Raul Lize Teixeira

[The Clutch CS2 @TheClutchBR]

E essa smoke que o FalleN matou no peito e jogou lá pra varanda? 😳

[Formula 1 @F1]

Lewis Hamilton becomes the first driver in F1 history to win races for McLaren, Mercedes, AND Ferrari 🏆

#F1 #BarcelonaGP

[Tech with Mak @techNmak]

Understanding AI models is the foundation.

IBM's complete playlist. 34 videos. Free.

Most engineers jump straight to LLMs without understanding the basics.
→ Can't explain how CNNs work
→ Don't know when to use transformers vs LSTMs
→ Confused about GANs and autoencoders
→ Lost when models fail in production

This playlist builds the foundation.

➕ What's covered:
➡️ Core AI Architectures
→ CNNs, GANs, Transformers, LSTMs, Autoencoders
→ How each architecture works
→ When to use which model
➡️ Language Models
→ How Large Language Models Work
→ NLP vs NLU vs NLG
→ Zero Shot Reasoning
→ Building RAG systems
➡️ Training & Optimization
→ Backpropagation explained
→ Gradient Descent
→ Overfitting and Underfitting
→ Federated Learning
➡️ ML Fundamentals
→ Supervised vs Unsupervised Learning
→ Random Forest
→ Time Series Analysis
→ Monte Carlo Simulation
➡️ Production AI
→ MLOps
→ PyTorch for training and inference
→ Embedded AI
→ Edge AI vs Distributed AI
➡️ Modern AI
→ AI Agents
→ Large Reasoning Models (LRMs)
→ LLM as a Judge
→ AI Biases and Trust

➕ Real outcomes:
✓ Understand different AI architectures
✓ Know which model to use for your problem
✓ Debug training issues
✓ Deploy models to production
✓ Evaluate AI systems properly

From IBM Technology:

Perfect for:
→ AI engineers building foundations
→ ML engineers understanding architectures
→ Developers learning AI models
→ Anyone deploying AI systems

Build the foundation first. Everything else follows.

(Playlist in comments)

♻️ Repost to save someone $$$ and a lot of confusion.
✔️ Follow @techNmak for more AI/ML insights.

[HLTV.org @HLTVorg]

The Professor lost one best-of-five final and decided it would never happen again 👨‍🏫🇧🇷

[Gabriel Toledo @FalleNCS]

Gratitude

[ATUALIZADO @CSatualizado]

👑 @FalleNCS se tornou o jogador com mais kills de AWP (1166) na história dos Majors.

[Gaules @Gaules]

G R A F I T E

[HLTV.org @HLTVorg]

Perfect World #ShanghaiMajor2024 will be the 16th Major of @FalleNCS' long career 🫡

[Lewis Hamilton @LewisHamilton]

Obrigado Senna, Obrigado Brasil 🇧🇷❤️

[ESL Counter-Strike @ESLCS]

ONE SERIES AWAY FROM A GRAND FINAL IN BRASIL.

@FURIA ARE IN THE #IEM RIO TOP 4 👏

@FalleNCS
@chelok1ng
@kscerato
@yuurih
@skullzcs
@siddecs

[Felipe Almeida @FelipeGains]

Faça esses 4 exercícios se você passa o DIA INTEIRO SENTADO:

[Ａｌｏｎｅｂｏｙ @ItzVarun_____]

Robert Downey Jr as Doctor Doom!.

[Viníccius13 @viniccius13]

✅

[Aidan LaPorta @AidanLaPorta69]

It’s still hilarious how LeBron really did this for no reason 🤣😭

[HLTV.org @HLTVorg]

Today, a true legend of Brazilian CS celebrates his 33rd birthday

Presente, @FalleNCS 🫡🇧🇷

[debate y debate @debateydebate]

Amadurecer é entender o pq que o Mcqueen não ultrapassou a linha e depois voltou…

[fer da depre @Ferdepre]

KKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKK

[Formula 1 @F1]

Senna Sempre ❤️🇧🇷

#F1 #ImolaGP

[Customice @Customicegg]

LG 2016 MLG Colombus custom painted Superlight 1

🇧🇷🎨

@TACOCS @FalleNCS @fer @linfnx @coldzera @Luminosity