Machine Learning
f : X → Y
Data
Model
Calculator
What's kind of data?
Open-Source
Labeling
Labeling: "Market" platform
Labeling: "Market" platform
Labeling: "Market" platform
Labeling: Self-hosted platform
Labeling: Self-hosted platform
Augmentation
Augmentation
Image / Video
Text
Audio
Augmentation
Image / Video
Text / Audio
Data
Predictions
Model
Data
BASELINE
Predictions
Why so dummy model?
I want BOOSTING DEEP LEARNING!
Embed your data
Confucius
Data
Embeddings
Encoder
Your model
Predictions
Where can I find a "encoders"?
Here
Pre-trained models
NLP
Pre-trained models
CV
MOAR MODELS
Laptop is OK,
but ....
Provider | GPU | GPU MEM (GB) | RAM (GB) | CPU (# cores) |
DISK (GB) |
---|---|---|---|---|---|
Floydhub | K80 V100 |
12-16 | 61 | - | 10 |
Paperspace | P5000 | 16 | 30 | 8 | 250 |
Google Collab | K80 TPU |
11.5 | 10-11 | 2 | 25 |
Recipe