Machine Learning Engineering Zoomcamp 2022

[![DeepNote][deepnotelogo]][introductionnotebook] [![Streamlit][streamlitlogo]][streamlitapp] 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. 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 | :whitecheckmark: | 12/09/2022 | [Introduction][introduction_notebook] | | 02 | Machine Learning for Regression | :whitecheckmark: | 19/09/2022 | [Regression][regression_notebook] | | 03 | Machine Learning for Classification | :whitecheckmark: | 26/09/2022 | [Classification][classification_notebook] | | 04 | Evaluation Metrics for Classification | :whitecheckmark: | 03/10/2022 | [Evaluation][evaluation_notebook] | | 05 | Deploying Machine Learning Models | :whitecheckmark: | 10/10/2022 | [Deployment][deployment_notebook] | | 06 | Decision Trees and Ensemble Learning | :whitecheckmark: | 17/10/2022 | [Trees][trees_notebook] | | 07 | BentoML | :whitecheckmark: | 24/10/2022 | [BentoML][bentoml_notebook] | | 7b | Midterm Project | :whitecheckmark: | 07/11/2022 | MidTerm-Project | | 7b | Midterm Project Evaluation | :whitecheckmark: | 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