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Robo · AI engineer

AI Basics

How AI learns, how chatbots talk, good prompts, images and video with AI, safe and honest use, and machine learning from the inside (regression, k-NN, perceptrons). With Ustoz AI videos.

19 lessons ~6 h Born in 1956
Start for free 1-darsni ro‘yxatsiz sinab ko‘rish

Chapter 1. Meet AI

3 lessons
  1. What is artificial intelligence? ro‘yxatsiz sinab ko‘ring Video Practice 3 questions 12 min
  2. How does a computer learn? ro‘yxatdan o‘tgach Video Practice 3 questions 15 min
  3. How do chatbots talk? ro‘yxatdan o‘tgach Video Practice 3 questions 15 min

Chapter 2. The art of prompting

2 lessons
  1. How to write a good prompt ro‘yxatdan o‘tgach Video Practice 3 questions 12 min
  2. Teaching by example and step-by-step thinking ro‘yxatdan o‘tgach Video Practice 3 questions 15 min

Chapter 3. Creativity, safety and agents

4 lessons
  1. Creating images with AI ro‘yxatdan o‘tgach Video 3 questions 12 min
  2. Video and cartoons with AI ro‘yxatdan o‘tgach Video 3 questions 12 min
  3. Safe and responsible AI ro‘yxatdan o‘tgach Video 3 questions 15 min
  4. AI agents: helpers that take actions ro‘yxatdan o‘tgach Video 3 questions 12 min

Intermediate level

Ro‘yxatdan o‘tib, oldingi darajani tugatgach — kirish imtihoni bilan ochiladi.

Chapter 4. Machine learning from the inside

5 lessons
  1. Data: features, labels and the test set ro‘yxatdan o‘tgach Practice 3 questions 15 min
  2. Linear regression: predicting a number from a number ro‘yxatdan o‘tgach Practice 3 questions 25 min
  3. Classification: k-nearest neighbours ro‘yxatdan o‘tgach Practice 3 questions 20 min
  4. The perceptron: the simplest artificial neuron ro‘yxatdan o‘tgach Practice 3 questions 25 min
  5. Overfitting, libraries and fairness ro‘yxatdan o‘tgach Practice 3 questions 20 min

Advanced level

Ro‘yxatdan o‘tib, oldingi darajani tugatgach — kirish imtihoni bilan ochiladi.

Chapter 5. Language models from the inside

5 lessons
  1. Tokens: how a model sees text ro‘yxatdan o‘tgach Practice 3 questions 20 min
  2. Embeddings: meaning as numbers ro‘yxatdan o‘tgach Practice 3 questions 20 min
  3. Predicting the next word, and temperature ro‘yxatdan o‘tgach Practice 3 questions 25 min
  4. RAG: answers from your own documents ro‘yxatdan o‘tgach Practice 3 questions 25 min
  5. Multi-layer networks: the problem a perceptron can't solve ro‘yxatdan o‘tgach Practice 3 questions 25 min