All my Linkedin is filled with feed of people graduating from INSA and I just remembered sth. I'm not sure if it's good idea to talk about it, but since they ain't CIA i'll share ya one story..... The thing is I and My friend had opportunity to present our work when we were at Grade 12 in one Inauguration ceremony. I built chatbot with local language + English and I had opportunity to present to Prime Minister and he was amazed and the best thing was he truly understands AI and it was simple to explain.
The thing is at that moment The INSA director was telling to one guy to contact me and after he took assignment from her he comes on and asked me to build sth I'm not gonna talk here😁(got sound Spy movie), which is really scary and NSA shit honestly and offered me a job to work there as AI Engineer at grade 12 starting and I asked him some question and his response was really scary and The surveillance they do on people is pretty scary!! I surely declined the job and I remembered that I declined job offer from them 🤣I sometimes wonder the outcome if I have accepted it.
The thing is at that moment The INSA director was telling to one guy to contact me and after he took assignment from her he comes on and asked me to build sth I'm not gonna talk here😁(got sound Spy movie), which is really scary and NSA shit honestly and offered me a job to work there as AI Engineer at grade 12 starting and I asked him some question and his response was really scary and The surveillance they do on people is pretty scary!! I surely declined the job and I remembered that I declined job offer from them 🤣I sometimes wonder the outcome if I have accepted it.
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with all due respect please If your knowledge is limited to GenAI or any of AI subfields don't call yourself AI Engineer🤨It is really Harassment for those who spent more than decades and master a lot of subfields and then could call themselves AI Engineer.
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BeNN
"Mathematics is the language with which God has written the universe." Galileo Galilei
Math was one of the main reason I changed my focus from web dev and app dev to AI. All the magic thing AI is doing today is basically a math! It is just ELEGANT
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I have spent around 60 hours being productive this week and Surprisingly I'm disappointed😭🤣....i know it is almost 9 productive hours per day, but there was a time I had done around 100 hours per week ~ 14 hours per day and was hoping to get near that.
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Forwarded from The Data Guy
Hey, i’m Simon 👋
people kept saying “ask the data guy”—so here i am.
I’ve worked across the stack: Data scientist → Data engineer → Data analyst/Business analyst.
translation: Trying to make sense of that crazy data you always avoid
Why this channel
i couldn’t find many channels for our kinda people—practical, curious, no ego.
so… here goes the channel. a place to learn, swap notes, and grow together.
the only one i know is @neural_netss 🔥
What this is
a community for ai, data, and research enthusiasts. a chill corner for anyone who wants to learn.
we’ll focus on learning. small, clear lessons. shared notes. tiny projects we can finish. readable code. quick feedback. progress over polish.
What we’ll do
- quick explainers (plain english, real examples)
- build-in-public: notebooks, dashboards, pipelines
- tool showdowns (pros/cons, not hype)
- lightning q&as + office hours
- quiet drops: roles, collabs, founder-friendly pilots
Who can join
anybody who is interested in data+ai , data folks (all levels), ai/ml engineers, researchers, product/ops, students, and the data-curious.
ai founders + big-company leaders, pull up a chair to meet talent, swap notes, and spot opportunities early.
Low-key benefits
faster answers, vetted resources, honest feedback, early looks at gigs/collabs—and smart people who actually reply.
House vibe
curious > perfect • share what you know • no spam • respect each other and their craft
Drop a 👋 with where you’re based + what you’re building/learning next.
lurkers welcome—jump in when you’re ready.
Let’s make sense of this data🚀
@datawithsimon
people kept saying “ask the data guy”—so here i am.
I’ve worked across the stack: Data scientist → Data engineer → Data analyst/Business analyst.
translation: Trying to make sense of that crazy data you always avoid
Why this channel
i couldn’t find many channels for our kinda people—practical, curious, no ego.
so… here goes the channel. a place to learn, swap notes, and grow together.
the only one i know is @neural_netss 🔥
What this is
a community for ai, data, and research enthusiasts. a chill corner for anyone who wants to learn.
we’ll focus on learning. small, clear lessons. shared notes. tiny projects we can finish. readable code. quick feedback. progress over polish.
What we’ll do
- quick explainers (plain english, real examples)
- build-in-public: notebooks, dashboards, pipelines
- tool showdowns (pros/cons, not hype)
- lightning q&as + office hours
- quiet drops: roles, collabs, founder-friendly pilots
Who can join
anybody who is interested in data+ai , data folks (all levels), ai/ml engineers, researchers, product/ops, students, and the data-curious.
ai founders + big-company leaders, pull up a chair to meet talent, swap notes, and spot opportunities early.
Low-key benefits
faster answers, vetted resources, honest feedback, early looks at gigs/collabs—and smart people who actually reply.
House vibe
curious > perfect • share what you know • no spam • respect each other and their craft
Drop a 👋 with where you’re based + what you’re building/learning next.
lurkers welcome—jump in when you’re ready.
Let’s make sense of this data
@datawithsimon
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The Data Guy
Hey, i’m Simon 👋 people kept saying “ask the data guy”—so here i am. I’ve worked across the stack: Data scientist → Data engineer → Data analyst/Business analyst. translation: Trying to make sense of that crazy data you always avoid Why this channel i couldn’t…
Check out this channel to learn more about Data Science.
BeNN
Anyone wondering Which part of math to cover to master ML.. I recommend Linear Algebra and Calculus (all three levels from I to III). Then You are good to go. @BeNN_Pi
Most of all don't let urself down because you have low Mark or GPA on those subjects in ur highschool or uni.... The main thing is understanding what's going on and how it works... The uni and highschool teachers focus more on how to make it complex with adding stuff into it and let them get ❌ than actually teaching what it's.... So the important thing is U understanding the topic and applying it not just having great GPA at those areas.
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Hey Everyone I have worked on Movie Recommendation Project using KNN and you could access:
- the live demo here: https://mlprojects-algorithmslist.streamlit.app/
- Github: https://github.com/benasphy/ML_projects/blob/main/KNN/KNN_projects/movie_recommendation.py
Don't forget to Star and Fork the main ML_projects Repo⚡️
- the live demo here: https://mlprojects-algorithmslist.streamlit.app/
- Github: https://github.com/benasphy/ML_projects/blob/main/KNN/KNN_projects/movie_recommendation.py
Don't forget to Star and Fork the main ML_projects Repo⚡️
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BeNN
Hey Everyone I have worked on Movie Recommendation Project using KNN and you could access: - the live demo here: https://mlprojects-algorithmslist.streamlit.app/ - Github: https://github.com/benasphy/ML_projects/blob/main/KNN/KNN_projects/movie_recommendation.py…
The dataset has 8809 Movies and Series. Look at the codebase in the repo and try to experiment with it.
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