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My lessons are structured to balance clarity, hands‑on practice, and steady progression. Each session begins with a short, focused explanation of the core concept we’re covering—whether it’s machine learning fundamentals, large language models, automation workflows, or applied AI techniques. We then move into guided, practical exercises where you build or analyse real examples step by step, ensuring you can apply what you learn immediately. I adapt the pace to your experience level, provide targeted feedback throughout, and end each lesson with a brief recap plus optional practice tasks to reinforce your understanding. Over time, we build a personalised learning path that takes you from foundational knowledge to confident, real‑world AI capability