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Data Scientist Level 3: Machine Learning

Course Outlines

  • Introduction to Artificial Intelligence and Machine Learning
  • Data Wrangling and Manipulation
  • Supervised Learning-Regression
  • Feature Engineering
  • Supervised Learning-Classification
  • Unsupervised learning
  • Time Series Modelling
  • Ensemble Learning
  • Recommender Systems
  • Text Mining

What you'll learn

  • Master the concepts of supervised and unsupervised learning, recommendation engine and time series modeling algorithms, and applications of Machine Learning.
  • Statistical and heuristic aspects of Machine Learning.
  • Implement models such as support vector machines, kernel SVM, naive Bayes, decision tree classifier, random forest classifier, logistic regression, K-means clustering.
  • Improve the performance of Machine Learning models and various accuracy metrics.
  • Improve the models with optimization algorithms, which include Boosting & Bagging techniques.

Course Content

  • Master the concepts of supervised and unsupervised learning, recommendation engine and time series modeling algorithms, and applications of Machine Learning.
  • Statistical and heuristic aspects of Machine Learning.
  • Implement models such as support vector machines, kernel SVM, naive Bayes, decision tree classifier, random forest classifier, logistic regression, K-means clustering.
  • Improve the performance of Machine Learning models and various accuracy metrics.
  • Improve the models with optimization algorithms, which include Boosting & Bagging techniques.

Customize a Course

We will be happy to assist you for inquiries about a customized scheduled or program:
Rachael McPherson, Director of Sales
☎(250)882-9549 📧[email protected]
Caroline Santos, Corporate and Custom Sales Manager- Eastern Canada
☎(514)771-3206 📧[email protected]

Course Info

Prerequisites
This course does not require any prerequisites. Just your eagerness to learn!
Duration
20 Hours

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For Corporate and Funding Agencies

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Customize A Course
We will be happy to assist you for inquiries about a customized scheduled or program:
Caroline Santos
Corporate and Custom Sales Manager
(Eastern Canada)
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