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Title: GitHub - eapostol/python_tutorials_2024: Python tutorials in both Jupyter Notebook and youtube format. · GitHub

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https://github.com/eapostol/python_tutorials_2024#-python-and-machine-learning-tutorials
youtube channel!https://www.youtube.com/c/MichaelGalarnyk?sub_confirmation=1
https://github.com/eapostol/python_tutorials_2024#apis
Blog Posthttps://towardsdatascience.com/using-the-fitbit-web-api-with-python-f29f119621ea
Blog Posthttps://towardsdatascience.com/how-to-access-data-from-the-twitter-api-using-tweepy-python-e2d9e4d54978
https://github.com/eapostol/python_tutorials_2024#basics
1: Hello World and Stringshttps://medium.com/@GalarnykMichael/python-basics-1-hello-world-and-strings-de0d17857c93
1: Hello World and Stringshttps://www.youtube.com/watch?v=JqGjkNzzU4s
2: Simple Mathhttps://medium.com/@GalarnykMichael/python-basics-2-simple-math-4ac7cc928738
2: Simple Mathhttps://www.youtube.com/watch?v=30ghRykclIU
3: If Statementshttps://medium.com/@GalarnykMichael/python-basics-3-if-statements-bcc29c09c710
3: If Statementshttps://www.youtube.com/watch?v=317X-OQCs0Q
4: Else Statementshttps://medium.com/@GalarnykMichael/python-basics-4-else-statements-7d8618e00afe
4: Else Statementshttps://www.youtube.com/watch?v=e9ZMSHYwtDM
5: Elif Statementshttps://medium.com/@GalarnykMichael/python-basics-5-elif-statements-b8950dc71cf9
5: Elif Statementshttps://www.youtube.com/watch?v=NxBBBPjusyA
6: Lists and List Manipulationhttps://medium.com/@GalarnykMichael/python-basics-6-lists-and-list-manipulation-a56be62b1f95
6: Lists and List Manipulationhttps://www.youtube.com/watch?v=w9I8R3WSVqc
7: For Loopshttps://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsForLoops.ipynb
7: For Loopshttps://www.youtube.com/watch?v=8fswDyk9UIY
8: FizzBizzhttps://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsFizzBuzz.ipynb
8: FizzBizzhttps://www.youtube.com/watch?v=XR1QFrbPRnw
9: Tuples + Fibonacci Sequencehttps://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsTuples.ipynb
9: Tuples + Fibonacci Sequencehttps://www.youtube.com/watch?v=gUHeaQ0qZaw
10: Dictionaries + Dictionary Manipulationhttps://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsDictionaries.ipynb
10: Dictionaries + Dictionary Manipulationhttps://www.youtube.com/watch?v=LlIqrWJaBcQ
11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)https://github.com/mGalarnyk/Python_Tutorials/blob/master/Python_Basics/Intro/PythonBasicsWordCount.ipynb
11: Word Count (Filter out Punctuation, Dictionary Manipulation, and Sorting Lists)https://www.youtube.com/watch?v=l_dIleafLZ8
12: While Loops and Prime Numbershttps://youtu.be/apEjxRmIp0I
Python Sets and Set Theoryhttps://towardsdatascience.com/python-sets-and-set-theory-2ace093d1607
Python Sets and Set Theoryhttps://youtu.be/hZPNPh5Zg3M
Using Python to Detect Anagramshttps://medium.com/@GalarnykMichael/using-python-to-detect-anagrams-a002ddedb4cb
Prime Numbershttps://medium.com/@GalarnykMichael/prime-numbers-using-python-824ff4b3ea19
Solving System of Equationshttps://medium.com/@GalarnykMichael/solving-system-of-linear-equations-using-python-645ad1904cec#.z6lw1zyw6
Solving System of Equationshttps://www.youtube.com/watch?v=AqIrdW2-K6k&
https://github.com/eapostol/python_tutorials_2024#finance
Understanding Car Loans with Pythonhttps://towardsdatascience.com/the-cost-of-financing-a-new-car-car-loans-c00997f1aee
https://github.com/eapostol/python_tutorials_2024#gradient-boosting
Speed Up XGBoost Model Traininghttps://www.anyscale.com/blog/how-to-speed-up-xgboost-model-training
https://github.com/eapostol/python_tutorials_2024#natural-language-processing
https://github.com/eapostol/python_tutorials_2024#pandas
Understanding Boxplotshttps://builtin.com/data-science/boxplot
Youtube Videohttps://youtu.be/BE8CVGJuftI
Data Manipulation with Pandashttps://github.com/mGalarnyk/Python_Tutorials/tree/master/Pandas
Youtube Videohttps://youtu.be/3qdzsvlOlS4?si=mwxbYF3xAcY0HfN_
Heatmaps Part 1https://github.com/mGalarnyk/Python_Tutorials/blob/master/Request/Heat%20Maps%20using%20Matplotlib%20and%20Seaborn.ipynb
