randerson112358 / Python
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Notebooks
Directory of Jupyter notebooks exploring various topics
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Universal Portfolios
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Dliss Tutorial
Tutorial for International Summer School on Deep Learning, 2019
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Clrs
Some exercises and problems in Introduction to Algorithms 3rd edition.
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Cs231
Complete Assignments for CS231n: Convolutional Neural Networks for Visual Recognition
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Financial Models Numerical Methods
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Scratch mlp
Explaining the Math of how neural networks learn
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If you want to use Python for text analysis, this course is for you!
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Python Machine Learning Blueprints
Code repository for Python Machine Learning Blueprints, published by Packt
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Python Scraping
Code samples from the book Web Scraping with Python http://shop.oreilly.com/product/0636920034391.do
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A 2017
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Codefun
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Python
This is a repository that holds my Python programs
To see me programming in Python checkout the YouTube channel: Go To YouTube ChannelRelavent Books On
- Learning Python, 5th Edition :Get a comprehensive, in-depth introduction to the core Python language with this hands-on book. Based on author Mark Lutzâs popular training course, this updated fifth edition will help you quickly write efficient, high-quality code with Python. Itâs an ideal way to begin, whether youâre new to programming or a professional developer versed in other languages.
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Python Data Cleaning Programs
Program Name | Algorithm Name | Link to Program | Blog | YouTube |
---|---|---|---|---|
concatenate_file.py | Concatenate Multiple CSV files | Program | Blog | None |
remove_empty_row.py | Removes Empty Rows | Program | Blog | None |
replace_strings_with_numbers.py | Changes Strings in CSV to Numbers | Program | Blog | YouTube |
Web Scraping
Program Name | Algorithm Name | Link to Program | Blog | YouTube |
---|---|---|---|---|
scrape.py | Scrape Website Links | Program | Blog | YouTube |
News_Article.py | Scrape & Summarize Article | Program | Blog | YouTube |
Machine Learning Projects & Programs
Project Name | Program Name | Algorithm Name | Link to Program | Blog | YouTube |
---|---|---|---|---|---|
Sentiment Analysis | sentiment.py | Sentiment Analysis | Program | Blog | YouTube |
Simple Linear Regression Ex | LinearRegression.py | Linear Regression | Program | Blog | YouTube |
Car Classification | decisionTree.py | Decision Tree | Program | Blog | YouTube |
Golf Predictions | Golf_Predictions.ipynb | Decision Tree | Program | Blog | YouTube |
Predict Boston House Price | Predict_Boston_Housing_Price.ipynb | Linear Regression | Program | Blog | YouTube |
Predict Stock Price | stock.ipynb | Linear Regression & SVR | Program | Blog | YouTube |
Classify Iris Species | Logistic_Regression.ipynb | Logistic Regression | Program | Blog | YouTube |
Predict Median House Price | Neural_Networks.ipynb | Deep Neural Networks | Program | Blog | YouTube |
Classify Handwritten Digits | MNIST_ANN.ipynb | Artificial Neural Networks | Program | Blog | YouTube |
Cluster NBA Basketball Players | Basketball_Data_Exploration.ipynb | KMeans | Program | Blog | YouTube |
Predict FB Stock Price | SVM.ipynb | Support Vector Regression (SVR) | Program | Blog | YouTube |
Breast Cancer Detection | Breast_Cancer_Detection.ipynb | Random Forest Classifier & Gaussian Naive Bayes & Logistic Regression & Decision Tree Classifier & SVC | Program | Blog | YouTube |
Face Detection | face_detection.py | Open CV & Adaboost | Program | Blog | YouTube |
Image Classification | cnn.ipynb | CNN | Program | Blog | YouTube |
Classify Handwritten Digits CNN | mnist_cnn.ipynb | Convolutional Neural Networks | Program | Blog | YouTube |
Spam Detection | Email_Spam_Detection.ipynb | Naive Bayes | Program | Blog | YouTube |
Pima-Indians Diabetes | Diabetes.ipynb | Artificial Neural Networks | Program | Blog | YouTube |
Movie Recommendation Engine | Movie_Recommendation.ipynb | Cosine Similarity | Program | Blog | YouTube |
Article Text To Speech | Article_Text_To_Speech.py | NLP | Program | Blog | YouTube |
AI Smart Dr.Chat Bot | smartbot.py | NLP | Program | Blog | YouTube |
Neural Network Stock Prediction | lstm2.py | LSTM | Program | Blog | YouTube |
Heart Disease Detection | cardiovascular_disease_detection.py | Random Forest | Program | Blog | YouTube |
Employee Attrition | employee_attrition.py | Random Forest | Program | Blog | YouTube |
Interesting Python Programs
Project Name | Program Name | Link to Program | Blog | YouTube |
---|---|---|---|---|
Python For Finance Simple Returns | simple_returns.py | Program | Blog | YouTube |
Resume Scanner | resume_scanner.py | Program | Blog | YouTube |
Python For Finance Portfolio Optimization | portfolio_optimization.py | Program | Blog | YouTube |
Python For Finance Cryptocurrency Analysis | crypto_currency_analysis.py | Program | Blog | YouTube |
Twitter Sentiment Analysis | Twitter_Sentiment_Analysis.ipynb | Program | Blog | YouTube |
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