AI & Data Topics

B2 · Upper-intermediateIT & Technology8 lessons1 free to read in full

Discuss artificial intelligence and data concepts

Who it's for

Written for B2 (upper-intermediate) students who can discuss most topics and now need precision and range.

English for developers, IT support and anyone who works in tech. More IT & Technology lesson plans

Skills it practises

  • Speaking: discussion questionsevery lesson
  • Vocabulary: a target word listevery lesson
  • Reading: a text or news storyevery lesson
  • Controlled practice: gap-fills, matching, sorting and moreevery lesson
  • Role-play: a dialogue to act outevery lesson
  • An answer framework to structure what they sayevery lesson

Lessons

  1. Understanding AIGoal: explain what AI is — and what it can and can't do — to a non-technical colleague in plain English, with one analogy, one example and one honest limit.1 hr 13 minFree
  2. Data and PrivacyGoal: answer 'what do you do with my data?' — from a customer or manager — with specifics, plain words and a next step, instead of corporate fog.1 hr 13 minOutline
  3. Machine Learning BasicsGoal: pitch a machine-learning idea to a manager — concrete problem, the data it learns from, a hedged payoff and an honest price — in 90 seconds.1 hr 6 minOutline
  4. AI EthicsGoal: raise an ethical concern about an AI tool in a meeting — acknowledge the benefit, name a concrete risk, propose a safeguard — and stay the most constructive person in the room.1 hr 13 minOutline
  5. Natural Language ProcessingGoal: propose a language-AI solution to a team lead — named technique, hedged payoff, and the limits raised by you first.1 hr 13 minOutline
  6. Data Visualization & StorytellingGoal: present a chart to a non-technical stakeholder — insight in the first ten seconds, trend language for the evidence, a hedged explanation and a clear ask.1 hr 13 minOutline
  7. AI in the WorkplaceGoal: brief a manager on adopting an AI tool — position first, two benefits, two risks with safeguards, and a next step small enough to approve today.1 hr 6 minOutline
  8. Big Data & AnalyticsGoal: make a data-backed recommendation — describe the trend, hedge the interpretation, recommend an action and admit the limits before anyone else finds them.1 hr 13 minOutline

How to use it in a lesson

  • Lessons run 66 to 73 minutes, with a timing on every stage, so you can see before you start what fits your slot.
  • Start with "Understanding AI": its whole plan is on this site, stage by stage, with the target vocabulary, free to read and to teach from on any video call.
  • For a shorter slot, skip a practice stage or cut the discussion short: the stages are a guide, not a script.

Teach AI & Data Topics with your student

Lesson 1 of this course is free. A free account opens it in the interactive player, and the rest of the course is included with Starter. Teaching it live with your student in the Tuton classroom starts with a 7-day free trial.

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