Slides about ML Bookcamp

1. mlbookcamp.com

2. Regression
Classification
Evaluation
Tree-Based
Models
Image
Classification
Kubernetes
and Kubeflow
Serverless
Deep
Learning
Chapter 2
Chapter 4
Classification
Chapter 3
Deployment
Chapter 5
Chapter 6
Chapter 7
Chapter 8
Chapter 9
https://github.com/alexeygrigorev/mlbookcamp-code/
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3. Appendices
A. Setting up environment
○ Python
○ Docker
○ AWS
B. Introduction to Python
C. Introduction to NumPy and Linear Algebra
D. Introduction to Pandas
E. Using AWS SageMaker

4. Pictures from olx.ua
Chapter 2: Car Price Prediction
https://github.com/alexeygrigorev/mlbookcamp-code/blob/master/chapter-02-car-price/02-carprice.ipynb

5. Chapter 3: Churn
https://github.com/alexeygrigorev/mlbookcamp-code/blob/master/chapter-03-churn-prediction/03-churn.ipynb
Churn: 10% Churn: 20% Churn: 30% Churn: 40% Churn: 45%
Churn: 85%
Image source

6. Chapter 4: Evaluation
https://github.com/alexeygrigorev/mlbookcamp-code/blob/master/chapter-03-churn-prediction/04-metrics.ipynb

7. Chapter 5: Deployment
https://github.com/alexeygrigorev/mlbookcamp-code/tree/master/chapter-05-deployment
Model
/predict
Churn service
POST /predict
{
"probability": 0.06,
"churn": true
}
RequestResponse
{
"id": "8879-zkjof",
"gender": "female",
"partner": "no",
...
}

8. Chapter 6: Credit Risk
https://github.com/alexeygrigorev/mlbookcamp-code/blob/master/chapter-06-trees/06-trees.ipynb
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Risk Scoring
Model
Approve
Decline

9. Chapter 7: Image Classification
https://github.com/alexeygrigorev/mlbookcamp-code/blob/master/chapter-07-neural-nets/07-neural-nets-train.ipynb
inputs base vector outputs
T-Shirt
150x150x3
keras.Model(inputs, outputs)
Dense(10)
Global
Average
Pooling2D
base_model
Input

10. Chapter 8: Serverless Deep Learning (WIP)
S3
(model)

11. Chapter 9: Kubernetes and Kubeflow (WIP)
Ingress
Client
Node1
Node2
Pod A
Pod B Pod C
Pod D
Pod E
Pod F
Service1Service2
Deployment 1
Deployment 2
Kubernetes Cluster

12. mlbookcamp.com
● Learn Machine Learning by doing
projects
● http://bit.ly/mlbookcamp
● Get 40% off with code “grigorevpc”
Machine Learning
Bookcamp

13. Book page:
mlbookcamp.com
@Al_Grigoragrigorev
alexeygrigorev.com
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