For the awaited roadmap that you guys kept asking me, here is one of the best online colleges roadmap full structure....

Turing College
If y'all know Turing the Platform to get online Jobs, has its own EdTech.

The programs are exquisite, and their way of learning is Project Based. If you really follow it and check this out, you can see its value.

Here are the links to the roadmaps in Notion site, Copy it to your Notion!

● Data Science
● Data Analysis
● Data Engineering

They are very detailed and well tailored!

I will be sending more resources to learn and push into the details as well.

If you found this valuable share them to your peers!

@datawithsimon

If any body is pushing code using CI/CD pipeline there is a global issue with GitHub so don't panic...

Any body facing this...

Its something more on like Github Hosted Runner is not correctly working...

So in your pipeline it might be very slow...

The company i work for communicated them and they say it will be fixed with in an hour max.

So Sit tight

Anybody who ever worked on Neo4J ?

Did y'all know you guys can do analysis on the visibility of products on through out Ai searches...

Some concept called Share-of-Prompts 🔥

We will do some projects on this area

Anybody who is applying to YC this year?
Let me know we can do somw colab on smt!

http://ycombinator.com/apply

Life of a Data Engineer

... at some point you will just get lost...

There is a big difference between
Getting Certified, and
Having certifications

I.e: - you can have certifications from Udemy on Data engineering.
But being Azure Certified Data Engineer is big difference!

- AWS Solutions Architect is not the same as pluralsight course on how to be a Solutions Architect!

BID DIFFERENCE!

@datawithsimon

Funfact: IBM is the first company to even have created the tools for Data Scientist and the people who coined the Name "Data Science" are from IBM.

So they know what they are saying!

For those starting in Data Science, make sure to check the:
IBM DATA SCIENCE PROFESSIONAL CERTIFICATE
from coursera.org

https://www.coursera.org/professional-certificates/ibm-data-science

I have got one question for people, why are you guys trying to build LLM from scratch, or Trying to understand Transformers without even knowing the basic Deeplearning?

Seriously you're making life hard on your self!

Cover the basics first please!!!
I can't emphasize more on this!

...For those who Know HubStaff this is how it went, For those who dont know it, you guys are enjoying life... so

ENJOY LIFE!

Anyone who want to learn more on ML and Neural Networks, check this channel out !

🚀 I Built a Checkers AI Agent That Learns Like a Brain! 🤖♟️

Hello everyone! I just built a Checkers AI Agent that learns to play using the NEAT (NeuroEvolution of Augmenting Topologies) algorithm! 🧠♟️

After a long time of learning and building, I finally created a Checkers AI Agent that mimics biology using the NEAT algorithm.

This AI doesn’t just play; it learns through self-play and evolves its neural network structure over time, just like a brain. Inspired by AlphaGo, I wanted to explore how AI can mimic biological evolution — and watching it get smarter is honestly exciting.

It’s still at a basic level, but seeing it grow and learn on its own makes it incredibly rewarding. You can play against the AI in your browser or train your own models.
It is also open source.
Try it online, check out the code, or contribute!
🔗 Play now: https://checkers-using-neat1.onrender.com/
🔗 GitHub: https://github.com/benasphy/Checkers_Using_NEAT

⭐ Don’t forget to star, fork.
For questions or contributions DM @benasphy