Knowledge of Python programming language. Basic familiarity with statistics and linear algebra is recommended.
The aim of this course is to provide general proficiency in applying Machine Learning methods in practice. Through the use of the Python programming language and its various libraries, and based on a multitude of practical examples this course teaches how to use the most important building blocks of Machine Learning, how to make data modeling decisions, interpret the outputs of the algorithms and validate the results.
Our goal is to give you the skills to understand and use the most fundamental tools from the Machine Learning toolbox confidently and avoid the common pitfalls of Data Sciences applications.
Introduction to Applied Machine Learning
- Statistical learning vs. Machine learning
- Iteration and evaluation
- Bias-Variance trade-off
Supervised Learning and Unsupervised Learning
- Machine Learning Languages, Types, and Examples
- Supervised vs Unsupervised Learning
Supervised Learning
- Decision Trees
- Random Forests
- Model Evaluation
Machine Learning with Python
- Choice of libraries
- Add-on tools
Regression
- Linear regression
- Generalizations and Nonlinearity
- Exercises
Classification
- Bayesian refresher
- Naive Bayes
- Logistic regression
- K-Nearest neighbors
- Exercises
Cross-validation and Resampling
- Cross-validation approaches
- Bootstrap
- Exercises
Unsupervised Learning
- K-means clustering
- Examples
- Challenges of unsupervised learning and beyond K-means
Neural networks
- Layers and nodes
- Python neural network libraries
- Working with scikit-learn
- Working with PyBrain
- Deep Learning
United Arab Emirates - Machine Learning with Python – 4 Days
Qatar - Machine Learning with Python – 4 Days
Egypt - Machine Learning with Python – 4 Days
Saudi Arabia - Machine Learning with Python – 4 Days
South Africa - Machine Learning with Python – 4 Days
Brasil - Machine Learning with Python – 4 Days
Canada - Machine Learning with Python – 4 Days
中国 - Machine Learning with Python – 4 Days
香港 - Machine Learning with Python – 4 Days
澳門 - Machine Learning with Python – 4 Days
台灣 - Machine Learning with Python
USA - Machine Learning with Python – 4 Days
Österreich - Machine Learning with Python – 4 Days
Schweiz - Machine Learning with Python – 4 Days
Deutschland - Machine Learning with Python – 4 Days
Czech Republic - Machine Learning with Python – 4 Days
Denmark - Machine Learning with Python – 4 Days
Estonia - Machine Learning with Python – 4 Days
Finland - Machine Learning with Python – 4 Days
Greece - Machine Learning with Python – 4 Days
Magyarország - Machine Learning with Python – 4 Days
Ireland - Machine Learning with Python – 4 Days
Luxembourg - Machine Learning with Python – 4 Days
Latvia - Machine Learning with Python – 4 Days
España - Machine Learning with Python – 4 Days
Italia - Machine Learning with Python – 4 Days
Lithuania - Machine Learning with Python – 4 Days
Nederland - Machine Learning with Python – 4 Days
Norway - Machine Learning with Python – 4 Days
Portugal - Machine Learning with Python – 4 Days
România - Machine Learning with Python – 4 Days
Sverige - Machine Learning with Python – 4 Days
Türkiye - Machine Learning with Python – 4 Days
Malta - Machine Learning with Python – 4 Days
Belgique - Machine Learning with Python – 4 Days
France - Machine Learning with Python – 4 Days
日本 - Machine Learning with Python – 4 Days
Australia - Machine Learning with Python – 4 Days
Malaysia - Machine Learning with Python – 4 Days
New Zealand - Machine Learning with Python – 4 Days
Philippines - Machine Learning with Python – 4 Days
Singapore - Machine Learning with Python – 4 Days
Thailand - Machine Learning with Python – 4 Days
Vietnam - Machine Learning with Python – 4 Days
India - Machine Learning with Python – 4 Days
Argentina - Machine Learning with Python – 4 Days
Chile - Machine Learning with Python – 4 Days
Costa Rica - Machine Learning with Python – 4 Days
Ecuador - Machine Learning with Python – 4 Days
Guatemala - Machine Learning with Python – 4 Days
Colombia - Machine Learning with Python – 4 Days
México - Machine Learning with Python – 4 Days
Panama - Machine Learning with Python – 4 Days
Peru - Machine Learning with Python – 4 Days
Uruguay - Machine Learning with Python – 4 Days
Venezuela - Machine Learning with Python – 4 Days
Polska - Machine Learning w Python
United Kingdom - Machine Learning with Python – 4 Days
South Korea - Machine Learning with Python – 4 Days
Pakistan - Machine Learning with Python – 4 Days
Sri Lanka - Machine Learning with Python – 4 Days
Bulgaria - Machine Learning with Python – 4 Days
Bolivia - Machine Learning with Python – 4 Days
Indonesia - Machine Learning with Python – 4 Days
Kazakhstan - Machine Learning with Python – 4 Days
Moldova - Machine Learning with Python – 4 Days
Morocco - Machine Learning with Python – 4 Days
Tunisia - Machine Learning with Python – 4 Days
Kuwait - Machine Learning with Python – 4 Days
Oman - Machine Learning with Python – 4 Days
Slovakia - Machine Learning with Python – 4 Days
Kenya - Machine Learning with Python – 4 Days
Nigeria - Machine Learning with Python – 4 Days
Botswana - Machine Learning with Python – 4 Days
Slovenia - Machine Learning with Python – 4 Days
Croatia - Machine Learning with Python – 4 Days
Serbia - Machine Learning with Python – 4 Days
Bhutan - Machine Learning with Python – 4 Days