Certified Machine Learning Expert (CMLE)

Upcoming Batches

Schedule	Time (SGT / UTC +8)	Sessions	Date
Full-Time	9:30am to 5:30pm (Daily)	5-Sessions	20 to 24 Sep \| 18 to 22 Oct \| 15 to 19 Nov \| 20 to 24 Dec
Part-Time	2:00pm to 6:00pm (Every Wednesday)	10-Sessions	20 Oct to 22 Dec
Weekend	9:30am to 5:30pm (Every Sunday)	5-Sessions	26 to 24 Oct \| 31 Oct to 28 Nov \| 5 Dec to 2 Jan
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What Our Learners Say

4.9

Based on 105 reviews

Great learning! Enjoyable course.

Ridzuan Abd Rahim

Learned a lot from the course. Thanks so much to our trainer Dwayne for always checking with us if we really understand and also patiently answering our questions 🙂

natalie tee

Mr Dwayne is Great Passionate Speaker! Excellent

Sylvian Shooi Yang Hwa

Justin Tang

Great training by Dwayne! He made all the participants feel at ease and comfortable to share their views and opinions. Syllabus covered was also very relevant and up to date with the latest technology trends. Kudos to the CASUGOL team for great delivery!

Muhammad Asyraf Mohammad Naim

Dwayne is an expert in Digital Transformation and all the knowledge shared is very helpful for me to implement at my organisation.

Amalina Hashim

BoonTeong Teo

Attended a course with Casugol, and Dwayne is great at explaining, plus, he is patient with the explanations.

Elle Low

nurul atika

Amin Qim

It's really worth it to attend Data Analytics Essential course. So many things I've learned. Really useful for my work

Nuraina Fatimah

A very well-rounded course with Dwayne as the principal Trainer. Wonderful time. I don't feel like this is a course at all!- Ahmed.

Ahmed Salleh Mohamed Bashar

I learned a lot from the course, especially on the Digital Transformation Framework, which helped to focus on what needs to be prepared and managed to implementing a successful digital transformation within organizations.

Jimmy Gani

From the 3 courses i attended so far, I find them to be very engaging and informative. Highly recommend.

Chan Darryl

I gain great understanding on how to be a digital transformation professional and doing it step by step.

Triharto Bintana

Mandeep Chahal (M20AIE248)

We had an in-depth training session by our trainer (Mr Dyawne Ong) on Digital Transformation Framework. Excellent training material, communication and analysis delivered throughout the 3 days training period.

Yatie Lim

Mohd Saiful

Excellent....

Hilmi Mohd

I would like to share knowledge gain from this session to others due to tremendously facts and objective

norsila misman

The training course is helpful for my job

Soohoo kinhoon

Enjoyable training experiences

Bahrain Suffian

Excellent.

fisal ebrahim

Great session ! Full of knowledge.

jefiena

Fun way in gain knowledge

Eddy Matin

Experienced trainer and capable to provide consultation during training services

Raziz Rashid

kamarun nizam

Interactive and lively session

Sharoul

Anisah Seleman

Well-organized and interactive training

Syazwan Neamat

Raymond Eng

Good training. Good trainer. Good content. Good interaction

Zulkifli Zainol

Very informative and engaging training sessions provided

Darren Kong

Casugol delivers top quality python courses which are for all levels, and they are willing to go the extra mile to help individual candidates in their learning journey. Highly recommended !!!

RO HAN

Good course syllabus and price is reasonable.

Maricar Moreno

Took the training Python Programming Essentials and learned a lot from it..

Carmen Marie Vergel De Dios (Meng)

Eric Foo

Thank you for the great experience and instruction during the course.

Jeremy Ong

haniiza Roslan

maziah mahmod

Excellence

Muhamad Hairy Rejap

Very good training and will recommend to my management and colleagues to attend this training

Jaini Bin Saleh

Great sharing on Digital Transformation Courses.

