Training Courses

Professional Certificate in AI & Machine Learning Basics

Certify Your Skills Twice: Industry and Professional Learning for Comprehensive Expertise

COURSE OVERVIEW

Description

This 5-day course is a collaborative effort with NDR Medical Technology Singapore, a medical company dedicated to leveraging the power of AI and robotics to transform the healthcare industry. The aim of the 5-day course is to enable participants to advance their knowledge in artificial intelligence.

Suitable For:

  • Professionals with previous STEM background who wish to explore AI related fields.
  • Professionals in Technology related positions who wish to update their AI related knowledge and skills
  • Companies who wish to build AI expertise in their workforce to apply AI to business processes and outcomes
  • Technical Managers, Technical Leads, Engineers and Technicians who need AI knowledge to future-proof

Keywords:

Artificial Intelligence, AI, Machine Learning

DURATION
5 Days
DATE

TBC

TIME

TBC

VENUE

Johor Bahru
Kuala Lumpur
Penang
Singapore
Indonesia

TRAINING OUTLINE

Learning Outcome:

  • Broad knowledge of AI topics, algorithms and approaches
  • Identify challenges and implement machine learning models
  • Extract and manipulate data from different sources using Python and Other libraries
  • Hands-on experience using AI libraries for supervised and unsupervised learning
  • Able to appreciate AI models, and to use them on data for key applications
  • Have experience to use Keras/ Tensorflow to modify, train and use AI models to solve a problem
  • Exposure to more recent developments in AI including GAN, Stable Diffusion, NLP etc.

Methodology:

Workshop, hands on, interactive learning, case studies and real-life scenarios, expert demonstrations, brainstorming

Format:

In-house / Public Training

PROPOSED ITINERARY

Day 1
Learning the Basics:
The fundamental of AI

 

[Putting Into perspective – A big picture]

  • History / Timeline of ML
  • AI vs ML vs Deep Learning
  • The Perceptron and Neural Network
  • Machine Learning Cheat Sheets

[ML Basics – Branches and Applications]

  • Sup/Unsupervised Learning
  • Reinforcement Learning
  • Decision Trees
  • SVM

[Getting Ready – Installation and Setting up]

  • What you need for this course
  • Conda Environment
  • Python
  • Other Useful Packages
  • A simple python program

[Getting Ready with Google Co-Lab]

  • Using Google Co-lab
  • Linear Regression using NN

Day 2
From Data to Insights

 

[Supervised vs Unsupervised Learning]

  • Loading Data Sets
  • Preprocessing Data
  • Label Encoding
  • Logistic Regression and Naïve Bayes Classifier
  • Confusion Matrix
  • Support Vector Machines
  • Classifying Data
  • What is Regression
  • Estimation of a variable

[Ensemble Learning]

  • Decision Trees
  • Random Forests
  • Class Imbalance
  • Optimal Training Parameters
  • Prediction

[Clustering Data with K-Means]

  • Estimating number of Clusters
  • Estimating quality of Clusters
  • Building a Classifier
  • Segmenting Data
  • Create Training Pipeline
  • Extracting Nearest Neighbours
  • Building a K-Nearest Neighbours Classifier
  • Computing similarity Scores
  • Finding similar users
  • Building a Recommendation System

Day 3
Deep Dive into Neural Networks

 

[Deep Neural Networks]

  • Build and Train an Artificial NN
  • Perceptron Based Classifier
  • Single/Multilayer NN
  • Vector Quantizer
  • Recurrent Neural Networks
  • Application to OCR

[Convolutional Neural Networks]

  • Architecture of CNN
  • Linear Regression model using CNN
  • Image Classifier – Single layer NN
  • Image Classifier – CNN

Day 4
Generative Adversarial Networks (GANs) for Optimal Output

 

[Generative Adversarial Networks]

  • Introduction to GAN
  • How GANs Work
  • Building Generator
  • Building Discriminator
  • Training

[GAN Hands On]

  • DC GAN using Tensorflow
  • Generating Artificial Faces with GAN

[Stable Diffusion]

  • A brief on Stable Diffusion
  • Try out Stable Diffusion

Day 5
Language Unveiled: A Journey into Natural Language Processing

 

[Natural Language Processing]

  • Introduction
  • Recurrent Neural Networks
  • Attention
  • Encoder-Decorder Architecture
  • Transformer
  • Bert
  • Large Language Models
  • Text Translation using Encoder-decoder Architecture
  • Summary

[NLP – Hands On]

  • Text Classification with an RNN
  • Classify Text with BERT
  • Try out Google BARD!

About the Partner

NDR Medical Technology
NDR Medical Company is a pioneering institution dedicated to leveraging the power of artificial intelligence (AI) and robotics to transform healthcare. Our comprehensive programs encompass AI-driven medical imaging, visionary robotics, and practical applications. With hands-on experiences, projects, and professional attachments, we empower individuals to drive positive change in the healthcare landscape through cutting-edge technology. https://www.ndrmedical.com/

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