Advanced Data Science Professional with Python (ADSP)

Upcoming Batches

Schedule	Time (SGT / UTC +8)	Sessions	Date
Full-Time	9:30am to 5:30pm (Daily)	5-Sessions	27 Sep to 1 Oct \| 25 to 29 Oct \| 22 to 26 Nov \| 27 to 31 Dec
Part-Time	2:00pm to 6:00pm (Every Tuesday)	10-Sessions	5 Oct to 23 Nov \| 30 Nov to 18 Jan
Evening	6:00pm to 10:00pm (Every Tuesday)	10-Sessions	27 Oct to 29 Dec
Weekend	9:30am to 5:30pm (Every Saturday)	5-Sessions	25 Sep to 23 Oct \| 30 Oct to 27 Dec
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What Our Learners Say

4.9

Based on 111 reviews

Huimin Tan

Mr. Dwanye is very friendly and encourages the participants to actively participate in the course. He's very knowledgeable and was able to answer any questions that were posed by the class. He also took his time to explain concepts that were foreign to the class. Would definitely recommend to individuals who would like to expand their scope of skills in python.

Selina Lim

Great course! Great trainer (Dwayne)! I learned a lot of stuff which is very useful at work. Dwayne made the sessions very engaging which kept me more interested! Great Job!

Raymond Flores

QIU YING NG

kamal ahmat

Yvonne Koh

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

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: Professionals or Anyone interested in pursuing a career as a data scientist and use data to understand the world, uncover insights, and make better decisions

Course Objective

Acquire advanced knowledge on how to use Data Science with Python Programming to uncover business insights and trend.

Learn how to use algorithms and basic Artificial Intelligence / Machine Learning techniques to make predictions.

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 Data Science and Python Programming based on the syllabus covered

Module 1 Introduction to Data Science

Topics Covered

What is Data Science
Data Science Vs. Analytics
What is Data warehouse
Online Analytical Processing (OLAP)
MIS Reporting

Data Science and its Industry Relevance
Problems and Objectives in Different Industries
How to Harness the power of Data Science?
ELT vs ETL

Module 2 Deep Dive into Python Programming

Topics Covered

Python Editors & IDE
Custom Environment Settings
Basic Rules in Python
Most Common Packages / Libraries in Python (NumPy, SciPy, scikit-learn, Pandas, Matplotlib, etc)
Tuples, Lists, Dictionaries)

List and Dictionary Comprehensions
Variable & Value Labels – Date & Time Values
Basic Operations – Mathematical – string – date
Reading and writing data
Simple plotting/Control flow/Debugging/Code profiling

Module 3 Importing / Exporting Data with Python

Topics Covered

Importing Data into from Various sources
Database Input (Connecting to database)

Viewing Data objects – sub setting, methods
Exporting Data to various formats

Module 4 Data Cleansing with Python

Topics Covered

Cleaning of Data with Python
Steps to Data Manipulation
Python Tools for Data manipulation
User Defined Functions in Python

Stripping out extraneous information
Normalization of Data and Data Formatting
Important Python Packages e.g.Pandas, Numpy etc)

Module 5 Data Visualization with Python

Topics Covered

Exploratory Data Analysis
Descriptive Statistics, Frequency Tables and Summarization
Univariate Analysis (Distribution of data & Graphical Analysis)

Bivariate Analysis(Cross Tabs, Distributions & Relationships, Graphical Analysis)
Creating Graphs
Important Packages for Exploratory Analysis(NumPy Arrays, Matplotlib, Pandas and scipy.stats etc)

Module 6 Statistics Fundamentals

Topics Covered

Basic Statistics – Measures of Central Tendencies and Variance
Building blocks (Probability Distributions, Normal distribution, Central Limit Theorem)
Inferential Statistics (Sampling, Concept of Hypothesis Testing)

Statistical Methods: Z/t-tests (One sample, independent, paired), ANOVA, Correlation and Chi-square
Statistical Methods: ANOVA
Statistical Methods: Correlation and Chi-square

Module 7 Introduction to Machine Learning

Topics Covered

Statistical Learning vs Machine Learning
Iteration and Evaluation
Supervised Learning vs Unsupervised Learning

Predictive Modelling – Data Pre-processing, Sampling, Model Building, Validation
Concept of Overfitting and Under fitting (Bias-Variance Trade off) & Performance Metrics
Cross ValidationTrain & Test, Bootstrapping, K-Fold validation etc

Module 8 Understanding Predictive Analytics

Topics Covered

Introduction to Predictive Modelling
Types of Business Problems
Mapping of Techniques
Linear Regression

Logistic Regression
Segmentation – Cluster Analysis (K-Means / DBSCAN)
Decision Trees (CHAID/CART/CD 5.0)
Time Series Forecasting

Module 9 Understanding A/B Testing Concepts

Topics Covered

Introduction to A/B Testing
Measuring Conversion for A/B Testing/li>
T-Test and P-Value

Measuring T-Statistics and P-Values using Python
A/B Test Gotchas
Novelty Effects, Seasonal Effects, and Selection of Bias
Data Pollution

Advanced Data Science Professional (ADSP) involves rigorous usage of real-time case studies, hands-on exercises and group discussions

What Past Participants Say

CASUGOL training helps me have a better understanding on how data analytics is being used in different areas for every business.

Eunice Chua Wee Ting

The topics and practical examples are great! CASUGOL trainer highlighted how the technology can be used. CASUGOL training is also delivered in a fun manner.

Preeda Payattakool

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.

Explore More Courses

Certification Programs

Data Analytics Essentials (DAE)

Advanced Big Data Professional (ABDP)

Advanced Big Data Analytics Expert (ABDE)

Executive Workshops

Data Analytics Overview
(DAO)

Human Capital Analytics Overview (HCAO)

Behavioural Analytics Essentials
(BeAE)

Data-Driven Business Model
(DDBM)

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