Data Analytics Essentials (DAE) with Python

The worldwide revenue for Big Data and Data Analytics is expected to grow exponentially. Almost all industries and verticals are expected to increase their own spending and investment in Data technologies and solutions, helping to fuel growth of data technologies.

Together with an increase interest and investment in AI, new tools for collecting and analysing data and new enterprise roles and responsibilities will emerge presenting IT professionals and individuals planning to pursue a career in Big Data and Data Analytics with tremendous career opportunities. This can never be a better time to acquire the necessary skills and gain proficiency in Data Analytics and Data Science.

Data Analytics Essentials (DAE)

$285.00

Course Fee is in Singapore Dollars (SGD)

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SKU: N/A Category: Certification Programs Tags: data analytics, data cleaning, data preprocessing, data science, data strategies, data visualization, exploratory analysis, predictive analytics, python for analytics

Description

Duration: 4 Day / 32 Hours
Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination
Who Should Attend: Aspiring Data Scientist, Data Analyst, HR Analyst, and Anyone interested in pursuing a career in the areas of Business Analytics / Data Analytics

Course Objective

Acquire the essential knowledge and technical skills on how data analytics can be used by organizations to enhance decision making and uncover hidden data insights.

Learn the core components of Data Analytics, Data Preprocessing and Cleaning, Data Mining, Data Warehousing and Visualization using Python Programming

Pre-Requisite

No pre-requisite. Data Analytics Essentials (DAE) is suitable for anyone who is interested in Data Analytics and does not have any prior technological experience

Examination

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

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

Course Outline

Module 1 Introduction to Data Analytics

Data Analytics is expected to revolutionize all industries and verticals. In this module, participants will engage in extensive discussion on what is data analytics, its key components and impact on businesses.

Topics Covered

Data Analytics Overview
Concepts of Data Analytics
Importance and Advantages of Data Analytics
Developing / Application of Data Analytics Strategies
Data Analytics Maturity Model
Understanding Descriptive, Predictive and Prescriptive Analytics

Module 2 Different Types of Analytics and Application

Learn how to craft a data strategy that meets your organization need. Participants will acquire essential knowledge on how to design a data strategy based on their organization's specific needs. Participants will also have the opportunity to learn about the different techniques in data analytics and its application.

Topics Covered

Different Application of Analytics Method
Concepts of Text Analytics and Web Analytics
Data / information architecture
ETL Architecture
What is Data Warehouse
Business intelligence vs Data Analytics
Application of Analytics in an Organisation

Module 3 Deep Dive into Python Programming

Python Programming, a preferred programming language in the digital economy. It is also widely used by data scientist and data analysts. One of the key reason is due to its ease of application and its comprehensive libraries. In this module, participants will have the chance to develop a simple application using Python Programming.

Topics Covered

Introduction to Python Programming
Setting up Python IDE and Programming Environment
Understanding Structure of Python Programming
Python Variables: Integer, Floats, Strings
Using of List vs. Dictionary
Operators and Loops: If-Else, For, While, Break, Continue
Types of Functions in Python
Introduction to Built-In Functions in Python
Introduction to Classes in Python
What is Object-Oriented Programming (OOP)

Module 4 Working with Key Modules / Packages

Participants will be introduced to key modules and packages used for Data Analytics by going through a simple data analytics process. Participants can experience first-hand how to read data, perform simple exploratory data analytics, conduct a simple data pre-processing, and create a simple plot to analyse a data.

Topics Covered

Understanding Modules in Python
Working with NumPy Module
Using Python Pandas Module
Data Pre-processing, Data Cleaning, and Data Engineering
Introduction to MatPlotLib in Python
Data Visualization using Python Programming

Module 5 Data Mining Processes for Data Analytics

Data Mining and Data Pre-processing plays an important role in the success of all data analytics project. In this module, participants will dive deep into the various Data pre-processing and data-mining techniques.

Topics Covered

Fundamentals of Data Mining
Objectives of Data Mining
Key aspects of Data Mining
Concepts of Knowledge Discovery in Databases (KDD)
Models in Data Mining
Data Mining Model vs Statistical Model
Data Mining Processes

Module 6 Data Mining Techniques

Understanding the various different techniques and its application enhances a Data Analyst ability to better understand and capture hidden insights from vast volume of data. This module aimed to provide participants with the first-hand experience on how various techniques are being utilized.

Topics Covered

Different Data Mining Techniques
Data Classification
Clustering Analysis
Regression Analysis
Association Rules
Outliers Analysis
Sequential Patterns
Predictive Analytics

Module 7 Deep Dive into Data Visualization with Python

Acquire essential knowledge on the importance of data visualization and how different visual elements can be utilized to enhance and better understand trends, outliers, and patterns in data.

