merge

.github/workflows/build-and-push.yaml

@@ -0,0 +1,16 @@
+name: Build & Push docs
+on: 
+  push:
+    branches:
+      - master
+jobs:
+    build:
+        name: Deploy docs
+        runs-on: ubuntu-latest
+        steps:
+          - name: Checkout master
+            uses: actions/checkout@v1
+          - name: Deploy docs
+            uses: jbcodeforce/mkdocs-deploy-gh-pages@master
+        env:
+            GITHUB_TOKEN: ${{secrets.GITHUB_TOKEN}}

.gitignore

@@ -0,0 +1,25 @@
+**/__pycache__/
+data/17flowers/
+**/.ipynb_checkpoints/*
+DataScience-Python3/.ipynb_checkpoints/
+site/
+env/
+**/.venv/
+**/.pytorch/
+.conda/
+.vscode/
+**/logs/
+**/chroma_db/
+**/.ipynb_checkpoints/
+deep-neural-net/data/
+llm-langchain/dependencies/**
+llm-langchain/my_feature_repo/**
+llm-langchain/**/data/**
+llm-langchain/featureform/.featureform/
+llm-langchain/openAI/agent_domain_store/
+deep-neural-net/d2l-en/
+**/*.pth
+pytorch/computer-vision/data/
+**/models/
+**/.env
+**/.taipy/

Dockerfile

@@ -0,0 +1,14 @@
+
+FROM python:3.11.6
+ENV PATH=/root/.local/bin:$PATH
+
+ENV PYTHONPATH=/app
+
+RUN pip install --upgrade pip \
+  && pip install wget requests  numpy pandas xlrd scikit-learn keras matplotlib
+USER $USER
+
+# install NLP packages: 
+RUN pip install -U  nltk  gensim  pixiedust
+
+WORKDIR /app

Jupyter-Dockerfile

@@ -0,0 +1,16 @@
+FROM jupyter/scipy-notebook
+
+USER $USER
+
+# Update pip
+RUN pip install --upgrade pip
+# install TensorFlow
+RUN conda install --quiet --yes 'tensorflow=1.0*'
+
+# install tflearn and keras:
+RUN pip install tflearn && pip install keras
+
+
+# install NLP packages: 
+RUN pip install -U PySide2 nltk gensim wget pixiedust
+

README.md

@@ -0,0 +1,27 @@
+# [Machine Learning Studies - Basics](https://jbcodeforce.github.io/ML-studies/)
+
+Read this ML study content in [book format](https://jbcodeforce.github.io/ML-studies/).
+
+## Building this booklet locally
+
+The content of this repository is written with markdown files, packaged with [MkDocs](https://www.mkdocs.org/) and can be built into a book-readable format by MkDocs build processes.
+
+1. Install MkDocs locally following the [official documentation instructions](https://www.mkdocs.org/#installation).
+1. Install Material plugin for mkdocs:  `pip install -r requirements.txt ` 
+2. `git clone https://github.com/jbcodeforce/ML-studies.git` _(or your forked repository if you plan to edit)_
+3. `cd ML-studies`
+4. `mkdocs serve`
+5. Go to `http://127.0.0.1:8000/` in your browser.
+
+### Building this booklet locally but with docker
+
+In some cases you might not want to alter your Python setup and rather go with a docker image instead. This requires docker is running locally on your computer though.
+
+* docker run --rm -it -p 8000:8000 -v ${PWD}:/docs squidfunk/mkdocs-material
+* Go to http://127.0.0.1:8000/ in your browser.
+
+### Pushing the book to GitHub Pages
+
+1. Ensure that all your local changes to the `master` branch have been committed and pushed to the remote repository. `git push origin code`
+1. Run `mkdocs gh-deploy --remote-branch main` from the root directory.
+

data/cat-sport-data.csv

@@ -0,0 +1,200 @@
+walking,running,color,distance_walked,dogs_cats
+1,1,red,1,1
+1,1,blue,2,1
+1,1,green,3,1
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+0,1,green,1,0
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+0,1,blue,3,0
+0,1,green,4,0
+0,1,blue,5,0
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+0,0,green,9,0
+0,0,blue,1,0
+0,0,green,2,0
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data/device-trainSet.csv

@@ -0,0 +1,14 @@
+my phone battery is not holding charge,battery
+my battery is not holding charge,battery
+my battery is not holding charge,battery
+my battery life is not what I expected,battery
+my device runs out of battery after one or more hours,battery
+less battery life than before,battery
+clock battery hold well the charge,other
+lithium batteries hold well the charge,other
+need to replace my batteries,other
+I break my device screen,other
+my device could not power on anymore,other
+battery drains quickly,battery
+my iphone is not holding the charge,battery
+my ipad runs out of battery quickly,battery

data/females.txt

@@ -0,0 +1,15 @@
+julie
+laure
+annie
+anna
+kendhal
+eva
+sophia
+jordan
+karen
+michelle
+rachelle
+lucy
+brigitt
+jennifer
+nicoll