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Machine Learning

Machine learning is a branch of artificial intelligence that enables computer systems to learn from data and improve their performance on specific tasks without being explicitly programmed for each scenario. The technology works by using algorithms that identify patterns in large datasets, build mathematical models from those patterns, and apply the learned knowledge to make predictions or decisions on new, unseen data. Machine learning applications span numerous sectors, including banking, where it powers fraud detection and credit risk assessment; mining, where it optimises resource extraction and predictive maintenance; and agriculture, where it supports precision farming and crop yield forecasting. The technology has become increasingly significant as organisations seek to extract actionable insights from growing volumes of data and automate complex decision-making processes. Machine learning approaches fall into several categories, including supervised learning, where models learn from labelled training data; unsupervised learning, which finds hidden patterns in unlabelled data; and reinforcement learning, where systems learn through trial and error. Adoption has accelerated across South African industries, with major banks, revenue authorities and technology firms deploying machine learning solutions to enhance operational efficiency and customer service. The field requires specialised skills in mathematics, statistics and programming, driving demand for data science expertise and skills development programmes. Machine learning has evolved rapidly since the mid-twentieth century, gaining commercial traction in the 1990s and experiencing explosive growth in the twenty-first century as computing power, data availability and algorithmic sophistication have converged.

Latest Articles in 60 Seconds

Babcock digitises welding quality management to enable future AI deployment

Babcock has implemented a digital welding management platform that centralises welding documentation, procedures, qualifications and inspection records within a single controlled environment, improving accessibility and collaboration across project teams and reducing reliance on manual administration. Welding Engineering Manager Sizwe Nxumalo explains that digitisation is inherent to digitalisation and paves the way for machine learning and artificial intelligence, emphasising that organisations need trusted digital foundations and structured data before realising the full value of advanced technologies.

South African businesses deploy AI across finance, government and operations

AI-based systems contribute about $3-billion to South Africa's economy yearly, forecast to reach $9-billion by 2030, with applications spanning fraud detection, credit analysis, customer support and predictive maintenance in mining and logistics. The South African Revenue Service has integrated AI and machine learning into tax filing, while First National Bank uses Microsoft's AI Copilot to craft communications in native languages and Standard Bank has automated IT help desk functions.

Machine Learning Updates


Booyco Electronics combines PDS technology, data analysis and underground expertise to support safer mining operations
Booyco Electronics Tackles The Complexities Of Underground Pds Integration With Ai And Smarter Data Solutions
30th June 2026

Implementing Proximity Detection Systems (PDS) in underground mines is far more complex than placing sensors on machines. Confined spaces, mixed fleets, communication constraints and human... 


From Paper Trails to Digital Workflows: Babcock Advances Welding Quality Management
29th June 2026

As industrial projects become increasingly data-driven, organisations are under growing pressure to improve traceability, governance and visibility across critical engineering processes. For... 


How Data and AI are unlocking South Africa’s next mineral frontier
How Data and AI are unlocking South Africa’s next mineral frontier
23rd June 2026

By: Ntsako Baloyi - Data & AI lead for Accenture, South Africa South Africa’s mining industry has long been defined by what lies beneath the surface – vast mineral wealth that has shaped the... 


R12m grant supports RTE international-NTCSA grid-resilience cooperation
R12m grant supports RTE international-NTCSA grid-resilience cooperation
18th June 2026

Agence française de développement (AFD) has approved a €650 000 (about R12-million) grant to facilitate a two-year technical cooperation programme between RTE international and the National... 


Wabtec logo
Minimise risk, maximise safety through real-time visibility
18th June 2026

Global leader in advanced vehicle interaction technology for the mining and heavy mobile equipment industries Wabtec Digital Mine is backed by more than 125 years of mining heritage. 


Africa on the edge of a digital future
Africa on the edge of a digital future
27th May 2026

By Steven Santini, Vice President for Secure Power, SSA at Schneider Electric The advantages of edge computing are well-documented, clear and tangible.  Many industries today benefit from its... 


