Datasreality's profile picture. Where Data Science Meets Reality | Dive into AI, ML, Deep Learning | Uncover Real-World Data Insights | Linkedin 90K Followers

Data Science Reality

@Datasreality

Where Data Science Meets Reality | Dive into AI, ML, Deep Learning | Uncover Real-World Data Insights | Linkedin 90K Followers

Data Science Reality reposted

𝗛𝗼𝘄 𝗱𝗼 𝗡𝗲𝘂𝗿𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸𝘀 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝘁𝗵𝗶𝗻𝗸? Everyone’s heard of them. Few actually get them. No math. No AI jargon. Just a clean mental model to truly understand how they work. Let’s start with a relatable story ↓ ⤷ Imagine teaching a kid to…


Data Science Reality reposted

𝗬𝗼𝘂𝗿 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝗶𝘀 𝗱𝘂𝗺𝗯. 𝗜𝘁 𝗵𝗮𝘀 𝗻𝗼 𝗺𝗲𝗺𝗼𝗿𝘆 𝗼𝗳 𝘆𝗼𝘂𝗿 𝗱𝗮𝘁𝗮. 𝗜𝘁 𝗴𝘂𝗲𝘀𝘀𝗲𝘀. 𝗜𝘁 𝗺𝗮𝗸𝗲𝘀 𝘀𝘁𝘂𝗳𝗳 𝘂𝗽. 𝗬𝗼𝘂 𝗷𝘂𝘀𝘁 𝗱𝗶𝗱𝗻’𝘁 𝗻𝗼𝘁𝗶𝗰𝗲 𝗯𝗲𝗰𝗮𝘂𝘀𝗲 𝗶𝘁 𝘄𝗿𝗼𝘁𝗲 𝗶𝘁 𝗻𝗶𝗰𝗲𝗹𝘆. 𝗪𝗮𝗻𝗻𝗮 𝗺𝗮𝗸𝗲 𝗶𝘁 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆…


Data Science Reality reposted

𝗧𝗵𝗲 𝗯𝗲𝘀𝘁 𝗠𝗟 𝗮𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺 𝗶𝗻 𝗮 𝗰𝗿𝗶𝘀𝗶𝘀? 𝗥𝗮𝗻𝗱𝗼𝗺 𝗙𝗼𝗿𝗲𝘀𝘁. No matter if you’re building a fraud detection model or a credit scoring system 𝗥𝗮𝗻𝗱𝗼𝗺 𝗙𝗼𝗿𝗲𝘀𝘁 often beats everything else without deep tuning. Here’s how it works, 𝗮𝘀 𝗶𝗳…


Data Science Reality reposted

𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗠𝗟 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝘁𝗶𝗺𝗲 𝗰𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆 𝗶𝘀 𝗹𝗶𝗸𝗲 𝗰𝗼𝗱𝗶𝗻𝗴 𝗯𝗹𝗶𝗻𝗱𝗳𝗼𝗹𝗱𝗲𝗱. You might train the model… You might get good accuracy… But if you don’t know how the algorithm scales with data, You’ll end up deploying a model that…

Arifalam4u's tweet image. 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗠𝗟 𝘄𝗶𝘁𝗵𝗼𝘂𝘁 𝘁𝗶𝗺𝗲 𝗰𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆 𝗶𝘀 𝗹𝗶𝗸𝗲 𝗰𝗼𝗱𝗶𝗻𝗴 𝗯𝗹𝗶𝗻𝗱𝗳𝗼𝗹𝗱𝗲𝗱.

You might train the model…
You might get good accuracy…

But if you don’t know how the algorithm scales with data,
You’ll end up deploying a model that…

Data Science Reality reposted

𝗦𝗤𝗟 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗖𝗵𝗲𝗮𝘁𝗦𝗵𝗲𝗲𝘁 (𝟮𝟬𝟮𝟱 𝗘𝗱𝗶𝘁𝗶𝗼𝗻) 𝗟𝗲𝘁’𝘀 𝗯𝗲 𝗵𝗼𝗻𝗲𝘀𝘁: 𝗦𝗤𝗟 𝗰𝗮𝗻 𝗺𝗮𝗸𝗲 𝗼𝗿 𝗯𝗿𝗲𝗮𝗸 𝘆𝗼𝘂𝗿 𝗶𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄. ➤ 𝗝𝗢𝗜𝗡𝘀 𝗮𝗿𝗲 𝗮 𝗳𝗮𝘃𝗼𝗿𝗶𝘁𝗲 𝗾𝘂𝗲𝘀𝘁𝗶𝗼𝗻 ⟶ INNER JOIN: Returns matching rows ⟶ LEFT JOIN:…