Topics Covered

Data Visualization and Data Exploration
Comparison Plots (Line Chart, Bar Chart, Radar Chart)
Relation Plots (Scatter Plot, Bubble Plot, Correlogram, Heatmap)
Composition Plots (Pie Chart, Stacked Bar Chart, Stacked Area Chart)
Distribution Plots (Histogram, Density Plot, Box Plot, Violin Plot)
Geo Plots (Dot Map, Choropleth Map, Connection Map)
Enhancement of Visualization

Module 8 Matplotlib and Seaborn Libraries in Python for Visualization

Matplotlib and Seaborn libraries are two of the most widely utilized libraries in Python for visualization. Learn the key components and parameters of Matplotlib and Seaborn to enhance your visualization.

Topics Covered

Deep Dive into Matplotlib in Python
Essential Matplotlib Components for Plotting
Basic Plots, Layouts, Images, and Mathematical Expressions using Matplotlib
Introduction to Seaborn in Python
Kernel Density Estimation, Bivariate Distribution, Pairwise Relationships
Multi-plots, Regression Plots, Squarify, and Geospatial Plotting using Seaborn

Module 9 Understanding Machine Learning

Automate your data analytics model building by leveraging on the prowess of Machine learning methods. In this module, participants will learn how to expand beyond the conventional data analytics process to leverage on Machine Learning methods to analyse and predict trends.

Topics Covered

Statistical Learning vs. Machine Learning
Iteration and Evaluation
Supervised, Unsupervised, and Reinforcement Learning
Different Phases of Predictive Modelling (Data Pre-processing, Sampling, Model Building, Validating)

Data Analytics Essentials (DAE) involves extensive hands-on exercises / practical, rigorous usage of real-time case studies, hands-on exercises and group discussion

Some Reasons Why Learners Choose CASUGOL

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More than 42,000 professionals passed through our education system
Flexible program design for all individuals
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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

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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.

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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

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What Learners Say

CASUGOL

4.9

Trainer (Dwayne) is able to make the very tough AI topics and scripts easy to understand conceptually. Very helpful, patient, personalised, and generous with his participants.

Raymond Fong

Practical lessons that can be utilized immediately.

William Ho

Nguyễn Kiều Hải

Khóa học đã cung cấp cho tôi kiến thức cơ bản để tiếp tục nghiên cứu sâu hơn, phục vụ công việc của mình.Cảm ơn Mr. Dwayne Ong và các cộng sự tại Casugol.

Ha Nguyen Huu Trung

i really enjoy the course! Mr.Dwayne is so good in explainaing all question and give so much real case for better understanding.

Missfarah Dilla

Very relevant to my work scope and very essential to build fundamental of data management. Course was easy to understand as many useful hands-on were provided followed up by very engaging discussion session.

Nurul Izzati Mohtar

Interesting & beneficial session on data governance. The trainer was really good.

Ratna Wii

Easy to understand how trainer explain

Idayu Yusof

amiera yusoff

Well experiences trainer and learn real industry practices

Mohd Faizal Mohd Ali

The on-training exercises that are conducted during the training are engaging and help in applying the theoretical information that is been learned. The speaker is also very friendly, knowledgeable and helpful!

Haziq Fitter

Khairi Khalil

Good trainer, would recommend

Hafiz Ariffin

Very good course with a lot of dedicated instructor guidance, well worth your time to attend.

d j

Lesson is beneficial and relavant for me. Best thing is it's in-person lesson and hands-on coding especially for a non-technical person like me!

Jmin Cho

Jason Yew Chang He

It was a fruitful course! The trainer is very professional and the course has a lot of hands on practice.

Qian LI

Very concise training. Straight to the point. More room for improvement; more accurate and complete code in the pdf notes.

James Yen

Excellent trainer. One of the best programming trainings I ever had.

Salvador MG

A quick way to learn a relatively complex subject (Python).

Choon Aw

Great sessions! Interactive class between instructor and participants.

Roland Chua

Great and fruitful course, rich of useful information to road map a structured methodology for Digital transformation.

Osama Attawneh

Claire Cacanindin

Emmanuel Caguimbal

Casugol made python programming easy to learn 🙂 recommended to try out their courses!

Ricky Tan Yuan Sheng

Had a very good 3-days Python Programming Essential training session with Dwayne. While introducing the essence of Python Programming, the course also drills into the basic of programming which helps participant to build up a strong foundation. Thanks for the session.

Jeanne Teen (Jeanne)

Jizhou Yang

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

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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

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