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Course Details
Topic 1 Getting Started on R Keras
- What is Deep Learning ?
- What is Keras
- Why Using R Keras Package
- Install R Keras Package
Topic 2 Neural Networks
- What is Neural Network
- Activation Functions
- Neural Network on MNIST
Topic 3 Convolutional Neural Network
- What is CNN?
- CNN Architecture
- Convolution Layers
- Pooling and Dropout Layers
- CNN on MNIST dataset
Topic 4 Transfer Learning
- What is Transfer Learning
- Pre-Trained Image Recognition Models
- Fine Tuning Pre-Trained Models
Topic 5 Recurrent Neural Network
- Sequential Data
- What is RNN?
- Types of RNN
- How to train a RNN
- Long Term Dependencies
- LSTM and GRU Cells
- RNN on IMDB datasets
Course Info
Promotion Code
Your will get 10% discount voucher for 2nd course onwards if you write us a Google review.
Minimum Entry Requirement
Knowledge and Skills
- Able to operate using computer functions
- Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)
Attitude
- Positive Learning Attitude
- Enthusiastic Learner
Experience
- Minimum of 1 year of working experience.
Target Age Group: 18-65 years old
Minimum Software/Hardware Requirement
Software:
TBD
Hardware: Window or Mac Laptops
Job Roles
- Machine Learning Engineer
- Data Scientist
- Deep Learning Researcher
- AI Developer
- Neural Network Designer
- Computer Vision Engineer
- NLP Engineer (branching into deep learning)
- AI Product Manager (technical understanding)
- Robotics Engineer (with AI components)
- Bioinformatics Scientist (deep learning applications)
- Medical Imaging Specialist (AI-focused)
- Game Developer (AI-driven features)
- Predictive Analytics Specialist
- AI/ML Educator or Trainer
- Autonomous Systems Developer.
Trainers
Dr. Alvin Ang: Dr. Alvin Ang is a ACTA certified trainer. Dr. Alvin Ang did his Ph.D., Masters and Bachelors from NTU, Singapore. Previously he was a Principal Consultant (Data Science) as well as an Assistant Professor. He was also 8 years SUSS adjunct lecturer. His focus and interest is in the area of real world data science. Though an operational researcher by study, his passion for practical applications outweigh his academic background. He owns a startup externally.
Dwight Nuwan Fonseka: Dwight Nuwan Fonseka is a ACLP certified trainer. He have a degree in Biotechnology from NUS, Advanced diploma in Pharmaceutical management from MDIS and Masters in Education from NTU. He have 8 years experience of teaching biology at O and A levels/ IB level in international schools in Singapore and overseas.
Customer Reviews (2)
- Will Recommend Review by Course Participant/Trainee
-
. (Posted on 10/10/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment - Will Recommend Review by Course Participant/Trainee
-
More examples of neural nets for time series (Posted on 8/15/2019)1. Do you find the course meet your expectation? 2. Do you find the trainer knowledgeable in this subject? 3. How do you find the training environment
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