls. Firewalls help secure private networks from unauthorized access from other networks like the internet.
This document discusses firewalls and their types. It begins by explaining that firewalls protect networks by guarding entry points and are becoming more sophisticated. It then defines a firewall as a network security system that controls incoming and outgoing network traffic based on rules. The document outlines different generations of firewalls and describes four main types: packet filtering, stateful packet inspection, application gateways/proxies, and circuit-level gateways. It details the characteristics, strengths, and weaknesses of each type. Finally, it emphasizes that networks are still at risk of attacks and that firewalls have become ubiquitous, so choosing the right solution depends on needs, policies, resources.
This document discusses firewalls and packet filters. It defines a firewall as a device that provides secure connectivity between networks and can be hardware, software, or a combination. There are two main types of firewalls - hardware and software. It also describes how firewalls and packet filters work, including inspecting packets and applying rules to determine if packets should be allowed through or blocked. The functions of packet filters are to control traffic and provide security. Manufacturing companies that provide firewall and packet filtering solutions are also listed.
IRJET- SDN Simulation in Mininet to Provide Security Via FirewallIRJET Journal
This document discusses implementing a firewall application in a Software Defined Networking (SDN) environment using Mininet and the POX controller. The authors create an SDN network topology in Mininet with hosts and switches. They develop an OpenFlow-based firewall that checks incoming packets against rules defined in the POX controller. This allows filtering of traffic and blocking of unauthorized access in a centralized, software-based way without dedicated hardware. The firewall implementation and experiment results using this SDN testbed are presented.
This document provides an overview of firewalls, including what they are, their history, types, and basic concepts. A firewall is a program or hardware device that filters network traffic between the internet and an internal network or computer. There are different types, including packet filtering routers, application-level gateways, and circuit-level gateways. Firewalls aim to only allow authorized traffic according to a security policy while protecting systems from outside penetration. They provide advantages like concentrating security but also disadvantages like potentially blocking some network access.
This presentation discusses different types of firewalls and their functions. It begins by defining a firewall as a device or software that controls incoming and outgoing network traffic based on security rules. It then discusses hardware and software firewalls, with hardware firewalls protecting entire networks at the router level while software firewalls protect individual computers. The presentation also covers four main types of firewall techniques: packet filtering, application proxy, stateful inspection, and circuit-level gateways. It concludes by stating that while firewalls provide important security, no single tool can handle all security functions on its own.
This presentation discusses firewalls, which are devices that provide secure connectivity between internal and external networks. A firewall can be hardware, software, or a combination of both, and it examines all messages entering or leaving a private network to block unauthorized access. Firewalls are needed to protect confidential information and network resources from outside threats. There are two main types: hardware firewalls, which are physical devices that can protect an entire network, and software firewalls, which run on individual computers and offer cheaper protection for home networks. Common firewall techniques include packet filtering, application gateways, circuit-level gateways, and using a bastion host.
This document discusses firewalls, including what they are, types of firewalls, and considerations for firewall configuration and use. Firewalls are designed to transfer traffic between networks of different trust levels and isolate networks from each other. There are two main types: network layer firewalls which operate at the packet level, and application layer firewalls which can inspect content of application packets. The document provides details on stateful and stateless network firewalls, and how network address translation functions. It offers guidance on appropriate firewall usage and important configuration practices like default denying access and being specific about allowed ports.
This document discusses firewalls and intrusion prevention systems. It begins by outlining the need for firewalls due to the evolution of networked systems and increased internet connectivity. It then describes different types of firewalls including packet filtering firewalls, stateful inspection firewalls, application-level gateways, and circuit-level gateways. It also discusses firewall basing options and configurations such as DMZ networks, VPNs, and distributed firewalls. The document concludes by covering intrusion prevention systems and their host-based, network-based, and distributed implementations.
A firewall monitors incoming and outgoing network traffic and blocks or permits data packets based on security rules. There are several types of firewalls including packet-filtering firewalls, circuit-level gateways, stateful inspection firewalls, application-level gateways, next-gen firewalls, software firewalls, and hardware firewalls. Cloud firewalls provide firewall services through a cloud-based solution and are easy to scale with organizational needs.
