@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.
๐จ Zero โ 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 ๐
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 :
๐๏ธ Month 1 : Core Foundations (No shortcuts)
Before AI, you need engineering basics
โ Python (data structures, OOP)
โ Math for ML (Linear Algebra, Probability)
โ How models actually work
Start here (beginner friendly): https://t.co/4AqGoZdRa1
Output : Simple ML scripts + GitHub repo
๐๏ธ Month 2 : Machine Learning
Core This is where most people quit, and where real engineers are made
โ Supervised & unsupervised learning
โ Feature engineering
โ Model evaluation & bias
๐ Stanford CS229 โ Andrew Ng https://t.co/DdH6OXgAd4
Output : End-to-end ML project (data โ model โ evaluation)
๐๏ธ Month 3 : Deep Learning Systems
Now you stop "using models" and start understanding them
โ Neural networks, CNNs, RNNs
โ Training deep models properly
โ Debugging learning failures
๐ CS230 โ Deep Learning https://t.co/GXEFmkp3Hl : Deep learning project with real training logic
๐๏ธ Month 4 : LLMs & Generative AI
This is where GenAI finally makes sense
โ Transformers & attention
โ Embeddings & vector search
โ NLP foundations
๐ CS224N โ NLP with Deep Learning https://t.co/pnXcUR2aag
๐ CS224U โ Language Understanding https://t.co/A87N3vxsxV
Output : LLM-powered system (not just prompts)
๐๏ธ Month 5 : AI Systems & MLOps
This is the difference between demos and production
โ Model deployment (APIs)
โ Vector databases
โ Monitoring & evaluation
โ CI/CD for ML
๐Made With ML (MLOps Course) https://t.co/tQhK8hoYg7
Output : Deployed AI system with monitoring
๐๏ธ Month 6 : Real-World AI Engineering
Now you think like an AI engineer, not a learner
โ Data pipelines
โ Scale & performance
โ Security & privacy
โ Case studies (fintech, healthcare, SaaS)
๐ CS221 โ Artificial Intelligence https://t.co/aBXffHDEmq
๐ CS234 โ 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? ๐
โป๏ธ Repost to someone who's been stuck in tutorials
Goldmineeeeeeeeeee
YOUTUBE AUTOMATION COURSE FROM A-Z ๐ฅณ
How to get started, how to pick a niche, Clear roadmap for beginners and everything else
Youโre 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
๐ https://t.co/dIF8TuaOLu
2. SQL
๐ https://t.co/Ge4bFjars9
3. Statistics and R
๐ https://t.co/41ya4HlxPS
4. Data Science: R Basics
๐https://t.co/56xixoYoMg
5. Excel and PowerBI
๐ https://t.co/oWULVWbQPg
6. Data Science: Visualization
๐https://t.co/eQ7buwP4QU
7. Data Science: Machine Learning
๐https://t.co/RYTIF3cocp
8. R
๐https://t.co/aPvThGhFHw
9. Tableau
๐https://t.co/94KUoem3Bf
10. PowerBI
๐ https://t.co/gOV6kIG2kQ
11. Data Science: Productivity Tools
๐ https://t.co/0fvxcgIQ4W
12. Data Science: Probability
๐https://t.co/J0eC5jlOGX
13. Mathematics
๐https://t.co/b62getHyo7
14. Statistics
๐ https://t.co/Y82ToFqsFs
15. Data Visualization
๐https://t.co/Yz8e2T6mdn
16. Machine Learning
๐ https://t.co/VoHcNGJvfC
17. Deep Learning
๐ https://t.co/TY3cjGHXdK
18. Data Science: Linear Regression
๐https://t.co/5N2UOWUgxw
19. Data Science: Wrangling
๐https://t.co/zTsUAAn1hE
20. Linear Algebra
๐ https://t.co/UPNbNapSf0
21. Probability
๐ https://t.co/UdOPPPyYJ8
22. Introduction to Linear Models and Matrix Algebra
๐https://t.co/3hOAvinvhe
23. Data Science: Capstone
๐ https://t.co/ac8w6CLS9T
24. Data Analysis
๐ 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.