Shahril Mohd Salleh

Kate Becca

Linh Nguyen

Khóa học chuyên nghiệp và chất lượng. Là đơn vị uy tín cho bất kỳ ai muốn trở thành chuyên gia Chuyển đổi số!

Long Trần

yoges subra

Thanks Dwayne for the good training on overall Data Transformation

Cf Mah

Dani Pradana

Materinya lengkap dan berkualitas. Cara pegajaran baik sehingga mudah dimengerti

dul tawwab

The Future Tech: Women in Tech 2021 was a great conference that showcased numerous women making waves within the tech industry throughout the world. I really enjoyed this event.

Renita Rhodes

Mohsen Marjani

Thulasyammal Ramiah Pillai

The training is clearly defined, organized, easy to follow, and relevant to me and I am sure that the training experience will be useful in my job.Mr Dwayne Ong is an expert, he is very ready in training and of course provides individual assistance when needed.I'm excited to be part of the training at Casugol 🙂

Dadan Abdullah

In Casugol I had a comfortable learning experience, even though the class was online but I still got detailed programming techniques, communicative and comfortable learning . thank you casugol

Mina Ismu Rahayu

I Attended Advanced Python Programming Professional course, it well covered of theories and technical skills, and plus point is course instructor very kind in giving essential information and his experience, he'd demostrated and explained to us in ML Logistic Regression as an extra before the training ending. I gains a lot! thanks!

Samson Teo

It is a good course to gain a good understanding of what is machine learning. Although rather technical, course instructor was able to simplify the concepts for the participants to understand. Also reasonably priced.

Ah Kau Lim

I have had some very interesting experiences with Casugol and in particular the presentation sessions with Dwayne Ong, the CEO of Casugol. His session with Taylors University students had been very refreshing from the viewpoint of sharing industry knowledge and enlightening students and exposing them to experiences that they may not get from a classroom setting. Dwayne Ong has been an avid knowledge sharing expert in all his sessions. I would certainly recommend all educational institutions to seek the expert guidance of one of our most cherished exponent of Digital Transformation and advocate of knowledge for everyone. Good thing about the certifications, it never expires.

Azween Abdullah

I attended the online conference today. I came to know this conference from Mr. Jovan Hutton Pulitzer's Telegram. Not only Jovan but also other speakers were so inspiring.(by Maeko Ushiro)

kagechiyo09

This WIT conference was very professional and well put together! I enjoyed being a part of this and would recommend attendance for this to anyone in this industry to both learn and provide assistance with higher education..

Michelle Moore

Future Tech: Women in Tech 2021 was an excellent virtual event that brought professional speakers from all around the world. Casugol created a platform to showcase the women talents and skills in STEM that many have benefitted. Well Done!!

kavitha muthy

WeiWei Goh

seongryeong kim

Juan Carlos Ascanio

Kunal Thakkar

Glad that I have attended Dwayne class on Python. Great delivery of course content. Clear, systematic approach to deliver the online course.

Jason Hee

Karthik P

Python Programming Essentials training was good. Well balance content with the right amount of essential details and plenty of hands-on activities to grasp the essential concept.

Luis

Yukiyama Natsuki

Marc Cheng

Faizal M. Ali

miszz ainur

Dwayne is a very good and patient instructor. You will not regret taking up his course. Course content is definitely good and he carries out the lessons conducively. Thumb up to Casugol!

mm curtain

Dwayne was very attentive to the needs of the speakers running up to the seminar, so there was a level of comfort about everything working as intended. It must have been a huge challenge to bring together a diverse range of speakers on different topics and he did this very well. He also facilitated the sessions very well. Thank you Dwane!

Allyn Radford

It was a very insightful presentation. I look forward to join your next sharing session!

Phirriyalatha

Crypto Chief Investment Officer Giuseppe Mascarella

Thank you for the invitation to be one of the speakers for Breakfast: Upgrade! Its a privilege to share about ASEAN Business Youth Association to the youths. Overall, great initiative by Casugol where people can learn from professionals and experts - I had a great time learning from other speakers as well.

