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Data Science and Big Data Analytics Foundations

Organisations are accumulating transactional, customer and operational data faster than they are building anybody able to use it, and the first hire often spends a year cleaning data rather than analysing it. This course covers the whole workflow honestly. Delegates work through problem framing and translating a business question into something analysable, data acquisition and the profiling that reveals what you actually have. Cleaning and preparation are given the weight they occupy in real work. Exploratory analysis and the statistics needed to avoid reading noise as signal follow. Modelling is covered at foundation level: the main algorithm families, training and validation, and why a model that scores well can still be useless. Communicating a result to a non technical audience is practised. The course closes on reproducibility and on deployment realities.

Course objectives

  • Translate a business question into an analysable problem
  • Acquire and profile data to establish what you actually have
  • Clean and prepare data, which is most of the work
  • Explore data and avoid reading noise as signal
  • Apply the main algorithm families with training and validation
  • Recognise a model that scores well and is still useless
  • Communicate results and make work reproducible

Who should attend

  • Business analysts
  • Data analysts
  • IT professionals
  • Planning and strategy staff
  • Operations managers

Course outline

  1. 01A year spent cleaning rather than analysing
  2. 02Problem framing
  3. 03Data acquisition and profiling
  4. 04Cleaning and preparation
  5. 05Exploratory analysis
  6. 06Statistics that prevent reading noise
  7. 07Algorithm families, training and validation
  8. 08Communicating results, reproducibility and deployment

Scheduled sessions

Scheduled sessions for Data Science and Big Data Analytics Foundations
DatesVenueFormatPriceRegister
12 to 14 October 2026Durban, South AfricaClassroomR14,950 per delegateRegister Now
30 December 2026 to 1 January 2027OnlineOnlineR6,500 per delegateRegister Now
8 to 10 February 2027Johannesburg, South AfricaClassroomR14,950 per delegateRegister Now
24 to 26 February 2027Nairobi, KenyaClassroomUSD 995 per delegateRegister Now

Data Science and Big Data Analytics Foundations

From R6,500

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