Advanced Data Science Professional (ADSP)

Data Scientist has become one of the most in-demand job position in every industry. The demand for professionals with Data Science expertise are booming and is expected to grow exponentially year-on-year.

Python has become programming language of choice in the areas of Data Science. Recent studies have shown that majority data scientists are utilizing Python daily operations, making it the number one tool for data professionals. As Python becomes the mainstream language of choice, it is essential that Data Scientist acquire the necessary knowledge and skills to stay competitive.

Advanced Data Science Professional (ADSP)

$485.00

Have a question about the course?
Chat with an Education Officer or Email: hello@casugol.com

Select Your Preferred Batch Below:

Mode of Delivery

Date

Time

Clear

Description

Duration: 4 Day (Onsite) / 24 Hours (Online via Zoom)
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 leverage on the power of Python Programming to deploy sophisticated statistical algorithms and models to advance Data Science, Artificial Intelligence / Machine Learning capabilities in any industry verticals.

Pre-Requisite

No pre-requisite. Advanced Data Science Professional is suitable for everyone.

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

Participants are expected to score a minimum of 70% to pass the examination

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

Some Reasons Why Learners Choose CASUGOL

International Certification Body
Presence in 38 Countries
Developed by Industry Experts
More than 42,000 professionals passed through our education system
Flexible program design for all individuals
Learn from internationally renowned leading industry experts, academics, and researchers
Support for participants during and after training
Enhance competency of workforce and improve individual career prospect
Customization of programs for specific industry, organization, government agencies, statutory boards
Learn in a highly interactive, supportive and encouraging environment
Regular invitation to attend courses / workshops / seminars / events at complimentary rate

Certificate Verification

All certificates issued by CASUGOL are to individuals who have successfully completed CASUGOL Certification Programs / Executive Workshops and have fulfilled all requirements by demonstrating proficiency in applying the knowledge and skills acquired.

Click below to verify certificate

Individual or Self-Sponsored Learners

STEP ONE: Select your preferred batch / category above

STEP TWO: Click on Add to Cart

STEP THREE: In the pop-up page, click on View Cart

STEP FOUR: In the Cart page, click on Proceed to Checkout

STEP FIVE: In the Checkout page, complete the Billing Details and click on Place Order

For corporate-sponsored participants, batch registration, or any questions on the course
Chat with an Education Officer

What You Can Expect

Technology-Based Training

Open-Source Tools

80% Hands-On Exercises / 20% Theory

Designed by Industry Leaders and Subject-Matter Experts

Progressive Learning

Highly interactive, supportive and encouraging

Be recognized as a CASUGOL Certified Professional

What Learners Say

CASUGOL

4.9

Wilasinee Lerdrittipong

Recomended

Vladimir Cvetinovski

Tanapon Phenrat

a helpful training by Dwayne!

Danial Iskandar

It was very informative, full of knowledge and lots of wisdom that can be used in the workplace. It introduces practical approach in implementing design thinking to server customer very well. Thank you.

Lu Skywalk

Jao Del Rosario

Thank you for sharing your knowledge in Data Analytics Essentials and facilitating the sessions for us here at DBS Cebu. The training was very engaging and Dwayne was willing to share his experiences and best practices.I recommend Dwayne and the CASUGOL team!

Jose Macasero

I had zero knowledge about python but I really enjoyed and learned a lot from the sessions. Dwayne is also making sure that he accommodates all our questions. The class was interactive and it was overall insightful. Looking forward to apply my learnings.

Denesse

Nice!

Daniel Chris Moiket

It was a great pleasure to be trained by no less than Dwayne Ong himself. We've been looking for the right training provider here in Cebu for months since there are no provider that has the expertise and right credentials to provide the technical training for Data Analytics and Python. We are glad that we found Casugol. Dwayne did not disappoint. He has the expertise with the subject matter, his examples are customized to the need where the participants can relate. The class was also fun, not boring despite being a technical course. He also promote interactive discussion and we felt comfortable to share and ask questions. Looking forward for more partnership with Dwayne/ Casugol.

Ren Em

I attended the Data Analytics Essentials. It was a lean and efficient one. It has a clear course outline and has lots of hands-on exercises that are easy to understand. Dwayne our trainer is very knowledgeable on the course so it is easy to ask technical questions and layman term’s questions, for sure he can understand you. 🙂 Highly Recommended workshop!

Merlyn Villacorta

Lejandro Juslin Casinto

Learning Python in CASUGOL make it easy by Sir Dwayne, thank you so much.

Philip Vincent Bascar

TM Schulz

Salvador Roel Rubi

The content was organized and easy to follow! Great

Nabilah saifulbahrin

DHAREN NACKEERAN

Yeger Kiju

Henry Chin

李秋龙

Quyen Le Dang

Cường Bùi Hồng

fairulizan horian

Training CDTP

Ts. Mohd Nordin Salleh

lots of new knowledge, big thanks to CASUGOL..!

ABDUL MANAN ABDUL LATIP

More than the certification itself, it’s the learnings from colleagues and groupmates and how it was facilitated by Dwayne are the ones which are more rewarding. Dwayne has a wide range of experiences to share which I truly appreciate! Probably, one of the best training programs we have today!

John Gilbert Garcia

Carlo Bernal

Thank you for the awesome job sharing Digital Transformation and facilitating the sessions.The interactions were very insightful and fun, and tons of learning.3 days of training will not do justice to go through all the topics in depth, but Dwayne did his best and made sure to touch the most important ones. The collective sharing of inputs from the class made it even better. I recommend Dwayne and Casugo team!

