Machine Learning with Python – 2 Days Certificate for Zsolt Szabo
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Certificate ID:
748871
Authentication Code:
a67fa
Certified Person Name:
Zsolt Szabo
Trainer Name:
Abhi Ojha
Duration Days:
2
Duration Hours:
14
Course Name:
Machine Learning with Python – 2 Days
Course Date:
14 December 2023 10:00 to 15 December 2023 17:00
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