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Certified Machine Learning Expert (CMLE) Using Python

ENDED
Online Training by  CASUGOL
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Online / Training
Ended last Feb 03, 2023
SGD  485.00

Details

Duration: 4 Day / 32 Hours

Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination

Who Should Attend: Data Analyst, Finance Analyst, HR Analyst, System Analyst, CIO, or Anyone who is interested in pursuing a career in the areas of Artificial Intelligence / Machine Learning

Course Objective

Acquire advanced knowledge on how to use Python Programming to apply powerful Artificial Intelligence / Machine Learning techniques to gain real-world insight.

Learn how to apply Artificial Intelligence / Machine Learning techniques to analyze and organize patterns, trends, and data to make accurate real-world predictions.

Pre-Requisite

No pre-requisite. Certified Machine Learning Expert (CMLE) is suitable for everyone.

Examination

Participants are required to attempt an examination upon completion of the course. This exam tests a candidate’s knowledge and skills related to Artificial Intelligence and Machine Learning based on the syllabus covered

Participants are expected to score a minimum of 70% to pass the examination

Course Outline

Module 1 Introduction to AI and Machine Learning

Topics Covered

  • What is Artificial Intelligence (AI)
  • Concepts of machine learning
  • Data and machine learning
  • Real-world applications of machine learning
  • How machine learning works

Module 2 Data Structures & Managing Data Using Python

Topics Covered

  • Data and Data Types
  • Deep Dive into Python
  • Data Types
  • Variable Operators in Python
  • Data Vectors and Data Frames
  • Reading and Writing Data Files to Python
  • Communicating with Database via Python
  • Executing SQL Using Python
  • Joining Structured & Semi Structured Data with Python
  • Big Data Concepts & Application of Python

Module 3 Exploring Data Using Python

Topics Covered

  • Bar Chart
  • Pie Chart
  • Trend Chart
  • Histogram
  • Box Plot
  • Scattered Plot & Correlation
  • Other Chart

Module 4 Basic Classification Models & Techniques

Topics Covered

  • Concept of Classification
  • Supervised and Unsupervised Classification
  • Decision Tree Classification
  • Random Forest Classification
  • Naive Bayes Classification
  • Support Vector Machine

Module 5 Regression Methods and Forecasting

Topics Covered

  • Concept of Regression Modelling
  • Modelling Stages
  • Simple linear Regression
  • Multiple Linear Regression
  • Refining the Model
  • Model Validation and Prediction
  • Logistic Regression

Module 6 Finding Data Patterns Using Association Rules

Topics Covered

  • Concepts of Association Rules
  • Market Basket Analysis (MBA)
  • Support, Confidence & Lift
  • Other Techniques of Association
  • Application of Association

Module 7 K-Means Clustering

Topics Covered

  • Cluster Analysis
  • Hierarchical Clustering
  • K-Means Clustering

Module 8 Evaluating and Improving Model Performance

Topics Covered

  • Model Evaluation and Comparison
  • Parameters to Evaluate the Model Accuracy
  • Selection of the Right Parameters for a Model

Module 9 Deep Dive Into Deep Learning

Topics Covered

  • Understanding the Learning Representation of Data
  • Fundamentals of Deep Learning
  • How Deep Learning Works
  • Deep Learning and Its Application
  • Future of Deep Learning

Certified Machine Learning Expert (CMLE) involves rigorous usage of real-time case studies, hands-on exercises, and group discussion

 

Outline

Speaker/s

Dwayne Ong is the Founder and Chief Executive Officer (CEO) of CASUGOL. He is a Digital Transformation Advisor and Corporate Trainer with extensive matter/industry Transformation (DX), Digital Strategies, Artificial Intelligence, Data Science, and Business Development. Under his leadership, CASUGOL has emerged on the international stage, now offering programs and courses in 38 countries. Dwayne Ong currently serves as the Chairperson of the CASUGOL International Advisory Committee (IAC) made up of renowned industry leaders, academics, and subject matter experts around the world. His opinions and views are also widely sorted after by members of the press and government agencies internationally. 

Schedules

Jan 31, 2023 - Feb 03, 2023
ENDED
Tue, Wed, Thu, Fri 09:30 AM — 05:30 PM
Online Live
Platform: Zoom
No. of Days: 4
Total Hours: 32
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“The duty of helping one’s self in the highest sense involves helping of one’s neighbours” – Samuel Smiles

Based in Singapore, CASUGOL is an international certification body offering a wide-range of professional training and certification programs designed for all industries and verticals.

Participants attending our programs will develop the skills and knowledge in their chosen area of professional, personal or academic interest. Programs are constantly reviewed by educators who are industry experts in their chosen field to ensure that they remain current, relevant and consistently high quality.

CASUGOL strives to be a contemporary international neighbourhood where individuals gather to learn, be inspired, share ideas, knowledge, and resources to acquire all that necessary to pursue and advance in a career of their passion. Training and certification programs are also being offered in Malaysia, India, Philippines, Singapore, Vietnam, Australia, Nigeria, South Africa, and Uganda through global Certified Training Partner (CTP) network.

Empowering people to be their best by making education, knowledge, and resources accessible has always been our commitment. With programs that cover a diverse range of interests, participants can certainly learn update their knowledge, gain new skills, or unleash their creativity. ...

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