Render ATL
Workshops
USEFUL AI - Engineering
WORKSHOP
OUTLINE & REVIEW
- 8:00 - Intros (30s each)
- 8:30 - General Overview
- 9:00 - Demos
- 9:30 - Basic Coding Challenge
- 10:00 - Custom Problem
- 10:30 - About LLMs
- 11:00 - Q&A - Early Lunch!
1. INTROS
30 Seconds Each
- Name & Company
- AI Experience
- One fun Fact
2. General Overview
Intro AI Fun
- Overview
- Concepts
- Popular AI
Don't Code Algorithms
Let Data Do it For you!
- Construct a Model
- Show it Data (Train)
- Use the neural network model!
WHY NEURAL?
Neural Synapses Are
- Densely connected
- Have varying thickness in connections (weights)
- Vary synapse size (bias)
- Need a certain amount of electricity to fire, or activation voltage.
Example Problem
XOR operation
A Simple Network
b = -5
a = σ
b = 15
a = σ
b = -15
w=10
w=-10
w=10
w=-10
w=10
w=10
A Simple Network
b = -5
a = σ
b = 15
a = σ
b = -15
a = σ
w=10
w=-10
w=10
w=-10
w=10
w=10
0
1
b = -5
a = σ
0.9933
(0 * 10)
+ (1 * 10)
+ -5
= 5
σ(5) = 0.9933
A Simple Network
b = -5
a = σ
b = 15
a = σ
b = -15
a = σ
w=10
w=-10
w=10
w=-10
w=10
w=10
0
1
0.9933
(0 * -10)
+ (1 * -10)
+ 15
= 5
σ(5) = 0.9933
b = 15
a = σ
0.9933
A Simple Network
b = -5
a = σ
b = 15
a = σ
b = -15
a = σ
w=10
w=-10
w=10
w=-10
w=10
w=10
0
1
0.9933
(0.9933 * 10)
+ (0.9933 * 10)
+ -15
= 4.866
σ(4.866) ≈ 0.9924
0.9933
b = -15
a = σ
0.9924
DONE!
GPU Speed
Is this the same as code?
Matrix Math
Linear Algebra
Congratulations
You Understand Inference of a Basic Neural Network
A Simple Network
b = -5
a = σ
b = 15
a = σ
b = -15
w=10
w=-10
w=10
w=-10
w=10
w=10
1
2
3
4
5
6
7
8
9
Parameters
HOW?
MAGIC PARAMETER NUMBERS!?
HOW?
MAGIC PARAMETER NUMBERS!?
Popular AI
TEXT GENERATION
- ChatGPT: The Leading AI model
- Gemini: Google's competetor to ChatGPT
- Llama 3: Best AI open source model from Meta
- Claude 3: GPT competitor by Anthropic
- Perplexity: ChatGPT for research
- MM1: Apple's Large Language Model
- Titan: Amazon's LLM - Comes in Express & Premiere
- Grok: Elon Musk's OpenAI competitor
- CoPilot: Microsoft's Coding Assistant
- CodeWhisperer: Amazon's CoPilot Competetor
- Tabnine: Copilot competitor company
- Jasper: AI copilot for marketing
- Mistral AI: Open source text gen models
Popular AI
Generative Images
- Midjourney: Easy AI Image Generator
- Dall-E: OpenAI Image Generator
- Adobe Firefly: AI tool from Adobe
- Stable Diffusion: Best Image Generation
- Getty iStock: "Commercially Safe" generation
- Synthesia: AI text to video
- Sora: OpenAI text to video
- Runway: AI text-to-video
- Pika: AI Video Generator
Popular AI
OTHER POPULAR AI
- ElevenLabs: AI text-to-speech & voice clone
- Suno: AI music generator
- Voice.ai: AI voice changer
- AIMastering.com: AI Audio Mastering
- Lalal.AI: Remove instrument or voices from music
- Text to Speech and Speech to Text (Too many!)
3. Demos
Let's Play!
- Frameworks
- Examples
- Explore
Math From Scratch?
NO!
Let's See Some AI Training
https://playground.tensorflow.org/
Let's Build a Model
https://teachablemachine.withgoogle.com/
WHY SHOULD YOU NOT USE THIS IN PRODUCTION?
4. Time to Code
Get Ready To Rock!
- Build It
- Chat About It
Let's Code!
https://github.com/tensorflow/tfjs-models
5. Custom Problems
Transfer Learning
- Demo Transfer
- Customize It
Let's Explore Data / Training
https://aisortinghat.com/
6. Let's LLM
Understand LLMs deeper
- Understand Generative AI
- Learn LLM Lingo
7. Questions & Answers
Let's Get Into It!
- Ethics & More?
- Guidance
- Early LUNCH!?