-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
0 parents
commit 0e39a85
Showing
59 changed files
with
3,119 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,4 @@ | ||
exercise_data.json | ||
docs/ | ||
verify.sh | ||
venv |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,3 @@ | ||
# MLOps & Interviews Insper Course | ||
|
||
MLOps & Interviews |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,44 @@ | ||
|
||
theme: | ||
name: active-handout-theme | ||
locale: en | ||
|
||
docs_dir: content | ||
site_dir: docs | ||
|
||
extra_javascript: | ||
- https://polyfill.io/v3/polyfill.min.js?features=es6 | ||
- https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js | ||
|
||
plugins: | ||
- active-handout | ||
|
||
markdown_extensions: | ||
- footnotes | ||
- markdown.extensions.admonition | ||
- pymdownx.tasklist: | ||
custom_checkbox: true | ||
- pymdownx.details | ||
- pymdownx.tabbed: | ||
alternate_style: true | ||
- pymdownx.highlight: | ||
anchor_linenums: true | ||
pygments_lang_class: true | ||
- pymdownx.inlinehilite | ||
- pymdownx.superfences | ||
- pymdownx.magiclink | ||
- pymdownx.critic: | ||
mode: view | ||
- pymdownx.betterem: | ||
smart_enable: all | ||
- pymdownx.caret | ||
- pymdownx.mark | ||
- pymdownx.tilde | ||
- pymdownx.smartsymbols | ||
- pymdownx.emoji: | ||
emoji_generator: !!python/name:pymdownx.emoji.to_svg | ||
- attr_list | ||
- pymdownx.tilde | ||
- pymdownx.snippets: | ||
base_path: content | ||
check_paths: true |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,49 @@ | ||
# About this Course | ||
|
||
We will learn how to **Take Machine Learning Models to Production**! | ||
|
||
## Schedules | ||
|
||
- **Monday**: 09:45 AM - 11:45 AM | ||
- **Wednesday**: 09:45 AM - 11:45 AM | ||
- Office hours on **Mondays** 02:00 PM - 03:30 PM (Teams) | ||
|
||
## Deliverables | ||
|
||
Students will need to submit some assignments: | ||
|
||
- `APS`: practical activities developed during and after classes. | ||
- `INT`: some classes will focus on technical interviews in machine learning. These classes will require previous preparation by the students, who will interview each other during those classes. | ||
- `PRO`: in the last classes, students will have to apply the knowledge acquired in a project involving the deploy of an ML model. | ||
|
||
## Exams | ||
|
||
The interview assignments (`INT`) are like exams. Besides that, there will be no exams, neither classes during the intermediate and final assessment week of Insper's calendar. | ||
|
||
## Requirements.txt! | ||
|
||
In order for you to absorb the most from the course activities, it is mandatory that you have knowledge in: | ||
|
||
- Advanced computer programming | ||
- Cloud computing | ||
- Basic statistics | ||
|
||
The classes require a lot of autonomy. It's a good idea to have already taken the Insper courses of: | ||
|
||
- Cloud computing | ||
- Machine Learning | ||
|
||
## Final grade | ||
|
||
The final grade is calculated with the following formula | ||
|
||
``` | ||
NF = 0.35*APS + 0.30*INT + 0.35*PRO | ||
``` | ||
|
||
Some conditions are required for approval: | ||
|
||
- Grade average greater than or equal to `5.0` in **APS**, **INT** and **PRO**. | ||
- A maximum of two assignments (interviews + APS) with a score of zero or not submitted. | ||
|
||
If any of these criteria is not met, the student will fail this course! |
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Oops, something went wrong.