QCTO qualifications › AI Software Developer
AI Software Developer - Knowledge Module
Hybrid Learning Solutions · e-book
R1100 incl. VAT
Printed copy: R2250 incl. VAT.
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About this book
The theory textbook for the QCTO Occupational Certificate: Artificial Intelligence Software Developer (NQF Level 5, SAQA ID 118792), MICT SETA. Twelve chapters covering all twelve knowledge modules (86 credits): an overview of AI; computing theory and Python; mathematics and statistics for AI; analytical thinking and problem solving; data, databases and visualisation; AI, machine learning and deep learning; AI frameworks and lawful data scraping; machine learning; deep learning with TensorFlow and Keras; governance, legislation and ethics (POPIA and responsible AI); design thinking and innovation; and 4IR and future skills. Every code listing was run before it was printed. 29 figures, worked examples on one running case, practice problems with answers, plus 365 Exam prep questions covering every criterion.
- Level: NQF Level 5
- SAQA ID: 118792
- Pages: 384
What is inside
- Chapter 1 — Overview of Artificial Intelligence
- Chapter 2 — Computing Theory and Python
- Chapter 3 — Mathematics and Statistics for AI
- Chapter 4 — Analytical Thinking and Problem Solving
- Chapter 5 — Data, Databases and Data Visualisation
- Chapter 6 — AI, Machine Learning and Deep Learning
- Chapter 7 — AI Frameworks and Data Scraping
- Chapter 8 — Machine Learning
- Chapter 9 — Deep Learning
- Chapter 10 — Governance, Legislation and Ethics
- Chapter 11 — Design Thinking and Innovation
- Chapter 12 — 4IR and Future Skills