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miguelrferreiraf/README.md

Hello there!

My name is Miguel Ferreira and I'm a web/desktop developer and data scientist.

Caspar David Friedrich

I have familiarity with most of Python technologies of machine learning and data science but my most important tool is my capability to link different fields of knowledge in a engaging algorithm. My interests include:

  • πŸ“Š Machine learning, IA and its implications πŸ“‰
  • βž— Mathematics for machine learning and data science
  • πŸ“š Philosophy, history and why world is what it is πŸ“–
  • πŸŠβ€ Swimming, chess (not specifically well played)
  • 🌎 Nature and how it defines us at all β˜€οΈπŸŒŠ

β€œPeople worry that computers will get too smart and take over the world, but the real problem is that they're too stupid and they've already taken over the world.”

Pedro Domingos (creator of Markov Logic Network)

What do I do?

Everything involving machine learning, IA, data science and each pipeline step since the data obtention to hosting is of my interest.

  • CRISP-DM Methodology πŸ“Š
  • Data cleaning πŸ“‹
  • EDA and data insights πŸ“ˆ
  • Model creation 🎲
  • Model performance analysis πŸ‘Ύ
  • Deploy and hosting 🍻

Python scikit-learn Keras TensorFlow FastAPI Django Docker Flask AWS

πŸ‘‹About me
  • Nature affects me πŸŒ³πŸŒ‹.

    Pic I took. Going home at dusk.

I love nature. That's why I chose The wanderer above the sea of fog to open my overview 🎨. It's the epitome of the romantically nature affected man. With romantic I mean not traditionally romantic, like Titanic or Romeo and Juliet, but romantic by thinking over our place in world.

From the building I work in 🌞

  • Machine learning beyond it's definition ❗❗πŸ’₯.

    Deep learning for image recognition

    LSTM Neural Network with ReLU activation function for image recognition

I really think deeply not only over the problems machine learning can solve for humanity and how it will change work. But I think too about philosophical implications πŸ€”. What their learning process can teach us about ours? What should we to do to improve their capacity of understanding the world? What lesson should a IA singularity take?

Deep learning for image recognition

Neuron made by God ☝️

Artificial neuron

ReLU activation neurons nodes. As you can see, it's a sequence of linear function sums.
The L in ReLU goes for linear.

  • Philosophy and religion πŸ™βœοΈβ›ͺ

    Mircea Eliade

    Mircea Eliade

The guy in photo is Mircea Eliade, the greatest mithologist and comparative religion researcher of sec. XX. His invetigations regarded of why do we think, act and behave like we do. Why do we constitute culture, sing 🎡, paint πŸ–ŒοΈ or dance πŸ’ƒ? You may not understand why this has anything to do with programming but we haven't never in history been so distant from the things that turns us humans, for the codes we're programming are now programming us.

That's why I really love studying religion, culture and history. It turns me even into a better programmer. For I'm worried what we could reach with our progress and what may we lose.

Christian tablet from pre-Nicene period ✝️.

:feelsgood:Contact me
  • LinkedIn
  • Instagram
  • Portfolio
  • Telegram

You may also be interested in my weblog.

Pinned

  1. wine-quality-neural-networks-regression wine-quality-neural-networks-regression Public

    Jupyter notebook of machine learning algorithm for linear regression data analysis πŸ“Š. Analysing and predicting wine quality through neural networks πŸ“‰

    Jupyter Notebook

  2. neural_nets_amazon_reviews neural_nets_amazon_reviews Public

    LSTM Neural Networks and embedding technologies for text comprehension πŸ“ƒ.

    Jupyter Notebook

  3. student_grade_log_regression student_grade_log_regression Public

    Simples logistic regression code for dummies.

    HTML

  4. miguelrferreiraf miguelrferreiraf Public

    My overview profile. Hope you enjoy it πŸ˜„!