Reggie Vallente (RDPS)

Jocelyn Imperial

Ernesto Manuel

Raul Raymond Kapuno

Mylin Sumang

Great course especially for quality practitioners or process improvement specialist who wish to convert there process to be digitally transformed 👍👍👍👍👍

Nikko Paolo Bautista

The Digital Transformation Professional Certification is an enriching program. Dwayne is such an engaging and knowledgeable facilitator. The live program allowed valuable interaction and sharing from the participants adding immense learning to the well structured syllabus. No matter which stage of digital transformation your organization is in, you will learn very important concepts that are readily applicable to you. I particularly like the holistic Digital Transformation Framework which is often neglected.

Ricco Estanislao

It was fun taking the Certified Digital Transformation Professional. It was very engaging and inspiring that you would want to kickstart DX on your organization. It was made very clear that DX should be simple. Focus on the intent and objective and not the nice to have. Thanks Casugol for this.

Ellaine Kris Mendoza

Great training content and delivery!

Carl Dominick CALUB

Training was very engaging, Dwayne was very knowledgeable and always willing to share his experiences and best practices.

Ronan Verdejo

TEOH YAN QIN

Good course. Very detail in explaining programming concepts.

cheng muon cheun

Zega Rahmat

The best pokok e

Frengky Leuape

Was a fun learning session. Mentor was very patient as well and taught everyone until we understand

Ver off

The PPE Class is systematical and easy to learn and understand

Andrianto Zhang

Taufik Faturrahman

Excellent

Cathrine Naomi

Khe ben

Kiki Valentina sianturi (sianturi)

Nice

cheng khai xean

I am attended Digital Transformation Professional online class which is give me astounding new skill and knowledge on how the digital transformation is good in the organization.Kudo's Dwayne and Team. Appreciate it!

izad rahman

Royyan Ammar

Павло Криндач

Great courses giving the most important material

Volodia Motyka

Briefly - great teacher, great course. That was a fun and interesting experience!

Ярослав Степаняк

Very grateful to Dwayne and the team for providing us with an opportunity to learn new interesting stuff at a difficult time like this☺️ Best wishes from Ukraine!

Настя Личак

eko budiharjo

Ahmad Mohd

Michael Tkachenko

The experience is good as the trainer is highly engaging and willing to attend to student who is in need of help when face with challenges to proceed with the exercises.

edward koh

Thank you very much Dwayne for the interesting knowledge sharing during the 4-day Data Governance training.

Mad Yani

This is my first experience attending Data Governance related courses. Found it informative. Have lots of actual example in getting started with DG and up to implementing the DG. The course material is very straight forward and the delivery of the course do full filled my learning objective.

Faroza binti Mohamed Sohor

Irfan Azhari Mohd Salleh

recommended course for digital transformation

jodhi caster

good session

Ee Seng Teo

Ghobi

Jia Wei

Zhi Yu Lim

Teo Chun Hau

BIBIANA PEREZ RIOS CORDOBA

FABIAN GAEL ARIAS JIMENEZ

The trainers are well prepared, they try to give you the information in a simple way to be able to understand all the topics, and if you don't understand something they spend their time until you can solve your doubts

JONATHAN DOMINGUEZ PATIÑO

Los cursos impartidos son accesibles en cuanto a tiempo y dinero. Los profesores claramente son unos profesionales en su área, tienen mucha paciencia y nos apoyan en cuanto surge una duda, sin importar la hora en la que preguntas. Cuentan con los recursos necesarios para poder impartir cualquier tipo de curso relacionado con la programación. Los recomiendo...

MISAEL RESENDIZ JUAREZ

Uriel M.

LUIS ALBERTO VARGAS AGUILAR

You will learn on Digital Transformation

Dr. Sri Ganesh Michiel

Trainer is very knowledgeable and the course is very relevant to real world applications

Timothy Wong

Great and simple course contents

Prachur Shukla

Course is well structured and very informative

Ali Al-Ansari

Well done indeed

Waleed Tamimi

Mohammed Juma

Mb Reddy

W Yeo

This 4-day course has been tremendously helpful and insightful. I started from near zero knowledge but with my lecturer, Mr Dwayne Ong's patience and ability to make me comfortable, I have come to appreciate Python programming and its capabilities. I look forward to learning more through practice in future with Casugol's help.

Daniel Goh

Ashraf Husseini

Kim Guan Goh

Course is well structured with wonderful insights from both trainers and international participants

Ally Allie

ADZHAR BIN KAMALUDIN

I thoroughly enjoyed the workshop and likely to attend more courses in the future.

shai omarali

wylie vv

Lim Weihan

Dihui Toh

Learned a lot from the course and it is enjoyable.

Ridzuan Abd Rahim

This is a God-sent Data Science course provider. Dwayne has been very accommodating and very professional. I will definitely continue my Data Science journey with Casugol.

Ahmed Salleh Mohamed Bashar

Mun Yin Ting

Excellent course by Dwayne. Very professional, collaborative and spot on pace and contents. Kudos to Dwayne and CASUGOL team. Looking forward for other upcoming courses.

Saiful Rizal Alias

Lots of information and inout during training

Mohd Al Iman Zakaria

Zaim Arif

Is the course right for me?

Let our learners share their experience with you

We want to make sure you feel great about starting your learning journey with us.
Chat with an Education Officer