Data Analytics Essentials (DAE) Using Python x ChatGPT - Self-paced Learning
Details
- Duration: 3 Days / 24 Hours
- Certification: Participants will receive a Certificate of Competency upon successfully completing the course and passing the examination
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.
ExaminationParticipants are required to attempt an examination upon completion of course. This exam tests a candidate’s knowledge and skills related to Artificial Intelligence, Machine Learning, and Python Programming based on the syllabus covered
Participants are expected to score a minimum of 70% to pass the examinationOutline
- 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
- Different Application of Analytics Method
- Concepts of Text Analytics and Web Analytics
- Data / information architecture
- ETL Architecture
- What is a Data Warehouse
- Business Intelligence vs Data Analytics
- Application of Analytics in an Organisation
- Introduction to Python Programming
- Setting up Python IDE and Programming Environment
- Understanding the 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
- 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
- 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
- Different Data Mining Techniques
- Data Classification
- Clustering Analysis
- Regression Analysis
- Association Rules
- Outliers Analysis
- Sequential Patterns
- Predictive Analytics
- 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
- 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
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Statistical Learning vs. Machine Learning
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Iteration and Evaluation
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Supervised, Unsupervised, and Reinforcement Learning
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Different Phases of Predictive Modelling (Data Pre-processing, Sampling, Model Building, Validating)
Speaker/s
“The duty of helping one’s self in the highest sense involves helping of one’s neighbours” – Samuel Smiles
Based in Singapore, CASUGOL is an international certification body offering a wide-range of professional training and certification programs designed for all industries and verticals.
Participants attending our programs will develop the skills and knowledge in their chosen area of professional, personal or academic interest. Programs are constantly reviewed by educators who are industry experts in their chosen field to ensure that they remain current, relevant and consistently high quality.
CASUGOL strives to be a contemporary international neighbourhood where individuals gather to learn, be inspired, share ideas, knowledge, and resources to acquire all that necessary to pursue and advance in a career of their passion. Training and certification programs are also being offered in Malaysia, India, Philippines, Singapore, Vietnam, Australia, Nigeria, South Africa, and Uganda through global Certified Training Partner (CTP) network.
Empowering people to be their best by making education, knowledge, and resources accessible has always been our commitment. With programs that cover a diverse range of interests, participants can certainly learn update their knowledge, gain new skills, or unleash their creativity. ...
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