Big Data Analytics and AI / Machine Learning with Python Coding / Programming (Beginner to Intermediate)
Training Provider: APPS PTE. LTD.
Course Reference: TGS-2020504595
S$750
Original: S$1,500
Save S$750
About This Course
1. Write computer program in Python language
2. Identify and employ appropriate statistical algorithms and data models
3. Apply Python powerful libraries for data analytics and visualization
4. Apply Python powerful libraries for machine learning
5. Integrate knowledge and abilities to solve problems with big-data analysis and to diagnose unintended outcomes
What You'll Learn
• Python Basics (2hr)
• Numbers Data Type / Variables
• Strings and Printing
• Boolean Data Type
• Comparison / Logic Operators
• Data Structures (2hr)
• Lists
• Tuples
• Sets
• Dictionaries
• Programming Fundamentals (2hr)
• Conditions / Branching
• Loops
• Functions
• OOP
• Statistics Essentials (3hr)
• Describing variability
• Probability distributions
• Regression
• Data Manipulation with Numpy (2hr)
• Arrays
• Indexing / Selection
• Operations
• Data Processing with Pandas (2hr)
• Series and DataFrames
• Missing Data and GroupBy
• Concatenating, Merging, Joining
• Operations
• Data Input / Output
• Graphs and Data Visualization with Matplotlib (3hr)
• Matplotlib Graphs
• Seaborn heatmap / pair plots
• AI and Machine Learning (3hr)
• Integration to solve problems and diagnose unintended outcomes (3hr)
• Numbers Data Type / Variables
• Strings and Printing
• Boolean Data Type
• Comparison / Logic Operators
• Data Structures (2hr)
• Lists
• Tuples
• Sets
• Dictionaries
• Programming Fundamentals (2hr)
• Conditions / Branching
• Loops
• Functions
• OOP
• Statistics Essentials (3hr)
• Describing variability
• Probability distributions
• Regression
• Data Manipulation with Numpy (2hr)
• Arrays
• Indexing / Selection
• Operations
• Data Processing with Pandas (2hr)
• Series and DataFrames
• Missing Data and GroupBy
• Concatenating, Merging, Joining
• Operations
• Data Input / Output
• Graphs and Data Visualization with Matplotlib (3hr)
• Matplotlib Graphs
• Seaborn heatmap / pair plots
• AI and Machine Learning (3hr)
• Integration to solve problems and diagnose unintended outcomes (3hr)
Entry Requirements
Pass at least GCE ‘O’ level or GCE ‘N’ level Math
Able to create worksheets in Excel or similar application
Course Details
Back to All Courses
Note: To apply for this course, visit the SkillsFuture website or contact the training provider directly.
More Courses from APPS PTE. LTD.
This course provides a structured learning journey for people looking to develop expertise in 3D mod...
This course equips participants with the skills to design and develop dynamic websites tailored to v...
This course provides learners with a foundational understanding of business statistics and data anal...