AVEVA chief product officer Rob McGreevy
AVEVA bolsters product innovation
21st May 2026 By: Tasneem Bulbulia

In the world of software-as-a-service, the pace at which industrial software company AVEVA is innovating and upgrading its portfolio has increased dramatically, chief product officer Rob McGreevy... 


Understanding What BPM Really Means in Today’s Tech Landscape
Understanding What BPM Really Means in Today’s Tech Landscape
30th April 2026

If you’ve been exploring ways to improve efficiency, automate workflows, or bring more structure to operations, you’ve probably come across the term what is bpm. Short for Business Process... 


Sega Tiro
Beyond the gap: How girls are leading the AI revolution
22nd April 2026

By Sega Tiro, Executive: Commercial & Growth at ASI Connect Every year on the fourth Thursday of April, the world pauses to recognise something urgent and hopeful: the untapped potential of girls... 


Magazine Cover image
Greater AI fluency in tandem with expert skills foundational for effective deployment
17th April 2026 By: Schalk Burger

While artificial intelligence (AI) systems require information technology (IT) and data science skills to deploy, they also demand industry-specific expertise to ensure their effective integration... 


Magazine Cover image
Greater AI fluency in tandem with expert skills foundational for effective deployment
17th April 2026 By: Schalk Burger

While artificial intelligence (AI) systems require information technology (IT) and data science skills to deploy, they also demand industry-specific expertise to ensure their effective integration... 


The above image depicts one of Komatsu's ADTs
Software, autonomy partnership to drive truck modernisation
10th April 2026 By: Lynne Davies

Detailed in a statement in September 2025, a strategic technology collaboration between vehicle intelligence company Applied Intuition and heavy equipment manufacturer Komatsu South Africa is... 


AI providing concrete benefits in industrial sectors – Cisco Research
9th April 2026 By: Schalk Burger

AI is delivering measurable operational benefits in use cases such as process automation, automated quality inspection, predictive maintenance, logistics and energy forecasting, the 'State of... 


Edge I/O NTS and the need for (industrial) speed
Edge I/O NTS and the need for (industrial) speed
19th March 2026

By: Hennie Smith - Solution Architect, Industry Automation at Schneider Electric  Industrial automation is undoubtedly one of the most exciting solution frameworks and work methodologies in this... 


Optasia grows revenue and Ebitda, delivers above-guidance results
17th March 2026 By: Schalk Burger

JSE-listed AI-powered financial technology platform company Optasia increased its revenue by 76% year-on-year to $265.4-million for the year ended December 31, 2025, while its earnings before... 


Magazine cover image
Technology central to overcoming mining’s growth constraints
13th March 2026 By: Lumkile Nkomfe

Given the increasing depths and complexity of orebodies, high and volatile energy costs, logistics bottlenecks and growing demand for safer and sustainable operations, the adoption of digital... 


Magazine cover image
Technology central to overcoming mining’s growth constraints
13th March 2026 By: Lumkile Nkomfe

Given the increasing depths and complexity of orebodies, high and volatile energy costs, logistics bottlenecks and growing demand for safer and sustainable operations, the adoption of digital... 


Bread production facility
Optimisation ensures power savings for producers
13th March 2026 By: Marleny Arnoldi

A holistic and optimised system of energy efficient motors, variable-speed drives and software packages can achieve up to 40% electricity savings and significantly lower total cost of ownership for... 


The next wave of AI-driven process automation in 2026
The next wave of AI-driven process automation in 2026
4th March 2026

By: Kobus Vermeulen - Direct Sales Executive, Process Automation at Schneider Electric  As process industries hurtle toward an AI-driven future, four powerful trends are set to redefine automation... 


Schneider Electric's new open, software‑defined distributed control system
Advancing industrial operations with open, software‑defined automation
27th February 2026

Global energy technology company Schneider Electric has unveiled its EcoStruxure Foxboro software defined automation (SDA) platform, said to be the industry’s first open, software‑defined... 


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