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Introduction to AI, Data Analytics and Machine Learning using Python

Introduction to AI, Data Analytics and Machine Learning using Python

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  • Overview
  • Course Outline
  • Target Audience
  • Fees

What Will Be Taught For This Python Course?

AI, Data Analytics and Machine Learning give a competitive edge to individuals and operational and strategic advantages for companies and organizations. This is an introductory course on how to use Python for AI, Data Analytics and Machine Learning. It will cover the basic underlying mathematical tools, methodologies and applications. Some of the methodologies covered are: multivariate linear regression, logistic regression, trees, random forests, neural networks, natural language processing and clustering methods. The applications would include demand projections, classification of images, failure prediction and recommendation engines.

This two days course will empower you with an understanding and working knowledge of the key methodologies used in AI, Data Analytics and Machine Learning. We will also use real world examples and hands-on exercises to illustrate the power of these methodologies and applications.

Module 1. Overview of Python
  • Introduction to Python
  • Setting up of IDE and libraries
  • Introduction to syntax and writing functions
Module 2. Data Preparation & Features Engineering
  • Data Cleaning
  • Data Categorization
  • Key techniques of features engineering
  • Training, Validation and Test sets
Module 3. Overview of Key Methodologies
  • Regression
  • SVM, LDA
  • Naïve Bayes
  • Decision Trees, Bagging (Random Forests) and Boosting
  • Clustering
  • Neural Networks
Module 4. Programming with Python
  • Regression
  • SVM, LDA
  • Naïve Bayes
  • Decision Trees, Bagging (Random Forests) and Boosting
  • Neural Networks
Module 5. Case studies with Python
  • Clustering
  • Neural Networks
Module 6. Data Visualization
  • Presentation of Graphs
  • Best practices and Caveats

Who Should Attend This Python Training?

This course is suitable for:

  • Data analyst, business analyst and managers, operations managers, facilities managers
  • All novice new to python programming

Pre-requisite

Participants must have a basic working knowledge of Excel.

  w/o GST w GST
Course Fee $800 $856
Promo Fee $560 $599.20
 

Terms & Conditions

  • This promotion is only valid for first run on 1 & 2 October 2018.
  • All prices stated above are in Singapore Dollars (SGD).
  • ST Electronics (e-Services) reserves the right to change the date or venue without prior notice.
  • ST Electronics (e-Services) reserves the right to cancel or reschedule the course due to class size or unforeseen circumstances.

 

 

 

Course Dates
  SEP:10-11

  Duration: 2 days
  Time: 9am to 5.30pm