Training: Machine Learning
Booking
Duration: 4 Days
Contact: Siddhesh Nikude
Inquire via E-Mail
Phone: +91-95-52572354
Available Languages
- English
Audience
Software developers who work on data analysis and intelligence software/system development.
Precondition
Good understanding of mathematics, good knowledge of at least one programming language.
Goals
Know the fundamentals of machine learning and popular machine learning algorithms.
Contents
- Introduction
- Hypothesis space
- Inductive bias
- Evaluation
- Cross-validation
- Learning types
- Supervised learning
- Unsupervised learning
- Reinforcement learning
- Classification
- Probabilistic classification
- Regression
- Linear regression
- Logistic regression
- Neural network
- Perception
- Multilayer network
- Backpropagation
- Clustering
- K-means
- Adaptive hierarchical clustering
- Gaussian mixture model
- Density estimation
- Maximum likelihood
- Dimensionality reduction
- Feature extraction