mie., 11 mar.
|The Office
Machine Learning (I)
Get the fundamentals right! This course will gradually get you up to speed with machine learning. You'll learn the relevant tools and by the end of it, be able to compete on Kaggle and apply ML to your day-to-day job. 4th Edition, Cluj-Napoca. Price: 250 EUR / month Length: 2 months
Time & Location
11 mar. 2020, 18:30
The Office, Bulevardul 21 Decembrie 1989, Cluj-Napoca 400000, Romania
Details
Price: 250 EUR / month
Length: 2 months
500 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 12 February 2020.
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)