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What is BiLingual Evaluation Understudy (BLEU) Score for Machine Translation?

2025-06-24T03:38:03+00:00

What is BLEU? BLEU (BiLingual Evaluation Understudy) is a corpus-level metric designed to automatically evaluate the quality of machine-generated text, most commonly in machine translation (MT). It compares n-gram overlap between the machine’s output and one or more human reference translations. Introduced by Papineni et al. (2002), BLEU became the first automated metric to correlate highly with human judgments in large-scale MT evaluations. It remains a widely used baseline for evaluating machine-generated text. Common Use Cases The BLEU score is widely used in natural language processing tasks that require comparing machine-generated text to human-written references. Its primary application lies in evaluating [...]

What is BiLingual Evaluation Understudy (BLEU) Score for Machine Translation?2025-06-24T03:38:03+00:00

What is RLHF – Reinforcement Learning from Human Feedback?

2025-06-23T09:39:48+00:00

Reinforcement Learning from Human Feedback, or RLHF, is a way to train AI models using human input. It helps machines learn what people want by combining human judgment with a method called reinforcement learning. I came across this concept while exploring how AI systems, like chatbots, become better at giving useful and safe responses. RLHF is important because it makes AI align with human values and preferences, which is key to building trustworthy technology. What is Reinforcement Learning from Human Feedback (RLHF)? RLHF is a technique to improve AI models by using human feedback to guide their learning. According to [...]

What is RLHF – Reinforcement Learning from Human Feedback?2025-06-23T09:39:48+00:00

AI Learning Simplified: Three Methods That Make Machines Smart

2025-06-21T19:35:27+00:00

Let’s be honest, in recent years, you might have heard of Artificial Intelligence (AI) a million times in your day-to-day life—but have you ever stopped to wonder, how does AI learn to do all the things it can? From writing essays to driving cars and even powering robots, AI has gone from a distant dream to a constant companion. In fact, many assumes that AI is created with magic that could automatically build itself from scratch and decide on the go. However, the secret of AI is that it is just really good at learning. No magic is involved, just [...]

AI Learning Simplified: Three Methods That Make Machines Smart2025-06-21T19:35:27+00:00

Renovate Your Second Home: Terminal with Amazon Q

2025-06-14T12:01:09+00:00

For many developers, the terminal is not just a tool to make you look cool but it is a sanctuary. It deserves the title "A Developer's Second Home." Here, we build what we want, everything flows freely, and productivity reigns. However, comfort doesn't mean we can't tinker and upgrade it. In this blog, we'll explore how Amazon Q can renovate our sanctuary to make life easier. We need to improve our terminal experience from simple scripting with vim or nano to navigating directories and configuring systems. Your Terminal, Reimagined: The AI Renovation Has Begun The command-line interface (CLI) has been a [...]

Renovate Your Second Home: Terminal with Amazon Q2025-06-14T12:01:09+00:00

Cloud-9.9: Using Amazon CloudFront for Your Site in Amazon EC2

2025-06-12T10:54:23+00:00

Hey, this is Step 9 of our 9-step website portfolio building with AWS! Got lost? Click here to go to the main article, and here for the eighth step! In this final step of the series, we’ll guide you through integrating Amazon CloudFront, a global Content Delivery Network (CDN), with your WordPress website hosted on Amazon EC2. Amazon CloudFront will help accelerate content delivery, reduce latency, and enhance the overall performance and security of your site, making it even more robust. Let’s dive in!   What Is a Content Delivery Network (CDN) and Why Is It Important? A Content Delivery [...]

Cloud-9.9: Using Amazon CloudFront for Your Site in Amazon EC22025-06-12T10:54:23+00:00

Understanding F1 Score in Machine Learning

2025-06-10T16:22:39+00:00

In machine learning, evaluating the performance of a model is essential to ensure its effectiveness and reliability. Among various metrics used for classification problems, the F1 Score is one of the most important and widely used. This metric helps assess the balance between precision and recall, providing a score reflecting the model's accuracy and ability to identify relevant instances. What is the F1 Score? The F1 Score measures a model's accuracy, the harmonic mean of precision and recall. It considers both false positives and false negatives, making it especially useful when class distribution is imbalanced. The formula for F1 Score [...]

Understanding F1 Score in Machine Learning2025-06-10T16:22:39+00:00

Smart Note-Taking with NotebookLM – AI Assistant for Your Ideas

2025-06-10T15:46:10+00:00

Have you ever found yourself staring at a blank screen at 10 p.m., with a deadline looming and a mountain of notes scattered across your desktop? We’ve all been there! Wishing upon a shooting start that our research could magically organize itself and whisper the answers straight into our ears.  But what if your notes could not only talk back but also help you brainstorm, summarize, and even turn dense research into a podcast-worthy conversation? You just got your wish granted, but not by a fairy-godmother.  ✨Meet NotebookLM, your AI-powered friend for note-taking and research!✨ So, what exactly is NotebookLM [...]

Smart Note-Taking with NotebookLM – AI Assistant for Your Ideas2025-06-10T15:46:10+00:00

DP-100: Microsoft Azure Data Scientist Associate Study Path

2025-06-06T12:15:41+00:00

Bookmarks Study Materials Azure Services to Focus On Final Remarks The DP-100: Data Scientist Associate is designed for data scientists who apply Azure machine learning services to train, evaluate, and deploy models that solve business problems. This exam assesses technical skills in preparing data, developing and training models, deploying and maintaining models, and monitoring and optimizing model performance using Microsoft Azure technologies. The content of the exam will test your ability to perform the following: Prepare data for modeling by importing, cleaning, and transforming datasets. Develop and train machine learning models using Azure Machine [...]

DP-100: Microsoft Azure Data Scientist Associate Study Path2025-06-06T12:15:41+00:00

Amazon Bedrock Token Management: Strategies for Smarter AI Usage

2025-06-03T18:11:17+00:00

Did you know? Big tech companies, fast-growing startups, and even solo developers are already using Amazon Bedrock to power their AI apps, from chatbots to content generators. But there's one secret they all share to keep things cost-efficient and fast: Smart token management. Whether building an AI-powered app or experimenting with GenAI for the first time, understanding how tokens work is the key to saving money and boosting performance in Amazon Bedrock. Let's break it all down easily. There is no deep tech talk, just real tips that work. What Are Tokens in Amazon Bedrock? Tokens are the units of [...]

Amazon Bedrock Token Management: Strategies for Smarter AI Usage2025-06-03T18:11:17+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

AWS, Azure, and GCP Certifications are consistently among the top-paying IT certifications in the world, considering that most companies have now shifted to the cloud. Upskill and earn over $150,000 per year with an AWS, Azure, or GCP certification!

Follow us on LinkedIn, Facebook, or join our Slack study group. More importantly, answer as many practice exams as you can to help increase your chances of passing your certification exams on your first try!