Python for Data Science and Machine Learning

Jose Portilla's Bootcamp.

Topics:

Programming with Python
NumPy with Python
Using pandas Data Frames to solve complex tasks
Use pandas to handle Excel Files
Web scraping with python
Connect Python to SQL
Use matplotlib and seaborn for data visualizations
Use plotly for interactive visualizations
Machine Learning with SciKit Learn, including:
Linear Regression
K Nearest Neighbors
K Means Clustering
Decision Trees
Random Forests
Natural Language Processing
Neural Nets and Deep Learning
Support Vector Machines

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Name		Name	Last commit message	Last commit date
Latest commit History 40 Commits
.ipynb_checkpoints		.ipynb_checkpoints
data		data
images		images
01 Pandas - SF Salaries.ipynb		01 Pandas - SF Salaries.ipynb
02 Pandas - Ecommerce Purchases.ipynb		02 Pandas - Ecommerce Purchases.ipynb
03 Matplotlib - PLT Exercises.ipynb		03 Matplotlib - PLT Exercises.ipynb
04 Seaborn - SNS Exercises.ipynb		04 Seaborn - SNS Exercises.ipynb
05 Pandas - PD DatViz Exercises.ipynb		05 Pandas - PD DatViz Exercises.ipynb
06 Plotly & Cufflinks - Examples.ipynb		06 Plotly & Cufflinks - Examples.ipynb
07 Choropleth - Maps Exercises.ipynb		07 Choropleth - Maps Exercises.ipynb
08 Capstone Project - 911 Calls Data.ipynb		08 Capstone Project - 911 Calls Data.ipynb
09 Capstone Project - Finance Data.ipynb		09 Capstone Project - Finance Data.ipynb
10 Linear Regression - Predicting Housing Prices.ipynb		10 Linear Regression - Predicting Housing Prices.ipynb
11 Linear Regression - Ecommerce Customers.ipynb		11 Linear Regression - Ecommerce Customers.ipynb
12 Logistic Regression - Titanic.ipynb		12 Logistic Regression - Titanic.ipynb
13 Logistic Regression - Advertising.ipynb		13 Logistic Regression - Advertising.ipynb
14 KNN - Classified Data.ipynb		14 KNN - Classified Data.ipynb
15 KNN - Classification.ipynb		15 KNN - Classification.ipynb
16 Trees - Kyphosis.ipynb		16 Trees - Kyphosis.ipynb
17 Trees - Predicting Loan Repayment.ipynb		17 Trees - Predicting Loan Repayment.ipynb
18 SVM - Breast Cancer Classification.ipynb		18 SVM - Breast Cancer Classification.ipynb
19 SVM - Iris Flower Classification.ipynb		19 SVM - Iris Flower Classification.ipynb
20 K Means Clustering - Detect Blobs.ipynb		20 K Means Clustering - Detect Blobs.ipynb
21 K Means Clustering - Public and Private School.ipynb		21 K Means Clustering - Public and Private School.ipynb
22 PCA - Principal Component Analysis.ipynb		22 PCA - Principal Component Analysis.ipynb
23 Recommender Systems.ipynb		23 Recommender Systems.ipynb
24 NLP - Spam Detection Filter.ipynb		24 NLP - Spam Detection Filter.ipynb
README.md		README.md

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