I'm a comp sci undergrad student, and currently doing my thesis. So my supervisor has assigned bioinformatics as my domain and said to look for something regarding gene expression. My initial thought was to involve graph-based (deep learning and general) approaches, catering to good research work. However, I'm unable to find labelled datasets or unable to structure a proper dataset from the Gene Expression Omnibus. How do I curate the dataset? And particularly for gene expression, what are the things I need to learn thoroughly?

To all the dev peers here, would you still recommend a sophomore, a third-year, or even a final-year student to get into SWE, especially if they're mainly targeting the Bangladeshi job market?

Do explain your answer a bit.

I've seen many landing SWE jobs as freshers, even though they don't possess great coding knowledge. I know architecture is now a major part, but in terms of coding, LLMs are far better than them. Then how are they cracking these jobs? Am I missing something?

I'm a machine learning and deep learning enthusiast. And I aim to pursue something related to academia. Although I'm not like utterly proficient yet, I've been studying extensively to gather underlying knowledge of them. I'm looking for research internships regarding this. Where and how can I find them?

How to integrate optimization algorithm (like -Harris Hawk optimization Algo) in deep learning?

Age, Complexion, Gender and Height:

• 23
• Fair
• Male
• 5'7" (170 cm)

Age Range that you would want/require in a prospect:

• Preferably 20–24 (flexible if compatible)

Location, and are you willing to relocate for a prospect?

• Currently residing in Dhaka.
• Yes, I intend to relocate abroad for higher studies, In shaa Allah.

Nationality:

• Bangladeshi

Marital Status:

• Single

Ideal marriage timeline:

• Flexible. If we're compatible, both families can discuss the timeline and other practical matters before proceeding.

About me

Alhamdulillah, Allah guided me to practice Islam, and since then I've been striving to live according to the Qur'an and Sunnah. I try my best to lower my gaze, avoid free-mixing, and continuously increase my Islamic knowledge through books and lectures. My goal is to build a family upon Tawheed, sound aqeedah, and the teachings of the Qur'an and Sunnah.

I'm a simple person with a simple lifestyle and don't have many worldly wants. I value sincerity, contentment, and a peaceful life built upon faith.

Academically, I'm a fourth-year undergraduate student in Computer Science and Engineering at a renowned private university. I'm passionate about mathematics, machine learning, data science, and research, and I aspire to pursue a career in academia. In shaa Allah, I also plan to pursue higher studies abroad. Whatever path I take, I intend to earn only through halal means.

Five important characteristics you look for in a prospect:

1. Sincere commitment to the Qur'an and Sunnah.
2. Good akhlaq (honesty, kindness, patience, and humility).
3. Observes proper hijab and values modesty.
4. Values both Islamic and worldly education.
5. Caring, supportive, and willing to grow together in the Deen.

State/specify your level of religiosity:

• Practicing Muslim. I strive to follow the Qur'an and Sunnah, avoid free-mixing, and continuously improve my Deen.

Level of education, and what are you looking for?

• Currently pursuing a Bachelor's degree in CSE (4th year).
• Looking for someone who values both Islamic and worldly education and, ideally, is interested in pursuing higher studies abroad.

Current Job Status:

• Full-time undergraduate student.

Do you want kids?

• Yes, In shaa Allah.

List 3 hobbies, or things you like to do in your spare time:

• Reading Islamic books and listening to beneficial lectures.
• Studying mathematics, machine learning, and data science.
• Engaging in meaningful discussions about Islam, science, and life.

Add something short and interesting about you that makes you stand out!

• I genuinely enjoy learning. Whether it's Islamic knowledge, mathematics, or machine learning, I love understanding concepts deeply rather than just scratching the surface.

What am I looking for in a woman?

I'm looking for a practicing Muslimah who sincerely follows the Deen, observes proper hijab, values modesty, and upholds the boundaries between mahrams and non-mahrams. Above all, I value good akhlaq, honesty, kindness, patience, humility, and a sincere commitment to the Qur'an and Sunnah.

I deeply value both Islamic and worldly education and hope to find someone who is passionate about learning and aspires to pursue higher education abroad. My goal is to build a marriage where we grow together in faith, support one another in worship, and, In shaa Allah, raise righteous children while striving for Jannah.

I know no one is perfect, and I'm not seeking perfection. What matters is a sincere effort to uphold the fundamentals of Islam and encourage one another to become better Muslims.

Why do I want to get married?

I want to get married for the sake of Allah, to safeguard myself from haram. I also deeply wish to love another person for the sake of Allah, and I believe that is something that can only be fulfilled through marriage.

Important Point:

You may understandably wonder why I'm considering marriage while I'm not currently working. That's a fair concern. My intention at this stage is simply to find someone with whom I'm compatible. If we get along initially, all practical matters- including timelines, studies, finances, and future plans can be discussed openly between both families before deciding how to proceed, In shaa Allah.

Preferred Method of Contact:
If you're genuinely interested, please send me a private message. In shaa Allah, I'll be happy to share my detailed biodata and discuss things further.

how do learn i fluid dynamics intuitively as a cs student who doesnt hold any basics of it? Mainly, ive to learn it for research purposes using machine learning and deep learning frameworks.