Starting the Big Data Era

• As we have more data and more computational power new models have new capacities:
  • Flexibility
  • Internal variable selection
  • High precision of predictions
• Most the models techniques combine hundreds or thousands of simpler models into one super-model like happens with:
  • Bagging
  • Boosting
  • Model stacking
• Large deep-neural models may have over a billion parameters.