Azongo Filipe

🇺🇳Progressive| liberal & humanist |🇺🇳 Seeking and sharing the best for a more just and humanistic world.

[Azongo Filipe @jluisafonso]

@aime_mwizaa Maybe an option for them, a new trend for so-called empowered women. Even about the phenomenon of motherhood, today they can decide (when and how), it is no longer even the case of "with whom"?

[Azongo Filipe @jluisafonso]

@FoxNews It’s disgusting this servile and flattering relationship of Infantino with his boss DJ Trump. For me, if there was a hint of shame on everyone’s face, this world championship would end here... BOYCOTT!!

[Azongo Filipe @jluisafonso]

@zoomafrika1 Mr. Patrice Talon (former Bénin Président)

[Azongo Filipe @jluisafonso]

@AfricaFirsts Xenophobia

[Data Science Academy @dsacademybr]

Bom resumo sobre algumas funções em dados e IA. 🎯

[Shalini Goyal @goyalshaliniuk]

Data-driven careers are booming, but do you know the key differences between them? Here’s a quick breakdown of four major data roles and what they do:

🔹 Data Analyst – Gathers, processes, and visualizes data to help businesses make informed decisions. Tracks trends, ensures data accuracy, and creates dashboards.

🔹 Data Scientist – Uses machine learning and statistics to build predictive models, conduct experiments, and extract insights to solve complex problems.

🔹 ML Engineer – Develops and optimizes machine learning models, runs experiments, and collaborates with data scientists to deploy AI solutions.

🔹 Data Engineer – Designs and maintains scalable data pipelines, manages storage solutions, and integrates big data tools into business systems.

More in graphics below.

Consider reposting if you found this helpful!

[Azongo Filipe @jluisafonso]

@ash_twtz @xoaanya Which of these distros would you recommend for a laptop with the following specs:
- x64, Intel Core i5-6300U/2.4 GHz)/Intel HD Graphics 620/8 GB DDR4 RAM/256 GB SATA M.2 SSD?

[Python Programming @PythonPr]

How to Explain AI Types

[Elora khatun @elora_khatun]

Most people want to become an AI Engineer.

Very few know what to learn... and in what order.

Here’s a roadmap that takes you from beginner → production-ready AI Engineer 👇

1️⃣ Master the foundations
• Python programming
• Data structures & algorithms
• Linear algebra
• Probability & statistics
• SQL basics
Without this, everything else becomes harder.

2️⃣ Learn data engineering
• Data collection
• Cleaning & preprocessing
• EDA
• Feature engineering
• Data visualization
AI is only as good as the data behind it.

3️⃣ Understand machine learning
• Supervised learning
• Unsupervised learning
• Model evaluation
• Cross-validation
• Scikit-learn
Learn how models actually make decisions.

4️⃣ Dive into deep learning
• Neural networks
• Backpropagation
• Activation functions
• PyTorch / TensorFlow
This is where modern AI starts.

5️⃣ Learn NLP
• Tokenization
• Embeddings
• Transformers
• Fine-tuning
The foundation of ChatGPT, Claude, and Gemini.

6️⃣ Explore computer vision
• CNNs
• Object detection
• Image segmentation
• OpenCV
Teach machines to understand images.

7️⃣ Master GenAI & LLMs
• Prompt engineering
• RAG
• Fine-tuning
• Vector databases
• LangChain & LlamaIndex
This is the highest-leverage skill stack today.

8️⃣ Learn MLOps
• FastAPI
• Docker
• CI/CD
• Monitoring
• MLflow
Because models are useless if they can't be deployed.

9️⃣ Study AI system design
• Scaling strategies
• Real-time inference
• Caching
• Cost optimization
The difference between demos and production systems.

🔟 Stay ahead
• Agentic AI
• Multimodal models
• AutoML
• AI safety
• Latest research
The field changes every week.

💡 Reality check:

Most people spend months consuming AI content.

The top 1% spend that time building projects.

Build. Deploy. Iterate. Repeat.

📌 Save this roadmap
🔁 Repost for aspiring AI engineers
➕ Follow @elora_khatun practical AI breakdowns & learning resources 🚀

[Azongo Filipe @jluisafonso]

@shyam_ayurved This only happens if something very serious is starting to affect a woman’s sexual health -> go to the hospital and/or see your gynecologist immediately!
No ⛔ pain, but rather ✅ pleasure and enjoyment!

[Azongo Filipe @jluisafonso]

@geglobo Às vezes, vocês brasileiros deixam-me pasmado! É o treinador que está no campo a jogar, ou são os jogadores que têm que jogar até suarem sangue, se necessário? E as outras equipas, não se preparam? Foram ao Mundial brincar? A bola é redonda e favoritos só existem após os 90'.

[Azongo Filipe @jluisafonso]

@aime_mwizaa Of course, I do. Marriage is a "binary affair". At all !!!!

[Azongo Filipe @jluisafonso]

@yslcora WTF??? No way ....

[Azongo Filipe @jluisafonso]

@siyahsancakx A partir do momento que se transformou no baba-ovo, bajulador servil do maluco de cabelo cor de rosa , não tem como....

[Azongo Filipe @jluisafonso]

@xagreat Sionista, I don't know about, but there's no doubt that he's a despicable creature who thrives on servility and flattery!!

[Roger Nouveau @NouveauAFT]

@WorldCup26HQ Millionaire’s welcome to the #FIFAWorldCup 🤡

[Azongo Filipe @jluisafonso]

@TotalFootball This racist and xenophobic treatment is humiliating, shameful, and repugnant. It's nothing concerning with immigration control measures. I doubt any delegation of white (Western) players would be subjected to this crap. Where is FIFA staff and its corrupt president, Infantino?

[Azongo Filipe @jluisafonso]

@ruzindana28 @ADFmagazine Yes, everyone here is a supporter, caught up in this current trend and wave of pseudo-pan-africanist fervor.

[Azongo Filipe @jluisafonso]

@ruzindana28 @ADFmagazine But the greater risk is that these brutal tactics are being used not against the jihadists themselves, in direct confrontation, but against innocent civilian populations residing in areas occupied by terrorists. We only support them when the victims are not our direct relatives.

[Azongo Filipe @jluisafonso]

@MIGUELCreporter Dia de consagração: ele vai ter palco, ringue e canal (3 em 1) para debitar todas as suas besteiras, populismo barato, e destilar todo o seu ódio xenófobo. Ainda bem que a diversidade de informação nos permite ter outras opções.