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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

Temperature and Randomness

Quiz
6

Non-Deterministic Outputs

Quiz
7

System Prompt vs User Prompt

Quiz
8

Next-Token Prediction

Quiz
9

Knowledge Cutoff

Quiz
10

The Context Window

Quiz
11

Popular LLM Providers

Quiz
12

What Is a Large Language Model

Quiz
13

Parameters and Model Size

Quiz
14

LLMs vs Rule-Based Programs

Quiz
15

Hallucinations Explained

Quiz
16

Common LLM Use Cases

Quiz
17

Tokens and Tokenization

Quiz
18

The Transformer Architecture

Quiz
19

Pretraining Basics

Quiz
20

API vs Chat Interface

Quiz
21

Open-Source vs Proprietary Models

Quiz
22

Prompts and Completions

Quiz
23

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

Common Examples of LLMs

Flashcard
33

Hallucinations

Flashcard
34

Common LLM Use Cases

Flashcard
35

The Transformer Architecture

Flashcard
36

Temperature and Output Controls

Flashcard
37

LLMs vs Rule-Based Software

Flashcard
38

What is AI Engineering

Flashcard
39

What is a Prompt

Flashcard
40

What is a Completion

Flashcard
41

Tokens and Tokenization

Flashcard
42

Parameters and Model Size

Flashcard
43

Base vs Instruction-Tuned Models

Flashcard
44

Next-Token Prediction

Flashcard
45

Context Window

Flashcard
46

What is a Large Language Model

Flashcard
47

Non-Determinism of Outputs

Flashcard
48

System, User, Assistant Roles

Flashcard
49

Knowledge Cutoff

Flashcard
50

Training Data and Pretraining

Flashcard
51

APIs vs Chat Interfaces

Flashcard
QuizBeginner

Popular LLM Providers

Identifying well-known LLMs and their makers.

Which of these is a well-known family of large language models?