أسئلة الذكاء الاصطناعي، بإجابات واضحة
شروح ميسّرة للذكاء الاصطناعي وتعلّم الآلة والشبكات العصبية والنماذج اللغوية الكبيرة. افهم المفاهيم، واطّلع على أمثلة حقيقية، وجرّب العروض التفاعلية.
12 سؤالاً
أساسيات الذكاء الاصطناعيقراءة 5 دقيقة
What Is a Neural Network?
What a neuron computes, why a hidden layer needs a non-linearity, and a worked example you can check on paper.
تعلّم الآلةقراءة 4 دقيقة
How Does Backpropagation Work?
The chain rule as a credit-assignment algorithm, with a one-weight example you can check by hand and the role of the learning rate.
تعلّم الآلةقراءة 5 دقيقة
What Is an Embedding in AI?
How meaning becomes geometry, what cosine similarity measures, and why embeddings are the retrieval layer behind modern AI products.
التعلّم العميققراءة 4 دقيقة
What Is Self-Attention in Transformers?
How tokens decide what to read, the scaled dot-product formula, causal masking and why long context costs quadratic compute.
أساسيات الذكاء الاصطناعيقراءة 4 دقيقة
What Is the Difference Between Training and Inference?
What changes in each phase, why inference is cheaper per request, and why chatting with a model does not retrain it.
تعلّم الآلةقراءة 4 دقيقة
What Is a Loss Function in Machine Learning?
What a loss rewards, how MSE and cross-entropy differ, and why a low training loss is not the same as a good model.
أساسيات الذكاء الاصطناعيقراءة 4 دقيقة
What Are Parameters in an AI Model?
What counts as a parameter, a layer-by-layer count you can verify, and what the number does — and does not — tell you.
النماذج اللغوية الكبيرةقراءة 4 دقيقة
Why Do AI Models Hallucinate?
Why plausible text is not verified text, how grounding and abstention help, and why hallucination cannot be eliminated entirely.
النماذج اللغوية الكبيرةقراءة 4 دقيقة
What Does Temperature Do in an LLM?
The softmax formula behind the dial, what low and high values actually do, and why temperature cannot add knowledge.
النماذج اللغوية الكبيرةقراءة 4 دقيقة
What Is Top-p Sampling?
How the nucleus is chosen, a worked probability example, and how top-p interacts with temperature and top-k.
النماذج اللغوية الكبيرةقراءة 4 دقيقة
Why Does ChatGPT Give Different Answers to the Same Prompt?
Sampling as the main cause, the other four sources of variation, and the settings that make outputs reproducible enough to test.
أساسيات الذكاء الاصطناعيقراءة 4 دقيقة
What Is the Difference Between AI, Machine Learning and Deep Learning?
The nested relationship between the three terms, a concrete example at each level, and why the distinction changes your engineering choices.