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Certified Applied Artificial Intelligence Professional (CAAI) - Online via Zoom

Online Certification by  CASUGOL
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Online / Certification
Feb 04, 2023 - Feb 18, 2023
SGD  385.00

Details

International Acclaimed Certification. 5-Star Reviews

Suitable for everyone. Learn in an Interactive, Supportive, and Encouraging Environment.

Duration: 3 Day (Onsite) / 24 Hours (Online via Zoom)

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

Who Should Attend: IT, Data, Data Managers, Data Analytics, Statistic, software developers, and anyone seeking to acquire advanced knowledge on Applied Artificial Intelligence.

Course Objective

  • Acquire advanced knowledge and skills in artificial intelligence and its application.
  • Learn how to use Python Programming language for Machine Learning, Deep Learning, Natural Language Processing (NLP), and Basic Computer Vision.

Pre-Requisite

No pre-requisite. Certified Applied AI Professional (CAAI) is suitable for anyone who is interested in Applied Artificial Intelligence and does not have any prior technological experience

Examination

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

Outline

Module 1 - Introduction to Applied Artificial Intelligence

  • What is Applied Artificial Intelligence?
  • Understanding the Concepts of Artificial Intelligence
  • Real World Applications of Applied Artificial Intelligence
  • Relationship Between Data Science and Artificial Intelligence
  • Introduction to Machine Learning, Deep Learning, and Neural Networks
  • Data Management and Governance for Artificial Intelligence

 

Module 2 - Deep Dive into Python Programming for Applied Artificial Intelligence

  • Introduction to Python Editors and IDE
  • Basic Programming Rules in Python
  • Understanding Variables in Python – Integers, Float, and Strings
  • Conditional Operators and Control Loops in Python – If, Else if, For, While
  • Introduction to List (Array) and Dictionary Comprehension in Python
  • Packages / Libraries in Python for Artificial Intelligence – NumPy, Pandas, SciPy, Scikit-Learn, MatPlotLib

 

Module 3 - Data Pre-processing and Cleaning for Applied Artificial Intelligence

  • Understanding the Different Types of Data
  • Reading and Writing of Data from Various Sources
  • Data Preparation for Pre-processing and Cleaning
  • Techniques to Data Manipulation using Python Tools
  • Data Formatting, Normalization and Data Encoding
  • Cleaning Techniques to Remove Extraneous Information

 

Module 4 - Machine Learning Regression, Classification and Clustering Techniques

  • Introduction to Regression Modelling
  • What is a Linear Regression Model, Multiple Linear Regression Model and Logistic Regression Model
  • Model Validation, Prediction and Refining of Regression Models
  • Key Components of Classification Models in Machine Learning
  • Difference Between Supervised vs. Unsupervised Classification
  • Classification Techniques – Decision Tree Classification, Random Forest Classification, and Naïve Bayes Classification
  • What is Clustering Analysis
  • Introduction to K-Means Clustering and Hierarchical Clustering

 

Module 5 - Deep Learning Techniques in Applied Artificial Intelligence

  • Introduction to Deep Learning
  • Common Deep Learning Algorithms – MLP, BM, RBM, DBN, Autoencoders
  • Neural Networks in Deep Learning
  • The main characteristics of Neural Networks
  • Introduction to Python TensorFlow and Keras for Deep Learning
  • Developing a Multilayer Perceptron (MLP), Convolutional Neural Network (CNN), and Recurrent Neural Network (RNN)

 

Module 6 - Natural Language Processing (NLP) in Applied Artificial Intelligence

  • What is Natural Language Processing (NLP)
  • Text Pre-processing for Natural Language Processing (NLP)
  • Understanding Recurrent Neural Networks
  • What is a First Recurrent Baseline?
  • Using Recurrent Dropout to Fight Overfitting
  • Stacking Recurrent Layers
  • Using Bidirectional RNNs
  • Understanding 1D Convolution for Sequence Data
  • Combing CNNs and RNNs to Process Long Sequences

 

Module 7 - Computer Vision (CV) in Applied Artificial Intelligence

  • Introduction to Computer Vision in Applied Artificial Intelligence
  • What is Convnets in Computer Vision
  • Understanding Convolution Operation and Max Pooling Operation
  • Training a Convnet on a Small Dataset
  • Understanding the Relevance of Deep Learning for Small-Data Problems
  • Downloading the Data and Building the Network
  • Data Pre-processing and Data Augmentation
  • Visualizing Intermediate Activations
  • Visualizing Convnet Filters
  • Visualizing Heatmaps of Class Activation

Certified Applied AI Professional (CAAI) involves extensive practical / hands-on exercises, rigorous usage of real-time case studies, role-playing and group discussion

 

Speaker/s

Dwayne Ong is the Founder and Chief Executive Officer (CEO) of CASUGOL. He is a Digital Transformation Advisor and Corporate Trainer with an extensive experience in Digital Transformation (DX), Digital Strategies, Artificial Intelligence, Data Science, and Business Development. Under his leadership, CASUGOL has emerged on the international stage now having programs and courses being offered in 38 countries. Dwayne Ong currently serves as the Chairperson of CASUGOL International Advisory Committee (IAC) made up of renowned industry leaders, academics, and subject matter experts around the world.

Schedules

Feb 04, 2023 - Feb 18, 2023
Sat 09:30 AM — 05:30 PM
Online Live
Platform: Zoom
No. of Days: 3
Total Hours: 24
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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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