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Certified Associate in Data Analytics

Learn the fundamentals of Data Analytics and gain an understanding of the data ecosystem, the process and lifecycle of data analytics, career opportunities, and the different learning paths you can take to be a Data Analyst.

TalentLabs
Certified Associate

Application closed

Key summary:

Online

Instructor-led

2 - 4 months

Intermediate level

Certification

Overview

Step into the World of Data

Acquire advanced data skills, master Machine Learning & AI, and launch your career as a Data Scientist, Analyst, AI Engineer, Data Manager, and more.

What you will learn

Learn essential data analysis methods and tools

Master Machine Learning algorithms

Create AI solutions and advanced predictive models

Build a solid portfolio and learn to work in a data team

Languages and tools covered

SQL

Python

Matplotlib

Seaborn

Pandas

Numpy

Scikit-learn

Jupyter Notebook

Modules

Explore our world-class curriculum

Module 1:

Fundamentals of Python

Basic programming concepts

Control flow

Loops

Building automated Python programs

Module 2:

Fundamentals of SQL

Introduction to SQL

SQL queries - Create, Retrieve, Update, Delete

Relationships

Aggregation and joins

Data Modeling and schema design

Module 3:

Introduction to Data Analytics (Data Analytics Processes)

Explain how the problem-solving road map applies to typical analysis scenarios

Discuss the use of data in the decision-making process

Data analytics use cases and examples

Module 4:

Statistics for Data Analysts

Basic Statistics

Descriptive Statistics

Inferential Statistics

Sampling

Probability

Probability Distribution

Correlation

Hypothesis Testing

Module 5:

Data Analytics with Python

Python Review

Foundations of Pandas

Foundations of Numpy

Data Visualization with Matplotlib and Seaborn

Exploratory Data Analysis (EDA)

Module 6:

Hands-on Exploratory Data Analysis with Python

Data Sourcing

Data Cleaning

Feature Engineering

Insights Generation

Complete Case Studies

Module 7:

Predictive Analytics Essentials (Machine Learning Algorithms and AI)

Introduction to Machine Learning & AI

Classification Algorithms (KNN, Decision Trees, Random Forest)

Regression

Clustering

Time Series Analysis

Module 8:

ETL and Data Warehouse Concepts

ETL

Data Warehouse

Data Mart

Data Lake

Meet our course creators

Darren Chiu

Technical Consultant

Anthony Chiu

Software Engineer

Peter Chow

Technical Engineer

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Careers

We will help you boost your career

Navigate tech career opportunities with the help of our Career Services team. Get valuable insights on interview skills, CV preparation, and building a professional portfolio - we will be the bridge between you and your future employers.

We have built relationships with hiring managers at top companies across the region, creating a robust employer pipeline for TalentLabs grads. Our team is constantly advocating for our graduates and helping you to secure your dream job.

Hear from our graduates

Goh Jia Ean

The course materials were comprehensive, yet easy to follow. And with the help of TalentLabs, I managed to secure a placement in Nielsen!

Lee Wynn Hann

TalentLabs's programme provided me with all the fundamental knowledge and skills that I needed to kick-start my career in tech.

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