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About Irene Bonso

Irene Bonso is currently thriving as a Software Engineer at Tutorials Dojo and also an active member of the AWS Community Builder Program. She is focused to gain knowledge and make it accessible to a broader audience through her contributions and insights.

AWS AI League: Empowering Developers for Change

2025-09-14T12:20:03+00:00

Have you ever wondered if the power of AI could be harnessed not just by tech giants, but by everyday developers and communities to tackle real-world problems like climate change or healthcare access? In a world where AI is often seen as a tool for big business, Amazon Web Services (AWS) is flipping the script with its latest initiative. The AWS AI League is bringing developers together in a collaborative challenge to build AI solutions for pressing societal issues. I'm excited to dive into why this stands out as a fresh approach in the AI landscape—one that emphasizes community-driven innovation [...]

AWS AI League: Empowering Developers for Change2025-09-14T12:20:03+00:00

Azure AI Foundry

2025-08-01T12:49:53+00:00

Azure AI Foundry Cheat Sheet  Azure AI Foundry is a unified platform that enables enterprises to design, customize, and manage AI applications and agents at scale. It integrates tools, models, and workflows to streamline the development and deployment of AI solutions. Key Components AI Foundry: A development environment for building, testing, and deploying AI models and applications. Model Catalog: A repository of prebuilt models from Microsoft, OpenAI, and other partners, facilitating model selection and deployment. Prompt Flow: A tool for designing and orchestrating language model workflows, enabling systematic experimentation and refinement. Agent Service: A platform for securely designing, deploying, and [...]

Azure AI Foundry2025-08-01T12:49:53+00:00

Microsoft Defender for Endpoint

2025-07-31T12:33:22+00:00

Microsoft Defender for Endpoint Cheat Sheet Enterprise-grade endpoint protection platform that combines antivirus, endpoint detection and response (EDR), threat and vulnerability management (TVM), and attack surface reduction. Part of: Microsoft Defender XDR suite, integrated with Microsoft Defender for Office 365. Licensing: Plan 1: Core protection features (next-gen protection, attack surface reduction, manual response). Plan 2: Advanced features (EDR, automated investigation and remediation, threat and vulnerability management, Microsoft Threat Experts).   Key Features & Capabilities Next-Generation Protection: Behavioral and heuristic-based antivirus with cloud-delivered protection. Endpoint Detection and Response (EDR): Advanced threat detection, alerting, and investigation capabilities. Automated Investigation and Remediation (AIR): [...]

Microsoft Defender for Endpoint2025-07-31T12:33:22+00:00

What is ROUGE Metrics – Recall-Oriented Understudy for Gisting Evaluation?

2025-07-08T11:24:28+00:00

Recall-Oriented Understudy for Gisting Evaluation (ROUGE) Cheat Sheet ROUGE is a family of metrics designed to assess the similarity between machine-generated text (candidate) and human-written reference text (ground truth) in NLP tasks like text summarization and machine translation. Measures how well generated text captures key information and structure from reference text, emphasizing recall (proportion of relevant information preserved). Score Range: 0 to 1, where higher scores indicate greater similarity between candidate and reference texts. Key Use Cases: Evaluating text summarization systems. Assessing machine translation quality. Analyzing content accuracy in generated text. Types of ROUGE Metrics ROUGE-N: Measures the overlap of [...]

What is ROUGE Metrics – Recall-Oriented Understudy for Gisting Evaluation?2025-07-08T11:24:28+00:00

Azure AI Bot Service

2025-07-01T08:07:59+00:00

Azure AI Bot Service Cheat Sheet A managed platform for building, deploying, and managing intelligent chatbots with conversational AI across multiple channels. Enables developers to create scalable, AI-powered bots using natural language processing (NLP) and low-code tools. Key Components: Azure Bot Service: Manages hosting, scaling, and monitoring of bots. Bot Framework SDK: Offers development tools for bot creation (C#, JavaScript, Python). Microsoft Copilot Studio: Low-code platform for building bots with a visual interface. Key Features Multi-Channel Support: Connects to Microsoft Teams, Slack, Web Chat, email, and SMS. Natural Language Processing: Integrates with Azure AI Language for intent recognition and knowledge [...]

