https://github.com/thomd/udacity-ml-with-tensor-flow
Notes for the Udacity course "Intro to ML with Tensor Flow - Scholarship Program Nanodegree Program"
https://github.com/thomd/udacity-ml-with-tensor-flow
machine-learning python udacity
Last synced: 15 days ago
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Notes for the Udacity course "Intro to ML with Tensor Flow - Scholarship Program Nanodegree Program"
- Host: GitHub
- URL: https://github.com/thomd/udacity-ml-with-tensor-flow
- Owner: thomd
- Created: 2021-12-23T14:23:44.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2022-09-19T11:26:29.000Z (over 3 years ago)
- Last Synced: 2025-02-05T21:42:43.837Z (over 1 year ago)
- Topics: machine-learning, python, udacity
- Language: Jupyter Notebook
- Homepage:
- Size: 2.18 MB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Machine Learning with TensorFlow
Notes from the Udacity course **Intro to ML with Tensor Flow - Scholarship Program Nanodegree Program**
1. [Linear Regression](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/1-linear-regression.ipynb) (Linear Regression, Polynomial Regression, L1- & L2-Regularization, Feature Scaling)
2. [Perceptron Algorithm](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/2-perceptron-algorithm.ipynb)
3. [Decision Trees](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/3-decision-trees.ipynb)
4. [Naive Bayes](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/4-naive-bayes.ipynb)
5. [Support Vector Machines](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/5-support-vector-machines.ipynb)
6. [Ensemble Methods](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/6-ensemble-methods.ipynb)
7. [Model Evaluation Metrics](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/7-model-evaluation-metrics.ipynb)
8. [Training and Tuning](https://nbviewer.jupyter.org/github/thomd/udacity-ml-with-tensor-flow/blob/main/8-training-and-tuning.ipynb)