Artificial Intelligence and Machine Learning Archives

AppWizard

December 15, 2025

Final chance to save chats as Facebook shuts down Messenger app today

News Group Newspapers Limited has issued a notice regarding the prohibition of automated access, collection, or mining of content from its services, as stated in their terms and conditions. The organization acknowledges that legitimate human activity may sometimes be misinterpreted as automated behavior and encourages users to contact customer support if they believe this is the case. The policy against automated access applies to applications like artificial intelligence and machine learning. For commercial use inquiries, parties should contact crawlpermission@news.co.uk.

Tech Optimizer

October 31, 2025

AI-powered tuning tools for Amazon RDS for PostgreSQL and Amazon Aurora PostgreSQL databases: PI Reporter

AWS offers services like Amazon CloudWatch and CloudWatch Database Insights for monitoring Amazon RDS performance metrics. Users can create custom dashboards for Amazon RDS for PostgreSQL and Amazon Aurora PostgreSQL-Compatible Edition. Essential metrics to monitor include Database Connections, CPU Utilization, Freeable Memory, and various I/O metrics. PI Reporter is an open-source tool designed to capture performance metrics and workload snapshots for Amazon Aurora PostgreSQL-Compatible Edition. It integrates with Amazon Bedrock to analyze data and provide actionable recommendations. Users can generate detailed HTML reports comparing performance metrics over time, assess workload changes, and identify performance issues. To use PI Reporter, prerequisites include enabling Amazon CloudWatch Database Insights and the pg_stat_statements extension. Installation involves cloning the repository, configuring IAM policies, and executing commands to create snapshots and reports. The tool is designed for ease of use and can be run on Amazon EC2 or on-premises. The report generated by PI Reporter includes a summary of findings, root causes, and recommendations for performance improvement. It also identifies resource utilization issues during specific operations, such as bulk data inserts or idle transactions. Users are advised to validate AI-generated recommendations with database experts and to monitor for idle transactions to optimize performance. Costs may be incurred from resources created by Amazon Bedrock, and users should clean up these resources when no longer needed.

Tech Optimizer

September 15, 2025

AWS Bedrock Knowledge Bases: Comparing S3 Vector Store vs. OpenSearch, PostgreSQL & Neptune

A new initiative led by a consortium of technology firms aims to enhance digital interactions by improving user experience through seamless connectivity and accessibility. Key features include enhanced interoperability among platforms, advanced security protocols for data privacy, and user-centric design for intuitive interfaces. The initiative also explores the integration of artificial intelligence and machine learning to personalize user experiences based on behavior and preferences. The consortium comprises various organizations, promoting resource sharing and idea exchange. Additionally, there is a commitment to sustainability in technology development. The initiative is expected to influence future tech developments and user expectations, with the first phase set to roll out soon for user feedback and collaboration.

Tech Optimizer

August 8, 2025

Understanding polymorphic malware: A comprehensive guide

Polymorphic malware is a type of malicious software that can change its code structure while maintaining its core functionality, making it difficult for traditional signature-based antivirus solutions to detect. It uses a mutation engine to create new variants by altering its code through techniques like code obfuscation, encryption, and junk code insertion. There are several categories of polymorphic malware, including polymorphic viruses, trojans, rootkits, and ransomware, each with unique characteristics. Detection of polymorphic malware is challenging due to its ability to evade conventional methods, prompting the use of behavioral analysis and machine learning for identification. To protect against such threats, a multi-layered security approach is recommended, including regular software updates, network segmentation, and employee training. Real-world examples like the Storm Worm and Conficker worm illustrate the significant impact of polymorphic malware, which has caused substantial financial losses. As cybersecurity measures advance, polymorphic malware continues to evolve, incorporating artificial intelligence and machine learning, leading to new challenges for security professionals. Cloud-based security solutions are emerging as effective tools to combat these threats.