Azure AI Bot Service2025-07-01T08:07:59+00:00

What is RLHF – Reinforcement Learning from Human Feedback?

2025-06-24T05:52:27+00:00

What is Reinforcement Learning from Human Feedback (RLHF)? A technique to improve AI models using human feedback to guide learning. Builds on reinforcement learning, where AI learns by trial and error to achieve goals. Uses human opinions to determine good or bad outputs, enhancing traditional reward systems. How RLHF Works Data Collection: AI generates multiple outputs (e.g., answers or text snippets). Humans provide feedback by ranking or comparing outputs (e.g., which is better or more helpful). Supervised Fine-Tuning: Model is trained with human feedback to produce preferred outputs. Establishes a baseline for good responses. Building a Reward Model: Creates a [...]

What is RLHF – Reinforcement Learning from Human Feedback?2025-06-24T05:52:27+00:00

AZ-800: Microsoft Azure Administering Windows Server Hybrid Core Infrastructure Study Path

2025-06-03T05:38:59+00:00

Bookmarks Study Materials Azure Services to Focus On Final Remarks The AZ-800: Administering Windows Server Hybrid Core Infrastructure certification exam is designed for IT professionals who have experience managing Windows Server environments in both on-premises and hybrid cloud setups. This exam assesses your technical skills in deploying, managing, and maintaining Windows Server workloads, Microsoft Entra, networking, storage, and virtualization across hybrid environments using Microsoft Azure services. The content of the exam will test your ability to perform the following: Deploy and manage Active Directory Domain Services (AD DS) in on-premises and cloud environments Manage [...]

AZ-800: Microsoft Azure Administering Windows Server Hybrid Core Infrastructure Study Path2025-06-03T05:38:59+00:00

BLACKBOX AI: A Comprehensive Overview

2025-05-29T12:08:01+00:00

In the world of software development and design, AI-powered tools are becoming invaluable assets for boosting productivity and automating workflows. One of the tools, BLACKBOX AI, stands out for its ability to bridge the gap between creativity and code. By using advanced machine learning algorithms, BLACKBOX AI allows users, whether developers, designers, or businesses, to rapidly translate their ideas and designs into functional code with minimal effort. This tool empowers users to automate complex tasks, making the development process more efficient and accessible than ever before. Let's explore what BLACKBOX AI is and how it can revolutionize your approach to [...]

BLACKBOX AI: A Comprehensive Overview2025-05-29T12:08:01+00:00

Azure AI Video Indexer

2025-05-23T11:57:11+00:00

Azure AI Video Indexer Cheat Sheet Azure AI Video Indexer is a cloud-based service within Azure AI that leverages multiple Azure AI technologies like Face, Translator, Vision, and Speech to analyze video and audio content. It uses over 30 AI models to extract detailed insights from videos, enabling advanced audio and video analysis for richer understanding and indexing of multimedia content. How can Azure AI Video Indexer be used? Azure AI Video Indexer provides insights that can support a wide range of use cases, including: Deep Search - Enables searching within videos for spoken words, faces, and co-occurrences to find [...]

Azure AI Video Indexer2025-05-23T11:57:11+00:00

Vertex AI by Google Cloud: Unlocking the Power of AI for Businesses

2025-04-24T08:02:45+00:00

As artificial intelligence continues to evolve, various platforms and tools are emerging to help businesses harness its full potential. From self-learning algorithms to intelligent automation, AI is transforming industries across the globe. One of the most powerful and versatile platforms available today is Vertex AI, offered by Google Cloud. Whether you're a data scientist, developer, or business leader, the range of AI tools and services provided by Vertex AI can help accelerate innovation and streamline operations. In this article, we will take a deep dive into what Vertex AI is, its key features, and how it can be a game-changer [...]

Vertex AI by Google Cloud: Unlocking the Power of AI for Businesses2025-04-24T08:02:45+00:00

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