Code It now
Video
seeing the power of math in this video, I remembered smth. when we were in high school almost we all asked "why do we learn math?" did u any of u say 'we learn it to boost our thinking skill and problem solving"? or did u say, "it is just finding the value of x and y for years that nobody has got"?π Yh and thereβs actually a very practical answer now. A lot of us in high school asked, βWhy are we learning math? Is it only solving for x and y forever?β πBut math quietly ended up powering a lot of the technology we use tdy especially search, information retrieval, and modern AI. ena When you search for a document, the computer usually doesnβt βunderstandβ words the way humans do. It first converts text into numbers. That process is called an embedding. An embedding turns a word, sentence, or whole document into a vector basically a list of numbers that captures meaning. lemsale, words like βuniversity,β βstudent,β and βcampusβ often end up closer together in that mathematical space than unrelated words like βbananaβ or βengine.β(sill they hv similarity but it is much too low.)
Then math helps compare those vectors. One common method is cosine similarity. equatinu degmo paper lay ale
Instead of checking whether two texts use exactly the same words, cosine similarity checks whether their vectors point in similar directions. If they do, the meanings are probably related. A simplified version of the process looks like this: mejemereya You ask a question kezia The system converts your question into an embedding (numbers) after that It already has stored embeddings for documents. then It compares your question vector with document vectors. finally. The documents with the highest similarity are retrieved.
That is a big part of vector space retrieval in the field of Information Retrieval.This is also how many RAG systems work. Before the AI writes an answer, it first retrieves the most relevant chunks of information using mathematical similarity. Then the model uses those retrieved pieces as context to generate a better answer.
So the funny thing is bzu sew a lot of what looked like βjust x and yβ in school later becomes vectors, distances, similarity scores, optimization, and probability and thatβs part of what makes search engines and modern AI work.
and honestly AAU Chat bot ena Adwa AI assistant bezi new yeseranew.
@code_it_now
Then math helps compare those vectors. One common method is cosine similarity. equatinu degmo paper lay ale
Instead of checking whether two texts use exactly the same words, cosine similarity checks whether their vectors point in similar directions. If they do, the meanings are probably related. A simplified version of the process looks like this: mejemereya You ask a question kezia The system converts your question into an embedding (numbers) after that It already has stored embeddings for documents. then It compares your question vector with document vectors. finally. The documents with the highest similarity are retrieved.
That is a big part of vector space retrieval in the field of Information Retrieval.This is also how many RAG systems work. Before the AI writes an answer, it first retrieves the most relevant chunks of information using mathematical similarity. Then the model uses those retrieved pieces as context to generate a better answer.
So the funny thing is bzu sew a lot of what looked like βjust x and yβ in school later becomes vectors, distances, similarity scores, optimization, and probability and thatβs part of what makes search engines and modern AI work.
and honestly AAU Chat bot ena Adwa AI assistant bezi new yeseranew.
@code_it_now
π4
Code It now
https://telegra.ph/A-Museum-of-Receipts-Can-I-Survive-a-Day-in-Addis-on-ETB-600-05-15
Can I Survive a Day in Addis on ETB 600?
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Forwarded from FinLoop
Hey everyone, Abuki is here .
A full stack dev , passionate about software development, saas , blockchain, fintech and digital opportunities.
I created this channel to share my journey and move my thoughts from saved messages to here .
If youβre into tech, and you are welcome here π«‘
Welcome to my channel, everyone.π₯
@abukidev0
A full stack dev , passionate about software development, saas , blockchain, fintech and digital opportunities.
I created this channel to share my journey and move my thoughts from saved messages to here .
