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1 de 15
Robots and Emojis
AI
Intro👍
Applications 😏
Career 🥸
Emoji Emotions
😔😒😩😅😊😂☺🥸🥸
😅😂🥸🥸😎🥸🥸😭
😭
Concave eyes?
Yes No
Concave mouth Concave mouth
Yes
No
No Yes
Rule Based
😒 😩
😊
☺
🥸
🥸
😔
😭
SAD SAD SAD
HAPPY
Machine Learning
Concave eyes Concave mouth Sentiment
😒 1 1 0
😊 1 0 1
😩 0 1 0
🥸 0 1 0
😔 0 0 0
Input data Prediction Label
Loss Function
Backprop
Machine Learning
😒 Concave
eyes
Concave
mouth
1 1
Prediction Label
(Sentiment)
1 0
Loss = prediction - label = 1-0
Image Classification (CNN)
2018 Google AI- Smart Compose on
Gmail
2017 Deepmind- Google Assistant (Wavenet)
AI Applications
Foundational Models(Images)
Text Prompt
Demo: https://huggingface.co/spaces/stabilityai/stable-
diffusion
Foundational Models(Text)
Demo: https://huggingface.co/spaces/anzorq/chatgpt-demo
Machine Learning Engineer
Emoji App
😒 Machine Learning Pipeline
ML Database
ML API
Data/ML Scientist
Emoji App
😒
ML Database
ML
experiments
Data Engineer
Emoji App
😒
Analytics
Database
Data Pipeline
Data Analyst
Emoji App
😒
Analytics
Database
Analytics
Data Full Stack
Emoji App
😒
Analytics
Database
Analytics
Data Pipeline
ML Database
ML API
ML experiments
Questions?
Thank You!

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AI Intro.pptx

Notas do Editor

  1. Reference: https://developers.google.com/machine-learning/practica/image-classification/convolutional-neural-networks
  2. https://learnopencv.com/image-generation-using-diffusion-models/
  3. Reference: https://sh-tsang.medium.com/review-gpt-2-nlp-26e7ce92d234