Training – Introduction to Machine Learning using Python (IOT205)

In this 2-day workshop, you will be introduced to Machine Learning using Python. You will learn about the various libraries used in Python for machine learning, as well as the fundamental principles of some common machine learning algorithms.

Topics

  • What is Machine Learning?
  • Types of Machine Learning Algorithms
    • Classification
    • Anomaly Detection
    • Regression
    • Clustering
    • Reinforced Learning
  • What is Predictive Analytics?
  • Introduction to Machine Learning using Python
  • Using Machine Learning Algorithms in Python
    • Linear Regression
    • Logistics Regression
    • Naïve Bayes
    • Decision Tree
    • Random Forest
    • Support Vector Machine
    • K-Nearest Neighbours (KNN)
    • K-Means
  • Projects
    • Predicting student performance
    • Detecting cancer
    • And more…

Prerequisites

  • Basic programming experience
  • Understanding of basic object-oriented programming concepts

Hardware

  • Mac / Windows laptop

Software

  • Jupyter Notebook

About the course

  • Duration – 2-day
  • Trainer – Wei-Meng Lee
  • Standard price – 449 Eur + VAT
  • Date – to be announced (if you’re interested, please contact edgars@devclub.lv)
  • Location – online

About Wei-Meng Lee 

Wei-Meng Lee is a technologist and founder of Developer Learning Solutions (http://www.learn2develop.net), a technology company specializing in hands-on training on the latest mobile technologies. Wei-Meng has many years of training experiences and his training courses place special emphasis on the learning-by-doing approach. His hands-on approach to learning programming makes understanding the subject much easier than reading books, tutorials, and documentations. His name regularly appears in online and print publications such as DevX.com, MobiForge.com, and CoDe Magazine.

Some of Wei-Meng Lee’s Clients

  • Agency for Science, Technology and Research (A-STAR)
  • Apple Singapore
  • AXS Pte Ltd
  • Centre for Strategic Infocomm Technologies
  • Inland Revenue Authority of Singapore (IRAS)
  • Institute of Technical Education
  • KPMG
  • Microsoft Singapore
  • Ministry of Defense
  • Nanyang Polytechnic
  • Nanyang Technological University (NTU)
  • National University of Singapore (NUS)
  • NCS Pte. Ltd.
  • Ngee Ann Polytechnic
  • Republic Polytechnic
  • SAP
  • SBS Transit
  • Singapore Management University (SMU)
  • Singapore Polytechnic
  • Singapore Pools
  • Singapore Press Holdings
  • Temasek Polytechnic
  • Walt Disney
  • United States (US) Army

Books by Wei-Meng Lee

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