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.
Time & Location
28 oct. 2019, 18:30
The Office, Bulevardul 21 Decembrie 1989, Cluj-Napoca 400000, Romania
Details
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
Problem definition
Dataset preparation
Feature selection / preparation
Feature engineering
Feature importance
Model debugging
Error analysis
Strategies to avoid over-fitting
Best practices / Tips and tricks
Linear models
Linear regression
Logistical regression
Naive Bayes
NLP (natural language processing)
Tree models
DecisionTrees
RandomForests
GradientBoostedTrees
Neural Networks
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)