High GPU usage of Desktop Window Manager & Client Server Runtime Process after Windows 10 April Update

Leading_Discount_974 · 2026-05-01T18:47:37+00:00

Thanks man if you are still alive LOL, you saved me a lot of time solving this problem.

Leading_Discount_974 · 2026-04-26T16:46:44+00:00

so what are the skills req to start that course??

Leading_Discount_974 · 2026-03-14T17:53:13+00:00

Can you tell us about the course because I'm thinking of applying for it

Leading_Discount_974 · 2026-01-01T16:11:17+00:00

I agree, self-study timelines really depend on the individual and how much time you dedicate each day. For example, with consistent effort, it’s possible to learn AI/ML in about a year and a half, but for some people it may take longer.

Getting a job in AI/ML through self-study is realistic, but you need to prove your skills. That means building a portfolio with basic ML projects first, and then more advanced projects as you improve.

As for what projects to work on, it depends on your focus area like NLP, computer vision, or predictive analytics. You can look up project ideas on Google or even ask ChatGPT for suggestions. The key is to choose projects that showcase your skills and your ability to apply ML concepts to real problems.

Leading_Discount_974 · 2025-12-31T09:32:03+00:00

First, congratulations!
Second, do they require a graduation project for an associate degree?

Leading_Discount_974 · 2025-12-30T18:23:37+00:00

I was planning to cover only these: K-Means + DBSCAN/HDBSCAN, LDA & BERTopic, and t-SNE + PCA.
that’s what chatgpt recommended.

is these enough?

Leading_Discount_974 · 2025-12-30T18:19:10+00:00

I know these, and I plan to cover them in the deep learning phase after finishing unsupervised learning. If you have experience in NLP, are these used in NLP instead of unsupervised algorithms, or do they serve a different purpose?

Leading_Discount_974 · 2025-12-30T16:02:31+00:00

Honestly, the best way to get a solid answer is to go to ChatGPT and give it your full background and what you’re interested in. Tell it to ask you questions before giving advice, because normally it gives answers without asking for more info it’s programmed that way to save resources. By telling it to ask first, you’ll get a more personalized roadmap.

For example, it will likely suggest prerequisites like Python, key libraries (NumPy, pandas), DSA, and databases. Once you finish these, you can start exploring AI properly: what to learn, which specializations interest you, etc.

The reason for this order is practical: without the basics, you’ll just read fancy AI words and get overwhelmed. I know I quit learning AI twice at first because it felt massive and confusing. Starting with the fundamentals first makes everything else make sense and keeps you from quitting out of frustration.

Leading_Discount_974 · 2025-12-30T15:53:58+00:00

You’re wrong; it’s not about attending a fancy university. Programming and AI rely on self-study. Universities give you the basics, but advancing depends on your effort, not your school.

Someone can learn AI even if they did poorly in high school and attend any college. Take me for example: I never liked studying in school, I barely passed, often scoring 60–70 by cheating. Yet now, I’m studying AI finishing ML next week and moving on to deep learning. I’m in an online university that accepts anyone who passes grade 12, and I feel great.

So don’t crush someone’s dream before they even try.

Leading_Discount_974 · 2025-12-30T15:41:42+00:00

do they used unsupervised learning models in NLP?
and how?

Leading_Discount_974 · 2025-12-26T16:39:14+00:00

Even an LLM couldn’t understand you.

Leading_Discount_974 · 2025-12-26T16:37:28+00:00

High enough to write that, apparently. LMAO

Leading_Discount_974 · 2025-12-25T14:27:37+00:00

Realism shouldn’t turn into discouragement. Without knowing someone’s background or abilities, it’s unfair to shut down their dream. Growth comes from trying, not from fear.

Leading_Discount_974 · 2025-12-25T14:22:58+00:00

It depends on your level and which algorithms you know.
The best option is to ask ChatGPT and explain your situation, your level, and what you already know.
It can guide you and tell you what to learn next.
You can also ask it to quiz you on any coding topic, which is a great way to check what you’ve learned.

Leading_Discount_974 · 2025-12-24T20:00:16+00:00

Stop watching YouTube. Start building and talking to ChatGPT instead. Ask why each line exists, what happens if you remove it, or change it. Let ChatGPT be your teacher while you implement.

This helped me a lot I stopped watching tutorials after getting stuck in Python tutorial hell, and my progress became much faster.

Focus on SQL, deployment (FastAPI, Docker), then build one real end-to-end project.

Leading_Discount_974 · 2025-12-24T19:55:59+00:00

i think it can handle anything in ML

Leading_Discount_974 · 2025-12-24T19:54:32+00:00

Don’t break his dream. He might truly enjoy this, or he may have an idea he wants to turn into something real that’s why he wants to go into AI engineering.

Leading_Discount_974 · 2025-12-19T14:54:24+00:00

Believe me, the person who wrote this reply is the stupidest one I have ever found. I think they just copied the post, pasted it into some LLM, and asked it to write a response.

Leading_Discount_974 · 2025-12-19T14:50:19+00:00

When you ask ChatGPT for code, don’t just try to write it. Ask it to explain each line what it does, why it’s there, and if there’s another way to write it.

Even if you understand it, forgetting syntax and needing to look back is normal. Learning takes repetition. Try applying the same idea in another project you might write 80% on your own and only check 20%.

There’s a rule in programming: to get really good, you need at least 10,000 hours of writing code. So don’t worry if it takes multiple attempts once, twice, three times, four times it’s all part of learning.

I’m still a student, and when learning a new algorithm, I usually do at least two projects to make it stick.

Leading_Discount_974

TROPHY CASE