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Somu
@somusa.bsky.social
28 followers 35 following 30 posts
Data Scientist | Coffee & Code
self.love = py
I choose being happy instead of being right.

Practicing Lucid Dreams often

Follow me to get butterfly effect
Posts Replies Media Videos
Damn, what bad luck! I recently accepted an offer and started working, but now I’ve got another one offering a much better package compared to the first. What should I do now? Please suggest
January 15, 2025 at 3:28 PM
Respect people who wear glasses.
They paid money to see you.🙊
January 12, 2025 at 5:23 PM
Never think you are nothing; Never think you are everything.

But always think you are something and you can achieve almost anything.

#positive #thinking
January 12, 2025 at 11:10 AM
The best way to refresh your mind is to step out and explore.
Good morning!
January 11, 2025 at 5:26 AM
What goes around definitely comes around.
Karma is real!

Happy Morning 🌄.
Have a great day 😃.
January 10, 2025 at 3:44 AM
New day,
Fresh morning,
New beginnings.

Happy Morning 🌄🌞.

Be consistent!!

#GoodMorning
January 9, 2025 at 3:43 AM
Never stop being a good person, because of bad people...
January 8, 2025 at 4:16 PM
Manifestation is real.

Start speaking positivity in your life.

Change the way you think, Change the way you speak.

And see your life changing beautifully.
January 8, 2025 at 1:56 PM
Everything seems stupid when it fails.
- Fyodor Dostoevsky
January 7, 2025 at 3:43 PM
Lord,
give me the guidance
to know
when to hold on
and
when to let go
and the grace
to make the right decision
with dignity.
January 6, 2025 at 3:18 PM
Spearman correlation: when your data doesn’t walk a straight line but still vibes together. 🎢📊 #DataScience #Statistics
January 1, 2025 at 1:24 PM
Central Limit Theorem: The backbone of statistics.
No matter the original distribution, sample means tend to form a normal distribution as the sample size grows.
From dice rolls to survey data, it’s why we trust the bell curve. 🔔📊 #DataScience #Statistics #CLT #AI #Follow
December 30, 2024 at 6:39 AM
Ever wonder how we measure the probability of rare events?
The Poisson Distribution is the hero for counting occurrences:

Number of calls to customer service in an hour? 📞
Meteors visible per night? ☄️
It’s how randomness finds structure. 📊✨ #DataScience #Statistics #PoissonDistribution #Follow #AI
December 29, 2024 at 5:02 PM
Binomial Distribution: Counting successes in a series of trials.

Flip a coin 10 times: How many heads? 🪙
Send 100 emails: How many replies? 📧
When probabilities meet reality, binomial distribution delivers the answers. 📊✨
#DataScience #Statistics #BinomialDistribution #AI #Probability #Statistics
December 28, 2024 at 1:13 PM
Feature scaling isn’t just a preprocessing step; it’s the secret to unlocking your model’s full potential. 🚀 Algorithms like SVMs and K-Means rely on scaled inputs for optimal performance. How do you handle scaling in your pipeline? 🤔 #DataScience #MachineLearning #FeatureEngineering #AI #Follow #ML
December 27, 2024 at 2:40 AM
Data is the new oil, but only if refined. 🚀 Start with clean, scaled, and well-prepped data—your model will thank you! #DataScience #MLTips #AI #Follow #Christmas #Data #MachineLearning
December 26, 2024 at 1:36 PM
Markov Chains: When the future depends only on the present, not the past.
It’s like deciding what to eat next based solely on what’s on your plate now—not yesterday’s menu. 🍕➡️🍔➡️🌮
Powerful for modeling random processes, from weather to web page visits. 📊✨ #DataScience #MarkovChains #MachineLearning
December 25, 2024 at 3:26 PM
🎄 Scaling vs. Normalization, Christmas Edition:

Scaling: Stretching or shrinking the tree while keeping proportions—like resizing data for consistent units. 🎄➡️🌲
December 24, 2024 at 6:41 PM
🎄Did you know Santa's gift distribution could be modeled as an optimization problem?
Using techniques like Linear Programming, Santa can minimize delivery time while maximizing joy! 🎅✨

Data Science makes even the busiest holiday logistics possible. Merry #Christmas to all the #data enthusiasts! 📊🎁
December 24, 2024 at 6:38 PM
Reposted by Somu
Statisticians are like magicians—
They make the data disappear... and then pull a p-value out of a hat. 🧙‍♂️✨
But sometimes, the magic’s just a coincidence! 😂📊
#Statistics #DataScience #PValue #Magic #Humor #Data #Jokes #StatLife #MathLaughs #AI #Follow #BlueSky
December 23, 2024 at 7:16 PM
Statisticians are like magicians—
They make the data disappear... and then pull a p-value out of a hat. 🧙‍♂️✨
But sometimes, the magic’s just a coincidence! 😂📊
#Statistics #DataScience #PValue #Magic #Humor #Data #Jokes #StatLife #MathLaughs #AI #Follow #BlueSky
December 23, 2024 at 7:16 PM
😂 Feature Selection in Real Life
Me: "Why do we need feature selection?"
Model: "Because not every column in your dataset is as important as you think. Drop the useless ones, Somu." 🙄

Lesson: Choosing the right features is like packing for a trip—less is more! 🎒✨

#DataScience #FeatureSelection #AI
December 23, 2024 at 9:41 AM
😂 When Your Model Doesn’t Converge
Me: "Why are you taking so long to learn?"
Model: "Because you gave me a learning rate slower than a snail, genius." 🐌💻

Lesson: Pick the right learning rate, or your model might still be training when AI takes over the world. 🤖🌍

#DeepLearning #AI #DataScience
December 22, 2024 at 2:36 PM
😂 Machine Learning Models Be Like
Me: "Why are you predicting everything as 'cat'?"
Model: "You gave me 10,000 cat photos. What did you expect?" 🐱

Lesson: Balance your dataset, or your model might just turn into a cat person. 😅

#MachineLearning #DataScience #Statistics #Funny #Jokes
#AI #Cat
December 20, 2024 at 5:00 PM
🤖 Machine Learning in Real Life
Me: "Why didn’t the model perform well on the test set?"
Model: "Because you overfit me, Somu." 🙄

Lesson learned: Models are like relationships—too much attention, and they’ll just memorize your quirks. Let them breathe! 😅

#DataScience #OverFitting #MachineLearning
December 19, 2024 at 3:30 PM