Skip to content

Commit d128a3e

Browse files
ledellledell
committed
Tutorial updates after feedback
1 parent c9515e1 commit d128a3e

3 files changed

Lines changed: 36 additions & 6 deletions

File tree

‎tutorials/ensembles-stacking/README.md‎

Lines changed: 3 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -1,3 +1,6 @@
1+
> # !!! UNDER CONSTRUCTION !!!
2+
> (But open the book anyway, we're adding content...)
3+
14
# Ensembles: Stacking, Super Learner, Subsemble
25
- Overview
36
- What is Ensemble Learning?

‎tutorials/intro-to-datascience/README.md‎

Lines changed: 11 additions & 1 deletion
Original file line numberDiff line numberDiff line change
@@ -1,8 +1,12 @@
1+
> # !!! UNDER CONSTRUCTION !!!
2+
> (But open the book anyway, we're adding content...)
3+
4+
15
# Introduction to Data Science, Machine Learning & Predictive Analytics
26
- Overview
37
- What is Data Science?
48
- Data Science Tasks
5-
- Problem Formulation
9+
- Problem Formulation (motivation)
610
- Collect & Process Data
711
- Machine Learning
812
- Insights & Action
@@ -120,6 +124,8 @@ There are a few concepts that you should become familiar with when first explori
120124
- Training Data:
121125
- Features:
122126
- Models:
127+
- Model Validation:
128+
- Overfitting: ?
123129
- Supervised Learning:
124130
- Unsupervised Learning:
125131

@@ -166,6 +172,10 @@ Here are a few feature extraction methods:
166172

167173
![DS Google Trends](images/ml_workflow.png)
168174

175+
Data scientist built a black-box model. Need a cluster to productionize model. Network pipeline bringing data in (IT and Hardware involved)
176+
177+
TO DO: Add a slide about how this fits into the IT pipeline and business.
178+
169179

170180
## References
171181
[1] [https://www.reddit.com/r/MachineLearning/comments/2fxi6v/ama_michael_i_jordan/ckelmtt](https://www.reddit.com/r/MachineLearning/comments/2fxi6v/ama_michael_i_jordan/ckelmtt)

‎tutorials/model-selection/README.md‎

Lines changed: 22 additions & 5 deletions
Original file line numberDiff line numberDiff line change
@@ -1,18 +1,35 @@
1+
> # !!! UNDER CONSTRUCTION !!!
2+
> (But open the book anyway, we're adding content...)
3+
14
# Topics in Model Selection
25
- Overview
6+
- Performance Metrics
7+
- Supervised
8+
- Regression
9+
- Binomial Classification
10+
- Multinomial Classification
11+
- Ranking
12+
- Unsupervised
313
- Train & Test
14+
TO DO: Code example
415
- Cross-validation
5-
- Grid Search
6-
- Performance Metrics
16+
TO DO: Code example
17+
- Hyperparameter Search
18+
TO DO: Code example
19+
- Grid (cartesian)
20+
- Random
21+
- etc
22+
- Model interpretability
23+
TO DO: Code example
724

825

926
## Overview
1027

28+
## Performance Metrics
29+
1130
## Train & Test
1231

1332
## Cross-validation
1433

15-
## Grid Search
16-
17-
## Performance Metrics
34+
## Hyperparameter Search
1835

0 commit comments

Comments
 (0)