Youtube Videohttps://www.youtube.com/watch?v=m7uXFyPN2Sk
Heatmaps Part 2https://github.com/mGalarnyk/Python_Tutorials/blob/master/Request/Heat%20Maps%20using%20Matplotlib%20and%20Seaborn.ipynb
Youtube Videohttps://www.youtube.com/watch?v=NHwXkvwSd7E
How to Speed Up Pandas with Modinhttps://medium.com/distributed-computing-with-ray/how-to-speed-up-pandas-with-modin-84aa6a87bcdb
Time Series Data Basics with Pandas Part 1https://github.com/mGalarnyk/Python_Tutorials/blob/master/Time_Series/Part1_Time_Series_Data_BasicPlotting.ipynb
Youtube Videohttps://www.youtube.com/watch?v=OwnaUVt6VVE
Time Series Data Basics with Pandas Part 2https://github.com/mGalarnyk/Python_Tutorials/blob/master/Time_Series/Part2_Time_Series_Data_Price_Variation_ShiftingGroupBy.ipynb
Youtube Videohttps://www.youtube.com/watch?v=1S5UKLqe-gg
https://github.com/eapostol/python_tutorials_2024#parallel-and-distributed-python
Blog Posthttps://towardsdatascience.com/parallelizing-python-code-3eb3c8e5f9cd
Blog Posthttps://towardsdatascience.com/using-the-fitbit-web-api-with-python-f29f119621ea
https://github.com/eapostol/python_tutorials_2024#pytorch
Blog Posthttps://medium.com/pytorch/getting-started-with-distributed-machine-learning-with-pytorch-and-ray-fd83c98fdead
Blog Posthttps://medium.com/pytorch/getting-started-with-ray-lightning-easy-multi-node-pytorch-lightning-training-e639031aff8b
https://github.com/eapostol/python_tutorials_2024#reinforcement-learning
Blog Posthttps://towardsdatascience.com/an-introduction-to-reinforcement-learning-with-openai-gym-rllib-and-google-colab-48fc1ddfb889
https://github.com/eapostol/python_tutorials_2024#scrapy
Step by Step Instructionshttps://medium.com/@GalarnykMichael/using-scrapy-to-build-your-own-dataset-64ea2d7d4673
Scraping a Crowdfunding Websitehttps://www.youtube.com/watch?v=O_j3OTXw2_E
https://github.com/eapostol/python_tutorials_2024#sklearn-scikit-learn
Decision Trees (Classification)https://towardsdatascience.com/understanding-decision-trees-for-classification-python-9663d683c952
Understanding Decision Trees using Python (scikit-learn)https://youtu.be/yi7KsXtaOCo
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GitHub Repositoryhttps://github.com/mGalarnyk/DSGO_IntroductionScikitLearn
Introduction to Scikit-Learnhttps://www.youtube.com/watch?v=FFKMk6mcJlM&t=4597s
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Videohttps://youtu.be/w6bOBZX-1kY?si=kBd52xkrxiD80gG-
Linear Regression Python (sklearn, numpy, pandas)https://medium.com/@GalarnykMichael/linear-regression-using-python-b29174c3797a#.vczf85s0s
Linear Regressionhttps://www.youtube.com/watch?v=dSYJVbj4Eew&t=2s
Digitshttps://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Logistic_Regression/LogisticRegression_toy_digits.ipynb
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Digits and MNIST Datasethttps://www.youtube.com/watch?v=71iXeuKFcQM
Titanichttps://youtu.be/GAiMnImkIZM?si=K1IlLpOQV342kyZL
PCA Using Python: A Tutorialhttps://builtin.com/machine-learning/pca-in-python
PCA using Pythonhttps://www.youtube.com/watch?v=kApPBm1YsqU
Understanding Train Test Split (Scikit-Learn + Python)https://builtin.com/data-science/train-test-split
Train Test Split using Python (Scikit-Learn)https://github.com/mGalarnyk/Python_Tutorials/blob/master/Sklearn/Train_Test_Split/02_04_Train_Test_Split.ipynb
Train Test Split using Python (Scikit-Learn)https://youtu.be/rCevxk3jeKs
Visualizing Decision Treeshttps://towardsdatascience.com/visualizing-decision-trees-with-python-scikit-learn-graphviz-matplotlib-1c50b4aa68dc
https://github.com/eapostol/python_tutorials_2024#spark-python
Word Count using PySparkhttps://github.com/mGalarnyk/Python_Tutorials/blob/master/PySpark_Basics/PySpark_Part1_Word_Count_Removing_Punctuation_Pride_Prejudice.ipynb
Word Count using PySparkhttps://www.youtube.com/watch?v=jg7Z8ctKpEs&t=1s
https://github.com/eapostol/python_tutorials_2024#statistics
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https://github.com/eapostol/python_tutorials_2024#synthetic-data
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https://github.com/eapostol/python_tutorials_2024#other-python-resources
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