Arifalam4u's tweet image. 𝗦𝗤𝗟 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗖𝗵𝗲𝗮𝘁𝗦𝗵𝗲𝗲𝘁 (𝟮𝟬𝟮𝟱 𝗘𝗱𝗶𝘁𝗶𝗼𝗻)
𝗟𝗲𝘁’𝘀 𝗯𝗲 𝗵𝗼𝗻𝗲𝘀𝘁: 𝗦𝗤𝗟 𝗰𝗮𝗻 𝗺𝗮𝗸𝗲 𝗼𝗿 𝗯𝗿𝗲𝗮𝗸 𝘆𝗼𝘂𝗿 𝗶𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄.

➤ 𝗝𝗢𝗜𝗡𝘀 𝗮𝗿𝗲 𝗮 𝗳𝗮𝘃𝗼𝗿𝗶𝘁𝗲 𝗾𝘂𝗲𝘀𝘁𝗶𝗼𝗻

⟶ INNER JOIN: Returns matching rows
⟶ LEFT JOIN:…

This is wild. OpenAI just dropped Deep Research and it is powered by a fine-tuned o3 model (NOT o3-mini) 🤯


Data Science Reality reposted

A problem from Canadian Math Olympiad. Without using a computer, evaluate the following sum.

Riazi_Cafe_en's tweet image. A problem from Canadian Math Olympiad.

Without using a computer, evaluate the following sum.

Do computer architecture course atleast once in your life. It fills in so many gaps and enhances fundamental understanding of computer science and software development

Datasreality's tweet image. Do computer architecture course atleast once in your life. 

It fills in so many gaps and enhances fundamental understanding of computer science and software development

Applied Machine Learning - Cornell CS5785 "Starting from the very basics, covering all of the most important ML algorithms and how to apply them in practice. Executable Jupyter notebooks (and as slides)". 80 videos!!

Datasreality's tweet image. Applied Machine Learning - Cornell CS5785

"Starting from the very basics, covering all of the most important ML algorithms and how to apply them in practice. Executable Jupyter notebooks (and as slides)". 80 videos!!

Data Science Reality reposted

Imagine an object with finite volume but infinite surface area. Gabriel's Horn is so beautiful. 😍 [bit.ly/384Mk3n]

abakcus's tweet image. Imagine an object with finite volume but infinite surface area. Gabriel's Horn is so beautiful. 😍 [bit.ly/384Mk3n]

Simple Linear Regression explained

Datasreality's tweet image. Simple Linear Regression explained

Data Science Reality reposted

Python cheat sheet for download (bookmark).

Arifalam4u's tweet image. Python cheat sheet for download (bookmark).

Data Science Reality reposted

Here are 3 Ways to Count Rows:

Arifalam4u's tweet image. Here are 3 Ways to Count Rows:

10 Books for Software Developers

Datasreality's tweet image. 10 Books for Software Developers

Data Science Reality reposted

Logistic Regression

Arifalam4u's tweet image. Logistic Regression

Getting Started With Python

Datasreality's tweet image. Getting Started With Python

Data Science Reality reposted

Python Numpy Cheat Sheet Learn more here: ailearninghub.io

Arifalam4u's tweet image. Python Numpy Cheat Sheet

Learn more here: ailearninghub.io

Data Science Reality reposted

What is a deadlock?

Arifalam4u's tweet image. What is a deadlock?

Bash scripting loops basics

Datasreality's tweet image. Bash scripting loops basics

Data Science Reality reposted

The best way to learn #machinelearning is to: Avoid popular content that oversimplifies concepts, especially when written by individuals with no real ML experience. Dive into high-quality books and work through them diligently. While it may be challenging at first, the effort…

predict_addict's tweet image. The best way to learn #machinelearning is to:

Avoid popular content that oversimplifies concepts, especially when written by individuals with no real ML experience.

Dive into high-quality books and work through them diligently.

While it may be challenging at first, the effort…

United States Trends

Loading...

Something went wrong.


Something went wrong.