Machine Learning Concepts for Entrepreneurs and Managers Training Course
Course
In City Of London
Description
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Type
Course
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Location
City of london
This training course is for people that would like to apply Machine Learning in practical applications for their team. The training will not dive into technicalities and revolve around basic concepts and business/operational applications of the same.
Target Audience
Investors and AI entrepreneurs
Managers and Engineers whose company is venturing into AI space
Business Analysts & Investors
Facilities
Location
Start date
Start date
Reviews
Course programme
Introduction to Neural Networks Introduction to Applied Machine Learning
- Statistical learning vs. Machine learning
- Iteration and evaluation
- Bias-Variance trade-off
- Choice of libraries
- Add-on tools
Regression
- Linear regression
- Generalizations and Nonlinearity
- Use cases
Classification
- Bayesian refresher
- Naive Bayes
- Logistic regression
- K-Nearest neighbors
- Use Cases
Cross-validation and Resampling
- Cross-validation approaches
- Bootstrap
- Use Cases
Unsupervised Learning
- K-means clustering
- Examples
- Challenges of unsupervised learning and beyond K-means
- word and sentence tokenization
- text classification
- sentiment analysis
- spelling correction
- information extraction
- parsing
- meaning extraction
- question answering
- R v/s Python
- Caffe v/s Tensor Flow
- Various Machine Learning Libraries
Machine Learning Concepts for Entrepreneurs and Managers Training Course