Machine Learning Fundamentals with Python Certificate for 良才 魏
Certificate ID:
540022
Authentication Code:
5f074
Certified Person Name:
良才 魏
Trainer Name:
Mao Zhang
Duration Days:
2
Duration Hours:
14
Course Name:
Machine Learning Fundamentals with Python
Course Date:
23 November 2017 09:30 to 24 November 2017 17:30
Venue:
Suzhou,
Course Outline:
Introduction to Applied Machine Learning
- Statistical learning vs. Machine learning
- Iteration and evaluation
- Bias-Variance trade-off
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