Thursday, May 1, 2025

GenAI is Subset of Deep Learning

Oops! This might sound basic, but let’s be honest—how many of us truly get the relationship between AI, ML, DL, and GenAI? 


 We see GenAI everywhere these days tools that write, draw, talk, and code! Most of them are powered by Large Language Models (LLMs). Let’s break it down: 

 ðŸ§  AI is the superset: AI is the capability of a machine to simulate intelligent human behavior and perform tasks that typically require human intelligence. 
 ➡️ ML (Machine Learning) is a subset of AI: A Broad Field of algorithms that learn patterns from data and improve from the experience. 
 ➡️ DL (Deep Learning) is a subset of ML: Deep Learning uses artificial neural networks with multiple layers to analyze complex data and model complex patterns. 
 ➡️ GenAI is a subset of DL: GenAI is a broader concept to generate new content like text, image, videos, compose music, code etc. 

 In the AI ecosystem, Generative AI leverages deep learning architectures to learn from data and then create new content, whether that’s text, images, music, or code. 

So yes, GenAI is technically a subset of Deep Learning, which is a child of Machine Learning, which is under the big umbrella of AI. Crazy. 

Fascinating. Powerful. Let’s keep decoding the layers of artificial intelligence! 🚀💡






Wednesday, April 30, 2025

Integration Bring Best Business - Here is my experiance

 The experience was something I loved it, and I want to share here, despite the building being old and having extensive use of wood throughout—giving a clear idea of when the hotel might have first started.

I was on a business trip to Bangkok and stayed at a Minor Group - Anantara Siam Hotel. The hotel was built in 1978, a time when IT wasn’t prevalent. Yet, the steps into the hotel feel so authentic, with iconic paintings, wooden design, and even the cupboard giving a truly vintage feel.

I believe that back then, guests must have enjoyed their stay and had a great holiday experience, as they had ample time to relax. However, they probably had to spend a fair amount of time providing room details and personal information for most services umh —something quite irritating right, especially when you are at your best moment or rushing to a business meeting or even just rejoicing.

But I have seen Anantara navigate through time after taking over and deliver a great guest experience—from check-in to in-room service, spa, and even purchases of items during your stay.

Despite the old infrastructure, they’ve managed to create the best customer experience using modern, best-in-class technology—with a strong focus on service integration with the help of technology.

This integration allows them to access multiple points of customer data, understand customer behavior, and recall past experiences—all of which help create a more personalized, homely experience.

If you stay at any Minor hotel, you’ll likely feel the same. Here are a few experiences I had:

When you book the hotel, they send a welcome note that broadly outlines your stay and available services.

- If you share your check-in time range, the staff usually greets you by name—giving you a sense of familiarity where you simply need to say “yes.”

➡️ If your credit card is ready, check-in barely takes five minutes.

➡️ Once in your room, your room number becomes your identity and the best part is when you call from your room phone, the receptionist addresses you by name, without asking for your room number, so you can ask for service.

➡️ For any request, housekeeping is alerted instantly, and service reaches your door within minutes.

➡️ At breakfast, simply mention your room number and someone guide you to bring to the available chair and no signatures or forms needed.

➡️ If you are ordering food, just tell them what you want. No payment worries, it’s all added to your final bill.

➡️ When you plan weekend touring on one call your brekfast packet will be ready at reception.

➡️ Last but not least, during checkout, the bill is ready in under five minutes, pretty fast, right?

All of this is possible because their IT systems are comprehensively integrated—across finance, supply chain, customer experience, POS, retail, warehouse, omnichannel, order management, billing, and more.

This powerful integration makes the customer experience memorable and strengthens guest loyalty.

Integrate your systems for better service and customer experience.






Thursday, December 19, 2024

What is password for Singapore Credit Bureau received PDF in the email

 Hi,

If you requested your credit bureau report online, especially when you are overseas, and received the attached PDF in the email, the mail started as below.

"Dear Sir/Mdm,

Please kindly contact CBS Hotline at 65656363, Mondays to Fridays (9am to 6pm) for assistance to open your credit file.

Thank you.

Consumer Services Team
Credit Bureau (Singapore) Pte. Ltd"

The hotline is smooth and fast, but it might be challenging to call due to the different time zones, which make it difficult.

Credit Bureau Singapore PDF Password format is as below 

The last four digits (including character) of your NRIC/FIN/SPASS/PEP + Data of Birth (DDMMYY)

EXAMPLE: your FIN number is G3012345K and your Date of Birth is 07 Sep 2001

Then your password is 345K070901


If you have any queries let me know in the comment.

Monday, March 11, 2024

Ramadan Mubarak 2024

 A thin crescent  🌙  appeared, its shines bright with purity. It gives a glimpse and then sets swiftly but quickly.

Yes, this is the Ramadan crescent, and holy Ramadan begins now and continues until the next crescent is sighted.

Remember, this month is not just about abstaining from food and drinks, but also abstaining from all wrongdoings, unjust favoritism, and corruption. It's a time to purify souls, show favor to humanity, and contribute to making a more inclusive world.


I wish a happy Ramadan to our families and friends. Allah accepts our good deeds and duas, Ameen.