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Course Details
Topic 1 Basics of Numpy
- Array Creation
- Array Operations
- Indexing & Slicing
- Shape Manipulation
- Polynomial
- Linear Algebra
- Statistics
Topic 2 Numerical Analysis
- Curve Fitting
- Finding Roots
- Interpolation
- Integration
- ODE
Topic 3 Linear Algebra
- Matrix Operations
- Matrix Solve
- Eigenvalues
- Matrix Decomposition
Topic 4 Statistics
- Basic Statistics
- t-test for one sample
- t-test comparison for 2 samples
Topic 5 Signal Processing
- Waveforms
- Fast Fourier Transform (FFT)
- FFT Windowing
Topic 6 Image Processing (Optional)
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.
This is an intermediate level course. The following prerequisite is assumed
- Basic Python
Target Age Group: 18-65 years old
Minimum Software/Hardware Requirement
Software:
- Python 3.x https://www.python.org/downloads/
- Sublime Text 3 https://www.sublimetext.com/3
Hardware: Window or Mac Laptops
Job Roles
- Data Scientist
- Machine Learning Engineer
- Quantitative Analyst
- Research Scientist
- Data Analyst
- Statistician
- Financial Analyst
- Bioinformatician
- Computational Biologist
- AI Engineer
- Geospatial Analyst
- Operations Research Analyst
- Image Processing Engineer
- Research Assistant
- Academic Researcher
Trainers
Ken Yuen: Ken Yuen is a ACTA certified trainer. He has more than 10 years of experience working as an instructor, Application Development Engineer, Technical Consultant and Project Manager. He is an MOE-Registered Instructor teaching STEM programs for past 3 years such as Arduino, Micro:bits and robotics to schools and libraries based on the smart nation initiative roadmap.
He completed his Diploma in Electronic Engineering at Singapore Polytechnic and graduated with Bachelor of Electrical and Electronics Engineering from Nanyang Technological University and certified PMP (Project Management Professional).
Terence Ee: Terence Ee is a ACTA certified trainr that has delivered IT training in Singapore and Myanmar. He has also facilitated faith formation courses for Christians in Singapore and Myanmar. As a trainer, his mission is to co-create insightful and actionable learning experiences with his learners.His current areas of focus include project management, information security management, quality management and office productivity applications.
Terence has more than 25 years of corporate IT experience. He has held senior management roles in the public and private sectors. He holds a Master of Science in Technology Management, a Bachelor of Science in Computer and Information Sciences, a Diploma in Family Education, and the Advanced Certificate in Training and Assessment (ACTA). Part of his spare time goes towards tutoring his children in their studies (while learning a thing or two along the way). He is also imparting to them the essential skills for thriving in a digital world.
Dr Alvin Ang: Dr Alvin Ang is a ACTA certified trainer. 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
Shahul H. Maricar: Shahul H. Maricar is a ACTA certified trainer. Shahul H. Maricar has been a content developer and webmaster, building educational websites and applications with HTML, CSS and JavaScript. He then served as an IT analyst, writing programs for automating custom workflows as well as data extraction and analysis in the healthcare field.
He is currently a freelance educator and is actively involved with development projects in game programming, computer-aided design and computer graphics.
Noel Lou: Noel Lou is a ACTA certified trainer. Experienced Mentor with a demonstrated history of working in the education management industry. Skilled in IOS, Unity3D, Python, Microsoft Excel, Customer Service, and Microsoft Word. Strong professional with a Bachelor’s Degree focused in Marine offshore engineering from Newcastle University.
Solomon Soh Zhe Hong: Solomon is ACTA certified and has trained and coached over 100 professionals in the area of data science, python programming and coding. Solomon is a Certified AI Engineer Associate by AI Singapore and holds certifications in Alibaba Cloud Architect and Alteryx respectively. Solomon interests include Reinforcement Learning, Natural Language Processing and Time-Series analysis.
Customer Reviews (5)
- will recommend Review by Course Participant/Trainee
-
. (Posted on 11/1/2021)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
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More hands on practice1. 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
Instructor was knowledgeable and explained concepts in a way easy to understand (Posted on 12/20/2018) - Will Recommend Review by Course Participant/Trainee
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I feel that there's a slight mismatch between the time allocated for the course and the course material. However, Joel was succinct and clear on his points that helped with my understanding. (Posted on 7/28/2018)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 - Great trainer and session Review by Course Participant/Trainee
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Trainer Joel was clear and succinct which made the understanding a lot faster. I feel that this is especially important due to the long list of subjects.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
This course covers some basic math in codes, but was still slightly challenging for rusty peeps like me. However, Joel helped me to understand the fundamentals quickly which set a good platform for the advanced concepts.
Highly recommend to check this course out if you are doing data analytics on Python.
(Posted on 7/28/2018) - Will recommend Review by Course Participant/Trainee
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Nil (Posted on 7/15/2016)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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