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https://github.com/jxareas/ml-zoomcamp-2022
Solutions for the Machine Learning Zoomcamp 2022 by DataTalks.Club.
https://github.com/jxareas/ml-zoomcamp-2022
classification deepnote exploratory-data-analysis linear-regression logistic-regression machine-learning numpy pandas python r regression regularization rmarkdown streamlit
Last synced: about 3 hours ago
JSON representation
Solutions for the Machine Learning Zoomcamp 2022 by DataTalks.Club.
- Host: GitHub
- URL: https://github.com/jxareas/ml-zoomcamp-2022
- Owner: jxareas
- License: cc0-1.0
- Created: 2022-09-10T00:01:25.000Z (about 2 years ago)
- Default Branch: master
- Last Pushed: 2022-11-21T03:16:46.000Z (almost 2 years ago)
- Last Synced: 2024-11-19T20:15:22.020Z (about 3 hours ago)
- Topics: classification, deepnote, exploratory-data-analysis, linear-regression, logistic-regression, machine-learning, numpy, pandas, python, r, regression, regularization, rmarkdown, streamlit
- Language: Jupyter Notebook
- Homepage: https://jxareas-machine-learning-bookcamp-2022-streamlithome-str-prpzud.streamlitapp.com/
- Size: 1.63 MB
- Stars: 24
- Watchers: 2
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Machine Learning Engineering Zoomcamp 2022
[![DeepNote][deepnote_logo]][introduction_notebook]
[![Streamlit][streamlit_logo]][streamlit_app]
This repository contains my scripts, answers & solutions to the Machine Learning Zoomcamp 2022,
a hands-on Machine Learning course, based on the Machine Learning Bookcamp book, by [Alexey Grigorev](https://github.com/alexeygrigorev).
You can find the homework solutions as scripts in this repository, as [Deepnote Notebooks][deepnote_project] or
in the [Streamlit App][streamlit_app].
## Homeworks, Midterm, & Capstone Project
### Progress:
| ID | Module | Progress | Deadline | Solution |
|-----|---------------------------------------|--------------------|--------------|-------------------------------------------|
| 01 | Introduction to Machine Learning | :white_check_mark: | 12/09/2022 | [Introduction][introduction_notebook] |
| 02 | Machine Learning for Regression | :white_check_mark: | 19/09/2022 | [Regression][regression_notebook] |
| 03 | Machine Learning for Classification | :white_check_mark: | 26/09/2022 | [Classification][classification_notebook] |
| 04 | Evaluation Metrics for Classification | :white_check_mark: | 03/10/2022 | [Evaluation][evaluation_notebook] |
| 05 | Deploying Machine Learning Models | :white_check_mark: | 10/10/2022 | [Deployment][deployment_notebook] |
| 06 | Decision Trees and Ensemble Learning | :white_check_mark: | 17/10/2022 | [Trees][trees_notebook] |
| 07 | BentoML | :white_check_mark: | 24/10/2022 | [BentoML][bentoml_notebook] |
| 7b | Midterm Project | :white_check_mark: | 07/11/2022 | MidTerm-Project |
| 7b | Midterm Project Evaluation | :white_check_mark: | 14/11/2022 | MidTerm-Project |
| 08 | Neural Networks and Deep Learning | :x: | 21/11/2022 | Deep Learning |
| 09 | Serverless Deep Learning | :x: | 28/11/2022 | Serverless |
| 10 | Kubernetes and TensorFlow-Serving | :x: | 05/12/2022 | Kubernetes |
| 11 | Kubeflow and KFServing | :x: | 12/12/2022 | KubeFlow |
| 12 | Capstone Project | :x: | 19/12/2022 | Capstone Project |
| 12 | Capstone Project Evaluation | :x: | 19/12/2022 | Capstone Project |
| 13 | The third Project | :x: | 23/01/2022 | 3rd Project |
| 13 | The third Project Evaluation | :x: | 30/01/2022 | 3rd Project |
| 14 | Article | :x: | 30/01/2022 | Article |
Find the original repository [here][zoomcamp_repo].
[deepnote_logo]: https://img.shields.io/badge/Launch%20Notebooks-3793EF?style=for-the-badge&logo=Deepnote&logoColor=white
[streamlit_logo]: https://img.shields.io/badge/Launch%20App-FF4B4B?style=for-the-badge&logo=Streamlit&logoColor=white
[deepnote_project]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-2022-53236a30-134b-4aa8-bb58-983e8015d3a4
[streamlit_app]: https://jxareas-machine-learning-bookcamp-2022-streamlithome-str-prpzud.streamlitapp.com/
[introduction_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-Answers-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%201%20-%20Solutions-07cb52fc47da4f669a0c77d32663c4d1
[regression_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-Answers-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%202-f436b1d38e154867aecf4363d0d01d1a
[classification_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-2022-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%203-ceea144534e64ecca19e41b249be8c42
[evaluation_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-2022-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%204-2-a1b6c905bfb74fa0a95c678901a812d4
[deployment_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-2022-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%205-15a3ead86fd44a2993cd155ec06833af
[trees_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-2022-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%206-cddf3033c38b41a0b103de798a630536
[bentoml_notebook]: https://deepnote.com/workspace/jxareas-8105-02fbc958-ba4f-4c14-bbe9-027265ebe5a2/project/Machine-Learning-Zoomcamp-2022-53236a30-134b-4aa8-bb58-983e8015d3a4/notebook/Homework%207-45b4aa19ea284f4abe0669dde8eb02c5
[zoomcamp_repo]: https://github.com/alexeygrigorev/mlbookcamp-code/tree/master/course-zoomcamp
[al_github]: https://github.com/alexeygrigorev