QCTO qualifications › AI Software Developer
AI Software Developer - Practical Skills Workbook
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About this book
The Practical Skills Workbook for the QCTO Occupational Certificate: Artificial Intelligence Software Developer (NQF Level 5, SAQA ID 118792). Eleven chapters, one for each practical module, covering all 63 credits and 57 skills: mathematics and statistics for programming; problem definition and decision making; spreadsheets and SQL; a first AI solution in Python; lawful data scraping into a database; machine learning with scikit-learn; a neural network built from first principles in NumPy; deep learning with TensorFlow and Keras; working ethically in a team; and a design-thinking workshop. Every program is printed with the output it produced, with model answers and competency checklists.
- Level: NQF Level 5
- SAQA ID: 118792
- Pages: 197
What is inside
- About This Workbook
- Chapter 01: Mathematics and Statistics for Programming
- Chapter 02: Problem Definition, Analytical Thinking and Decision Making
- Chapter 03: Access, Analyse and Visualise Structured Data Using Spreadsheets
- Chapter 04: Use SQL to Communicate with a Database
- Chapter 05: Build a Simple AI Solution Using Python
- Chapter 06: Use Python Data Scraping to Populate a Database Table in SQL
- Chapter 07: Build an AI Solution with a Machine-Learning Platform (scikit-learn)
- Chapter 08: Build a Deep-Learning Solution in Python from First Principles (NumPy)
- Chapter 09: Build a Deep-Learning Solution with TensorFlow and Keras
- Chapter 10: Function Ethically and Effectively as a Member of a Multidisciplinary Team
- Chapter 11: Participate in a Design Thinking for Innovation Workshop