BeNN
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From simple ML algorithms to Neural Networks and Transformers โ€” and from Number Theory to Topology, Cosmology to QED โ€” dive into the world where code meets the cosmos.๐Ÿ‘จโ€๐Ÿ’ป๐ŸŒŒ

For Any Questions @benasphy
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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 disappointed๐Ÿ˜ญ๐Ÿคฃ....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, iโ€™m Simon ๐Ÿ‘‹
people kept saying โ€œask the data guyโ€โ€”so here i am.

Iโ€™ve worked across the stack: Data scientist โ†’ Data engineer โ†’ Data analyst/Business analyst.
translation: Trying to make sense of that crazy data you always avoid

Why this channel
i couldnโ€™t find many channels for our kinda peopleโ€”practical, curious, no ego.
soโ€ฆ here goes the channel. a place to learn, swap notes, and grow together.
the only one i know is @neural_netss ๐Ÿ”ฅ


What this is
a community for ai, data, and research enthusiasts. a chill corner for anyone who wants to learn.
weโ€™ll focus on learning. small, clear lessons. shared notes. tiny projects we can finish. readable code. quick feedback. progress over polish.


What weโ€™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/collabsโ€”and smart people who actually reply.

House vibe
curious > perfect โ€ข share what you know โ€ข no spam โ€ข respect each other and their craft

Drop a ๐Ÿ‘‹ with where youโ€™re based + what youโ€™re building/learning next.
lurkers welcomeโ€”jump in when youโ€™re ready.

Letโ€™s make sense of this data ๐Ÿš€

@datawithsimon
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The Sopranos is sth else๐Ÿคฃ๐Ÿคฃ
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What a fantastic night ๐Ÿ”ฅ
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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
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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 โŒ 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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"simplicity is the ultimate sophistication"
Leonardo da Vinci
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I'm just wondering which one are we gonna see first...GTA VI or SpaceX Starship to Mars๐Ÿ‘€....been waiting a long.

@BeNN_Pi
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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 Repoโšก๏ธ
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This is cold๐Ÿคฃ
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Sick of Meeting๐Ÿคฆโ€โ™‚๏ธ I have encountered 2 times/day * 7 days a week meeting. Imagine doing 14 meetings per week and you waste your energy explaining dumb things๐Ÿ˜ญ๐Ÿคฃ

Meeting is necessary, but there is a limit to everything.
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I heard Softbank and Peter thiel sold their share of NVIDIA๐Ÿ‘€๐Ÿ‘€and also AI stock Market cap lost $1.8 trillion worldwide! Maybe AI Bubble! like Dotcom bubble back then when they rose very high and crashed so fast!
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This was my comment like 5 days ago about BTC๐Ÿ‘€Afterall I'm getting good at prediction like ML algorithms
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Forwarded from BeNN
But trust me there's gonna be a crush....then it may rebound
I am not fan of Benchmarks, but Gemini 3 seems promising after all๐Ÿ”ฅGreat work from Sundar Pichai Team.
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