Veronica Faith

Incredible team in CASUGOL. Very interesting talk today in the Breakfast Upgrade!!!

Raúl Trejos Espinosa

Jolene Yeo

It has been good 2.5 days experience with Dwayne. The cases brought up were valid and up to date as in the market. I would like to here more on the upcoming event especially on the sharing sessions as well networking. Thank you.

RONIN Thunder

The CDTP course with Casugol was an enriching experience- Dwayne Ong was sharing a lot of real time case studies for us to understand the fundamentals of Digital Transformation. I would rate this as one of the best courses for people looking to gain an overall understanding of Digital Transformation

Senthil P

Dr. Sundar Thiagarajan, Ph.D.

Had a great time learning python coding. Looking forward to my python journey in data science! Thanks Dwayne!

cheerful Wah

Very professional and knowledgeable trainer! Thanks Dwayne! for sharing your personal industry experience in addition to the theoretical aspect of Digital Transformation!

Ray

This is a strategy course. I believe many of my scientist colleagues are not really aware of it before hand.However, the contents of the course is very much in sharing of experiences through guided syllabus, and not dwell too deep into technical know how or business approaches.I feel the course is suitable for attendees who would like to have a good understanding on Digital Transformation.

TP.NgaiYeen Chong

ramanaraju pericherla

Gina Lim

Juncheng Yang

Cindy Nguyen

superb conference! I must share this with my networks.

Solomon Chinaza

Alan Lim

Keep up the good work Dwayne. To attract more participants, come up with latest ideas/topics. Thank you.

Rajale abdul raheman

Jessica Leong

Lois Toh

The course was conducted effectively. Great to know that attendees can attend future runs of the course for free.

Swee Chee Teo

Jason Yew Chang He

I am glad to have been part of the inaugural edition of the International Academic Conference on Architecture and Design (IACAD) 2020.Congratulations to CASUGOL for their professionalism in organizing this fantastic event as part of their open platform to make education, knowledge, and resources accessible to everyone.

Carlos Bañón

Nishtha Sadana

I had a fantastic experience at the recent concluded INTERNATIONAL CONFERENCE on FUTURE TECH (ICFT 2020) held online on 11th June. The event was organized professionally with many interesting topic from renowned speakers. Information shared is up-to-date with great insight of the future technology. Thank you Casugol.

Kok SIM HOONG

Course Information

Duration: 5 Day / 40 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 are interested in pursuing a career in the areas of Artificial Intelligence / Machine Learning

Course Objective

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

Learn how to use Python for Data Mining, Data Engineering, and apply Machine Learning algorithms to Analyze and Predict with Structured and Unstructured Data

Pre-Requisite

It is preferred that participants successfully completed and pass Data Analytics Essentials (DAE) or Python Programming Essentials (PPE)

Examination

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

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 Right Parameters for a Model

Module 9 Deep Dive Into Deep Learning

Topics Covered

Understanding 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

What Past Participants Say

The examples and cases shared in class are delivered in a clear, structured and easy to understand manner. It provide me with confidence to kickstart my own Machine Learning project.

Falhuddin Bin Nurdin

This course provide me with the detailed information required and essential tips how to explore more into the subject. The trainer is very helpful throughout the course. With his encouragement, I can understand the topics with ease even when I am not experience in programming.

Shalini Karthik

Why CASUGOL

Customization of Programs for specific industry, organisation, government agencies, statutory boards.

Flexible programmes designed to cater to the individual needs of participants, whether for professional upskilling, or for general interest.

Benefit from contribution from leading Industry Experts, Academics, and Researchers from across the world.

Opportunities for employers to develop their workforce and for individuals to enhance their career.

Dynamic learning environment that providing participants with professional networking opportunity.

Online support for participants after the training.

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