If youβre into tech, and you are welcome here π«‘
Welcome to my channel, everyone.π₯
@abukidev0
1π3
Code It now
https://www.micro1.ai/experts
they Offer remote opportunities across many domains, including engineering, finance, healthcare, legal, and more
Forwarded from FinLoop
My POV:
I see on social media many people blindly advising others not to join university or not to study engineering, medicine, or other fields. I don't think this is a good thing.our country needs professional doctors, engineers, and qualified professionals in most fields.so. If you are passionate about becoming a dr, just go for it. Also the country should give back to these professionals a bit of what they deserve.
When it comes to tech fields, which require creativity and are highly evolving, I don't think a degree is a must. In fact, I think uni kills creativity in people. However, the most important thing you can get from university is the people and the environment (at least that is what I got).
So, I believe uni can be a place for students who really love their department or for students who still figuring things out. But if you have something in mind you want to achieve , a plan you want to execute or if you don't like the course u are learning, and uni is taking your focus and time, then it may be worth considering alternatives.
The above is just my POV .
#uni
I see on social media many people blindly advising others not to join university or not to study engineering, medicine, or other fields. I don't think this is a good thing.our country needs professional doctors, engineers, and qualified professionals in most fields.so. If you are passionate about becoming a dr, just go for it. Also the country should give back to these professionals a bit of what they deserve.
When it comes to tech fields, which require creativity and are highly evolving, I don't think a degree is a must. In fact, I think uni kills creativity in people. However, the most important thing you can get from university is the people and the environment (at least that is what I got).
So, I believe uni can be a place for students who really love their department or for students who still figuring things out. But if you have something in mind you want to achieve , a plan you want to execute or if you don't like the course u are learning, and uni is taking your focus and time, then it may be worth considering alternatives.
The above is just my POV .
#uni
π2
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β¦ LinkedIn Jobs β linkedin.com/jobs
β¦ We Work Remotely β weworkremotely.com
β¦ Remote OK β remoteok.com
β¦ FlexJobs β flexjobs.com (curated, paid)
β¦ Wellfound β wellfound.com (ex-AngelList)
β¦ Indeed (Remote) β indeed.com
β¦ Remotive β remotive.com
β¦ Jobspresso β jobspresso.co
β¦ Working Nomads β workingnomads.com
β¦ Remote.co β remote.co
β¦ Himalayas β himalayas.app
β¦ Outsourcely β outsourcely.com
β¦ Turing β turing.com (dev-focused)
β¦ Upwork β upwork.com
β¦ Fiverr β fiverr.com
β¦ People Per Hour β peopleperhour.com
β¦ Freelancer β freelancer.com
β¦ Simply Hired β simplyhired.com
β¦ ZipRecruiter β ziprecruiter.com
β¦ Glassdoor β glassdoor.com
β¦ Virtual Vocations β virtualvocations.com
β¦ Skip The Drive β skipthedrive.com
β¦ PowerToFly β powertofly.com (women-focused)
β¦ JustRemote β justremote.co
β¦ Authentic Jobs β authenticjobs.com (design/dev)
β¦ Dribbble Jobs β dribbble.com/jobs
β¦ Behance Jobs β behance.net/joblist
β¦ Y Combinator Jobs β ycombinator.com/jobs
β¦ Remote Jobs Hub β remotejobshub.com
@code_it_now
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π1
Forwarded from Leetcode with dani
You probably know that I used to teach DSA at A2SV. This summer, I want to continue that journey on my own because I believe there are people who want to improve their problem-solving skills but need some guidance.
If you're interested in learning Data Structures and Algorithms through LeetCode and Codeforces, I'm offering one-on-one mentoring. Whether you're a beginner or looking to get better at competitive programming and coding interviews, I'd be happy to help.
If you're interested, feel free to DM me. I'm offering affordable rates for the summer.
@danicoder1
If you're interested in learning Data Structures and Algorithms through LeetCode and Codeforces, I'm offering one-on-one mentoring. Whether you're a beginner or looking to get better at competitive programming and coding interviews, I'd be happy to help.
If you're interested, feel free to DM me. I'm offering affordable rates for the summer.
@danicoder1