^^Machine learning; apprendimento automatico.

 

machine learning ("apprendimento automatico" è l'espressione corretta in italiano)

Wikipedia

machine learning

  1. supervised learning
  2. unsupervised learning
  3. Reinforcement learning

RL Reinforcement Learning

trial and error learning, apprendimento per tentativi ed errori.

Un agente impara

The AlphaZero philosofy

if an agent can learn to master an environment tabula rasa,
then you demonstrably have a system that is
discovering and learning new knowledge by itself.

Machine learning su

  1. immagini
  2. testo
  3. parlato

Storia:

i primi progressi sono stati fatti per le immagini; lo sviluppo ha avuto uno sbalzo. 26-10-2019 lo sbalzo e' per il testo, con BERT Understanding searches better than ever before.

data mining, machine learning, statistical analysis.

The language changes over time, but they refer to very similar things.

a quip:  “data mining = statistics + marketing”,

implying that if you can describe statistics in a way that grabs people’s attention, then what you are doing is data mining.

credits: classcentral/data-mining-weka-waikato

Links

Proof assistant. La matematica in linguaggio informatico.

Artificial intelligence timeline.

Links inet

  1. Google

    1. google/teachable-machine makes AI easier for everyone
    2. colab.google What is Colaboratory?
    3. tensorflow | tfhub TensorFlow Hub
  2. deepai.org/machine-learning-glossary-and-terms
  3. analyticsindiamag/google-turns-21-heres-a-look-at-the-search-giants-top-21-machine-learning-contributions
  4. openai.com/introducing-activation-atlases

Dataset

  1. analyticsindiamag/10-question-answering-datasets-to-build-robust-chatbot-systems
  2. wp/Iris_flower_data_set
  3. rajpurkar/SQuAD-explorer The Stanford Question Answering Dataset
  4. tensorflow/datasets/catalog

 

Percorso di apprendimento >>>