The document provides an overview of information technology and firewalls. It discusses what a firewall is, the history and types of firewalls, how firewalls work, the need for firewalls, advantages and disadvantages of firewalls, and real-time applications of firewalls. The types of firewalls discussed include packet filtering firewalls, stateful firewalls, application firewalls, and next generation firewalls. Examples are given of how firewalls can protect corporate networks, government organizations, service providers, small enterprises, home networks, and industrial control systems.
IRJET- Multi Plug Control using Internet of ThingsIRJET Journal
This document presents a multi-plug control system using Internet of Things (IoT). The system allows users to control home appliances like lights and fans remotely through a mobile app and the internet. It uses an Arduino microcontroller connected to a WiFi module to receive commands from the app over the internet and control relays connected to devices. The system aims to automate homes and save energy by allowing remote control of devices from anywhere through the internet-connected microcontroller. It provides advantages over manual systems like saving time and being able to control devices from anywhere in the world.
The document discusses different types of firewalls used for network security. It describes hardware and software firewalls, and some common examples of each. It also covers firewall techniques like packet filtering, application gateways, circuit-level gateways, and bastion hosts. The key roles of firewalls are to protect private networks and data from unauthorized external access. Choosing the right firewall depends on factors like network size, resources, and security needs.
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Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
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This research paper explores using plastic waste as a sustainable and cost-effective construction material. The study focuses on manufacturing pavers and bricks using recycled plastic and partially replacing concrete with plastic alternatives. Initial results found that pavers and bricks made from recycled plastic demonstrate comparable strength and durability to traditional materials while providing environmental and cost benefits. Additionally, preliminary research indicates incorporating plastic waste as a partial concrete replacement significantly reduces construction costs without compromising structural integrity. The outcomes suggest adopting plastic waste in construction can address plastic pollution while optimizing costs, promoting more sustainable building practices.
Profiling of Cafe Business in Talavera, Nueva Ecija: A Basis for Development ...IJAEMSJORNAL
This study aimed to profile the coffee shops in Talavera, Nueva Ecija, to develop a standardized checklist for aspiring entrepreneurs. The researchers surveyed 10 coffee shop owners in the municipality of Talavera. Through surveys, the researchers delved into the Owner's Demographic, Business details, Financial Requirements, and other requirements needed to consider starting up a coffee shop. Furthermore, through accurate analysis, the data obtained from the coffee shop owners are arranged to derive key insights. By analyzing this data, the study identifies best practices associated with start-up coffee shops’ profitability in Talavera. These findings were translated into a standardized checklist outlining essential procedures including the lists of equipment needed, financial requirements, and the Traditional and Social Media Marketing techniques. This standardized checklist served as a valuable tool for aspiring and existing coffee shop owners in Talavera, streamlining operations, ensuring consistency, and contributing to business success.
A brief introduction to quadcopter (drone) working. It provides an overview of flight stability, dynamics, general control system block diagram, and the electronic hardware.
Social media management system project report.pdfKamal Acharya
The project "Social Media Platform in Object-Oriented Modeling" aims to design
and model a robust and scalable social media platform using object-oriented
modeling principles. In the age of digital communication, social media platforms
have become indispensable for connecting people, sharing content, and fostering
online communities. However, their complex nature requires meticulous planning
and organization.This project addresses the challenge of creating a feature-rich and
user-friendly social media platform by applying key object-oriented modeling
concepts. It entails the identification and definition of essential objects such as
"User," "Post," "Comment," and "Notification," each encapsulating specific
attributes and behaviors. Relationships between these objects, such as friendships,
content interactions, and notifications, are meticulously established.The project
emphasizes encapsulation to maintain data integrity, inheritance for shared behaviors
among objects, and polymorphism for flexible content handling. Use case diagrams
depict user interactions, while sequence diagrams showcase the flow of interactions
during critical scenarios. Class diagrams provide an overarching view of the system's
architecture, including classes, attributes, and methods .By undertaking this project,
we aim to create a modular, maintainable, and user-centric social media platform that
adheres to best practices in object-oriented modeling. Such a platform will offer users
a seamless and secure online social experience while facilitating future enhancements
and adaptability to changing user needs.
