@Kynsofficial Magic Messi will do his thing.
No be today.
I was hoping that Portugal would win the world cup though. I'll put a hold on Portugal until Bruno retires.
π¨ Zero β AI Engineer in 6 Months (From fundamentals to building your AI Portfolio All for FREE)
Most people ask me this :
Where do I actually PRACTICE AI instead of just watching videos?
Here's the honest answer π
You don't learn AI by jumping between random tools. You learn it by building systems in the right order.
Here's the 6-month roadmap that combines Stanford-level theory, real ML thinking, and hands-on production :
ποΈ Month 1 : Core Foundations (No shortcuts)
Before AI, you need engineering basics
β Python (data structures, OOP)
β Math for ML (Linear Algebra, Probability)
β How models actually work
Start here (beginner friendly): https://t.co/4AqGoZdRa1
Output : Simple ML scripts + GitHub repo
ποΈ Month 2 : Machine Learning
Core This is where most people quit, and where real engineers are made
β Supervised & unsupervised learning
β Feature engineering
β Model evaluation & bias
π Stanford CS229 β Andrew Ng https://t.co/DdH6OXgAd4
Output : End-to-end ML project (data β model β evaluation)
ποΈ Month 3 : Deep Learning Systems
Now you stop "using models" and start understanding them
β Neural networks, CNNs, RNNs
β Training deep models properly
β Debugging learning failures
π CS230 β Deep Learning https://t.co/GXEFmkp3Hl : Deep learning project with real training logic
ποΈ Month 4 : LLMs & Generative AI
This is where GenAI finally makes sense
β Transformers & attention
β Embeddings & vector search
β NLP foundations
π CS224N β NLP with Deep Learning https://t.co/pnXcUR2aag
π CS224U β Language Understanding https://t.co/A87N3vxsxV
Output : LLM-powered system (not just prompts)
ποΈ Month 5 : AI Systems & MLOps
This is the difference between demos and production
β Model deployment (APIs)
β Vector databases
β Monitoring & evaluation
β CI/CD for ML
πMade With ML (MLOps Course) https://t.co/tQhK8hoYg7
Output : Deployed AI system with monitoring
ποΈ Month 6 : Real-World AI Engineering
Now you think like an AI engineer, not a learner
β Data pipelines
β Scale & performance
β Security & privacy
β Case studies (fintech, healthcare, SaaS)
π CS221 β Artificial Intelligence https://t.co/aBXffHDEmq
π CS234 β Reinforcement Learning (Agents mindset) https://t.co/RDeiUiBK5f
Save this. Follow the order. Most people fail because they skip steps, not because they lack talent
Which month are you currently at? π
β»οΈ Repost to someone who's been stuck in tutorials
Goldmineeeeeeeeeee
YOUTUBE AUTOMATION COURSE FROM A-Z π₯³
How to get started, how to pick a niche, Clear roadmap for beginners and everything else
Youβre welcome!
https://t.co/h0tHc5nQNp
@Kynsofficial Even Stevie Wonder knows that Obi is unpopular but why is he and his party afraid of enacting a policy framework that will guarantee a free and fair election?
Free Certification Courses to Learn Data Science in 2026:
1. Python
π https://t.co/dIF8TuaOLu
2. SQL
π https://t.co/Ge4bFjars9
3. Statistics and R
π https://t.co/41ya4HlxPS
4. Data Science: R Basics
πhttps://t.co/56xixoYoMg
5. Excel and PowerBI
π https://t.co/oWULVWbQPg
6. Data Science: Visualization
πhttps://t.co/eQ7buwP4QU
7. Data Science: Machine Learning
πhttps://t.co/RYTIF3cocp
8. R
πhttps://t.co/aPvThGhFHw
9. Tableau
πhttps://t.co/94KUoem3Bf
10. PowerBI
π https://t.co/gOV6kIG2kQ
11. Data Science: Productivity Tools
π https://t.co/0fvxcgIQ4W
12. Data Science: Probability
πhttps://t.co/J0eC5jlOGX
13. Mathematics
πhttps://t.co/b62getHyo7
14. Statistics
π https://t.co/Y82ToFqsFs
15. Data Visualization
πhttps://t.co/Yz8e2T6mdn
16. Machine Learning
π https://t.co/VoHcNGJvfC
17. Deep Learning
π https://t.co/TY3cjGHXdK
18. Data Science: Linear Regression
πhttps://t.co/5N2UOWUgxw
19. Data Science: Wrangling
πhttps://t.co/zTsUAAn1hE
20. Linear Algebra
π https://t.co/UPNbNapSf0
21. Probability
π https://t.co/UdOPPPyYJ8
22. Introduction to Linear Models and Matrix Algebra
πhttps://t.co/3hOAvinvhe
23. Data Science: Capstone
π https://t.co/ac8w6CLS9T
24. Data Analysis
π https://t.co/tKh5FYjMRM
25. IBM Data Science Professional Certificate
https://t.co/gFsFS3B6zu
26. Neural Networks and Deep Learning
https://t.co/SPyU710NvG
27. Supervised Machine Learning: Regression and Classification
https://t.co/ATOsYimRAJ
@channelstv#POTUS Nigeria needs immediate intervention. It is obvious that the federal government of Nigeria is ineffective in securing the lives and property of its citizens.