AI Engineering / Working with LLMsIntroduction & Core Concepts

51 items

1

Next-Token Prediction: The Core Mechanism

Slides / Video
2

LLMs vs Traditional Software

Slides / Video
3

Popular LLM Models and Providers

Slides / Video
4

What a Large Language Model Is

Slides / Video
5

Next-Token Prediction

Quiz
6

Parameters and Model Size

Quiz
7

The Transformer Architecture

Quiz
8

Tokens and Tokenization

Quiz
9

LLMs vs Rule-Based Programs

Quiz
10

Hallucinations Explained

Quiz
11

What Is a Large Language Model

Quiz
12

API vs Chat Interface

Quiz
13

Pretraining Basics

Quiz
14

System Prompt vs User Prompt

Quiz
15

Common LLM Use Cases

Quiz
16

Popular LLM Providers

Quiz
17

Open-Source vs Proprietary Models

Quiz
18

The Context Window

Quiz
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Knowledge Cutoff

Quiz
20

Temperature and Randomness

Quiz
21

Non-Deterministic Outputs

Quiz
22

Prompts and Completions

Quiz
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Non-determinism in LLM Outputs

Slides / Video
24

Limitations of LLMs

Slides / Video
25

Model Parameters and Model Size

Slides / Video
26

Common LLM Use Cases and Applications

Slides / Video
27

Context Window and Its Limits

Slides / Video
28

Prompts and Completions

Slides / Video
29

How LLMs Learn Language Patterns

Slides / Video
30

Tokens and Tokenization Basics

Slides / Video
31

Key LLM Terminology

Slides / Video
32

Hallucinations

Flashcard
33

Context Window

Flashcard
34

Common LLM Use Cases

Flashcard
35

Common Examples of LLMs

Flashcard
36

Temperature and Output Controls

Flashcard
37

Base vs Instruction-Tuned Models

Flashcard
38

The Transformer Architecture

Flashcard
39

LLMs vs Rule-Based Software

Flashcard
40

Next-Token Prediction

Flashcard
41

APIs vs Chat Interfaces

Flashcard
42

Training Data and Pretraining

Flashcard
43

What is a Completion

Flashcard
44

What is a Large Language Model

Flashcard
45

Parameters and Model Size

Flashcard
46

What is a Prompt

Flashcard
47

Non-Determinism of Outputs

Flashcard
48

System, User, Assistant Roles

Flashcard
49

Tokens and Tokenization

Flashcard
50

Knowledge Cutoff

Flashcard
51

What is AI Engineering

Flashcard
FlashcardBeginner

Non-Determinism of Outputs

LLMs can produce different responses to the same prompt due to randomness in generation.

Question

Why do LLMs give different answers to the same prompt?

Click to reveal answer