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
Registration is Closed
Time & Location
11 mar. 2020, 18:30
The Office, Bulevardul 21 Decembrie 1989, Cluj-Napoca 400000, Romania
About the Event
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)