Course Outline
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
Requirements
Knowledge of Python programming language. Basic familiarity with statistics and linear algebra is recommended.
Testimonials (7)
Preparation of materials and code (with comments). Consistency of the teaching process and progression of topics. Preparation of the lecturer.
Piotr - ArcelorMittal
Course - Machine Learning with Python – 4 Days
Machine Translated
Interesting knowledge
Gabriel - MINDEF
Course - Machine Learning with Python – 4 Days
The trainer was a practitioner with a lot of experience and had a very good knowledge of the material.
Witold Iwaniec - City of Calgary
Course - Machine Learning with Python – 4 Days
The trainer because he could handle almost every subject and situation.
Florin Babes - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
The manner in which the trainer explained the concepts, his positive and welcoming attitude and the real-world examples provided for each exercise.
Ovidiu Calita - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
Very good training session with nice documentation and exercises and Kristian did it like a professional he is.
Adrian Boulescu - eMAG IT RESEARCH SRL
Course - Machine Learning with Python – 4 Days
I like that he is very skilled and has lots of knowledge in his domain.