Tech Optimizer

February 5, 2025

Avast Antivirus Statistics and Facts (2025)

Avast has a user base exceeding 435 million globally and employs over 1,800 individuals. The company’s projected global revenue for 2024 is USD 950 million, with approximately 60% generated from Europe and North America. Avast commands 6.5% of the global antivirus market and has raised USD 100 million in funding, elevating its valuation to USD 2,865.9 million. The software prevents nearly 1.5 billion attacks each month and operates in 59 countries. It is available in 45 languages and competes with brands like Symantec and McAfee. Avast's antivirus solution has a 94.2% offline detection rate and a 99.5% online detection rate. Paid plans range from INR 4,144.79 (USD 49.99) to INR 6,632.17 (USD 79.99) annually. In Q1 2024, Avast blocked 3.52 billion attacks, with social engineering attacks being the predominant threat. The website avast.com recorded 14.1 million visits in July 2024, with the United States accounting for 20.1% of total traffic. Organic search generated 45.9% of total visits, and YouTube was the leading social media referral source.

AppWizard

February 2, 2025

I got tired of Google Calendar’s basic features, so I switched to this alternative app

Google Calendar has limitations that hinder productivity, such as difficulties in managing events across multiple accounts and a lack of advanced features like natural language processing for event entry. Alternatives like Business Calendar 2 offer robust features, including syncing across multiple Google accounts and natural language input. DigiCal combines calendar functionality with weather data but lacks natural language support. Notion Calendar provides an attractive user interface but has limited functionality. For users wanting enhanced widgets for Google Calendar, options like Calendar Widget by Home Agenda and Event Flow Widget are available. Business Calendar 2 is highlighted as the best alternative for its extensive capabilities.

Tech Optimizer

October 25, 2024

Best Antivirus Deals: Protect your PC or Mac from just $35

This article discusses various antivirus software options available for purchase, highlighting their features and discounts. - NortonLifeLock 360 Deluxe is 61% off, supports multiple devices, offers 50GB of cloud backup, includes a VPN, Dark Web Monitoring, a password manager, and Smart Firewall. - Malwarebytes 4.0 Complete Protection is 50% off, compatible with three devices, features quick scans, customizable protection levels, and uses AI for threat detection. - BitDefender Premium Security is 30% off, protects multiple devices, includes advanced threat detection, a secure VPN, anti-tracker extension, and privacy features like microphone and webcam protection. - McAfee McAfee+ Advanced is 55% off, provides identity monitoring, up to million in identity theft coverage, a firewall, secure VPN, password manager, file shredder, and parental controls.

Tech Optimizer

September 4, 2024

Charles Schwab Adopts PostgreSQL (With VMware Tanzu)

A new initiative is enhancing user control over personal data through advanced cookie management solutions. Organizations are adopting practices that prioritize user consent in response to stringent data protection regulations. Cookie consent banners provide users with clear options to accept or decline cookies, empowering them and aligning with regulatory requirements. Modern cookie management tools feature user-friendly interfaces, granular control over cookie categories, real-time updates on cookie policies, and comprehensive reporting on user consent. The integration of artificial intelligence and machine learning may further streamline the consent process in the future, promoting a more responsible digital ecosystem.

Tech Optimizer

August 13, 2024

Antivirus Software for Business Market Share & Market Analysis – Growth Trends & Forecasts for period from (2024 – 2031)

The antivirus software market for businesses is undergoing significant changes due to rising cyber threats and increased cybersecurity awareness. Business-oriented antivirus solutions offer advanced features such as network monitoring, endpoint security, real-time threat detection, and centralized management. The market is projected to grow at a compound annual growth rate (CAGR) of 8.00%, driven by evolving cyber threats, advancements in AI and machine learning, and a focus on cybersecurity in corporate strategies. Regulatory requirements for data protection are also pushing businesses to invest in reliable antivirus solutions. The market is segmented by device type, including PCs, smartphones, and tablets, and serves small, medium-sized, and large businesses with tailored solutions. Key regions for the antivirus software market include North America, Europe, Asia-Pacific, Latin America, and the Middle East & Africa. Emerging trends include enhanced threat detection through AI and machine learning, the adoption of cloud-based solutions, integrated security suites, the zero trust security model, remote work security solutions, and regulatory compliance. Major players in the market include Symantec, McAfee, and Kaspersky.

Winsage

July 26, 2024

CrowdStrike offers $10 gift cards after causing $5.4 billion outage

CrowdStrike, a cyber-security firm based in Austin, offered Uber Eats gift vouchers to customers impacted by a massive software update that caused a Microsoft outage, resulting in a global computer crash. The company also issued a plan to prevent future outages and is facing complaints over diversity-hiring practices.