lun., 28 oct. | The Office

Machine Learning (I)

Get the fundamentals right! This course will gradually get you up to speed with the world of machine learning. You will learn the tools of the trade and by the end of it, be able to compete in Kaggle competitions and apply ML to your day-to-day job. 3rd Edition of the, on-site, Cluj-Napoca.
Registration is Closed

Time & Location

28 oct. 2019, 18:30
The Office, Bulevardul 21 Decembrie 1989, Cluj-Napoca 400000, Romania

About the Event

Price: 63 EUR / week

Length: 7 weeks

440 EUR / module (10% discount for first 3 registrations)

The course agenda is as follows:

  • ML project lifecycle
  1. Problem definition
  2.  Dataset preparation
  3.  Feature selection / preparation
  4.  Feature engineering 
  5.  Feature importance
  6.  Model debugging
  7. Error analysis
  8. Strategies to avoid over-fitting     
  • Best practices / Tips and tricks
  • Linear models
  1.  Linear regression
  2.  Logistical regression
  • Naive Bayes
  • NLP (natural language processing)
  • Tree models
  1.  DecisionTrees
  2.  RandomForests
  3.  GradientBoostedTrees
  • Neural Networks
  1.  Multilayer perceptrons

The sessions:

  • Will start in october (TBD). 
  • Will be held at The Office conferance hall
  • Once a week begging at 18:30
  • There will be homework to be done, but the feedback will be private
  • This course requires a minimum commitment of 8h / week for self study (excluding the time spend at the workshops)
Registration is Closed

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