OCS Training Institute is pleased to co-operate with
a Global provider of Rig Inspection/Audits,
Commission-ing, Compliance & Acceptance as well as
& Engineering for Offshore Drilling Rigs, to deliver
Drilling Rig Inspec-tion Workshops (RIW) which
teaches the inspection & maintenance procedures
required to ensure equipment integrity. Candidates
learn to implement the relevant standards &
understand industry requirements so that they can
verify the condition of a rig’s equipment & improve
safety, thus reducing the number of accidents and
protecting the asset.
Software Engineering and Project Management - Introduction to Project ManagementPrakhyath Rai
Introduction to Project Management: Introduction, Project and Importance of Project Management, Contract Management, Activities Covered by Software Project Management, Plans, Methods and Methodologies, some ways of categorizing Software Projects, Stakeholders, Setting Objectives, Business Case, Project Success and Failure, Management and Management Control, Project Management life cycle, Traditional versus Modern Project Management Practices.
Natural Is The Best: Model-Agnostic Code Simplification for Pre-trained Large...YanKing2
Pre-trained Large Language Models (LLM) have achieved remarkable successes in several domains. However, code-oriented LLMs are often heavy in computational complexity, and quadratically with the length of the input code sequence. Toward simplifying the input program of an LLM, the state-of-the-art approach has the strategies to filter the input code tokens based on the attention scores given by the LLM. The decision to simplify the input program should not rely on the attention patterns of an LLM, as these patterns are influenced by both the model architecture and the pre-training dataset. Since the model and dataset are part of the solution domain, not the problem domain where the input program belongs, the outcome may differ when the model is trained on a different dataset. We propose SlimCode, a model-agnostic code simplification solution for LLMs that depends on the nature of input code tokens. As an empirical study on the LLMs including CodeBERT, CodeT5, and GPT-4 for two main tasks: code search and summarization. We reported that 1) the reduction ratio of code has a linear-like relation with the saving ratio on training time, 2) the impact of categorized tokens on code simplification can vary significantly, 3) the impact of categorized tokens on code simplification is task-specific but model-agnostic, and 4) the above findings hold for the paradigm–prompt engineering and interactive in-context learning and this study can save reduce the cost of invoking GPT-4 by 24%per API query. Importantly, SlimCode simplifies the input code with its greedy strategy and can obtain at most 133 times faster than the state-of-the-art technique with a significant improvement. This paper calls for a new direction on code-based, model-agnostic code simplification solutions to further empower LLMs.
Unblocking The Main Thread - Solving ANRs and Frozen FramesSinan KOZAK
In the realm of Android development, the main thread is our stage, but too often, it becomes a battleground where performance issues arise, leading to ANRS, frozen frames, and sluggish Uls. As we strive for excellence in user experience, understanding and optimizing the main thread becomes essential to prevent these common perforrmance bottlenecks. We have strategies and best practices for keeping the main thread uncluttered. We'll examine the root causes of performance issues and techniques for monitoring and improving main thread health as wel as app performance. In this talk, participants will walk away with practical knowledge on enhancing app performance by mastering the main thread. We'll share proven approaches to eliminate real-life ANRS and frozen frames to build apps that deliver butter smooth experience.
Exploring Deep Learning Models for Image Recognition: A Comparative Reviewsipij
Image recognition, which comes under Artificial Intelligence (AI) is a critical aspect of computer vision,
enabling computers or other computing devices to identify and categorize objects within images. Among
numerous fields of life, food processing is an important area, in which image processing plays a vital role,
both for producers and consumers. This study focuses on the binary classification of strawberries, where
images are sorted into one of two categories. We Utilized a dataset of strawberry images for this study; we
aim to determine the effectiveness of different models in identifying whether an image contains
strawberries. This research has practical applications in fields such as agriculture and quality control. We
compared various popular deep learning models, including MobileNetV2, Convolutional Neural Networks
(CNN), and DenseNet121, for binary classification of strawberry images. The accuracy achieved by
MobileNetV2 is 96.7%, CNN is 99.8%, and DenseNet121 is 93.6%. Through rigorous testing and analysis,
our results demonstrate that CNN outperforms the other models in this task. In the future, the deep
learning models can be evaluated on a richer and larger number of images (datasets) for better/improved
results.