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Title: GitHub - arewadataScience/ArewaDS-Machine-Learning: Arewa Data Science Machine Learning Curricula

Open Graph Title: GitHub - arewadataScience/ArewaDS-Machine-Learning: Arewa Data Science Machine Learning Curricula

X Title: GitHub - arewadataScience/ArewaDS-Machine-Learning: Arewa Data Science Machine Learning Curricula

Description: Arewa Data Science Machine Learning Curricula. Contribute to arewadataScience/ArewaDS-Machine-Learning development by creating an account on GitHub.

Open Graph Description: Arewa Data Science Machine Learning Curricula. Contribute to arewadataScience/ArewaDS-Machine-Learning development by creating an account on GitHub.

X Description: Arewa Data Science Machine Learning Curricula. Contribute to arewadataScience/ArewaDS-Machine-Learning development by creating an account on GitHub.

Mail addresses
arewadatascience@gmail.com

Opengraph URL: https://github.com/arewadataScience/ArewaDS-Machine-Learning

X: @github

direct link

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https://arewadatascience.github.iohttps://arewadatascience.github.io
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Arewa Data Science and Machine Learning Curriculum!https://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#arewa-data-science-and-machine-learning-curriculum
Key Features:https://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#key-features
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Welcome to Cohort 3.0 ArewaDS Fellowshiphttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#welcome-to-cohort-30-arewads-fellowship
Graduation Requirementshttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#graduation-requirements
Stage 1: Getting Startedhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#stage-1-getting-started
Stage 2: Data Sciencehttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#stage-2-data-science
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Stage 1: Python Programming for Data Sciencehttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#stage-1-getting-started
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Stage 2: Data Sciencehttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#stage-2-data-science
Stage 3: Machine Learninghttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#stage-3-machine-learning
https://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#graduation-requirements
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Python for Data Analysishttps://wesmckinney.com/book/
Python Data Sciencehttps://jakevdp.github.io/PythonDataScienceHandbook/
Introduction to Data Sciencehttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/1-Introduction/README.md
Recordinghttps://www.youtube.com/playlist?list=PLf4vs1mkrux0OFYeKoKYnLioKRIvDfC1O
Shamsuddeen Muhammadhttps://shmuhammadd.github.io
Numpy Notebookhttps://lukmanaj.quarto.pub/introduction-to-numpy/
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Lukmanhttps://lukmanaj.github.io
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Pandas exericeshttps://github.com/guipsamora/pandas_exercises
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Lukmanhttps://lukmanaj.github.io
Data Preparation Techniqueshttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/2-Working-With-Data/04-data-preparation/README.md
Cohort1https://youtu.be/oim42n-84-4
Cohort2https://youtu.be/oim42n-84-4
Dr Mahmud Ahmadhttps://www.linkedin.com/in/mahmud-yusuf-ahmed-phd-92024b89/
Working with Matplotlibhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/00_Slides-Notebooks-Materials/05_Introduction_to_Matplotlib.ipynb
Cohort2https://youtu.be/xGVwNHjmAuQ
Shamsudden Muhammadhttps://shmuhammadd.github.io
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Data Distributions Visualizationhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/3-Data-Visualization/06-visualization-distributions/README.md
Recordinghttps://youtu.be/_wRt_MNFxmI?si=nUWEojzqQufxkUOn&t=18
Proportions Visualizationhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/3-Data-Visualization/07-visualization-proportions/README.md
Recordinghttps://youtu.be/_wRt_MNFxmI?si=V7dfUdZ9myLx7Yct&t=2939
Relationships Visualizationhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/3-Data-Visualization/08-visualization-relationships/README.md
Recordinghttps://youtu.be/BOH2Wjj01_Y?si=ZHLc6BnHfifs-S8K
Creating Meaningful Visualizationshttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/3-Data-Visualization/09-meaningful-visualizations/README.md
Recordinghttps://youtu.be/BOH2Wjj01_Y?si=xMOGdBtmLizuoXWM&t=2062
https://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#stage-3-machine-learning
Machine Learning with PyTorch and Scikit-Learn Bookhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning
Youtube Series on this book chaptershttps://www.youtube.com/playlist?list=PLr3-oFRsHRaZwmVUPMvnDUZV-j2zaK5zU
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/tree/main/5-Introduction-to-ML/1-intro-to-ML
Recordinghttps://youtu.be/0ZnKNmKEMvc
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/tree/main/5-Introduction-to-ML/2-history-of-ML
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/tree/main/5-Introduction-to-ML/4-techniques-of-ML
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/tree/main/6-Regression
Recordinghttps://youtu.be/Ld7qE7Zltmk
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/tree/main/6-Regression
Recordinghttps://www.youtube.com/watch?v=GegAqnXZlwE
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/7-Classification/1-Introduction/README.md
Session Notebookhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Notebooks/classification.ipynb
Recordinghttps://youtu.be/wA6f-PjPtK8
Lessonhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/tree/main/7-Classification
Session Notebookhttps://github.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Notebooks/classification.ipynb
Recordinghttps://www.youtube.com/watch?v=0rwgWwdPVck
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/5-Clustering/1-Visualize/README.md
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/5-Clustering/2-K-Means/README.md
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/6-NLP/1-Introduction-to-NLP/README.md
Notebookhttps://colab.research.google.com/drive/1YIS6Jq8fQkmN2WIm4cnSv5Q5NF3_DZwA
Recordinghttps://youtu.be/QwS3ZXudLKc
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/6-NLP/README.md
Notebookhttps://colab.research.google.com/drive/1YIS6Jq8fQkmN2WIm4cnSv5Q5NF3_DZwA
Recordinghttps://youtu.be/QwS3ZXudLKc?t=1443
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/6-NLP/3-Translation-Sentiment/README.md
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/6-NLP/4-Hotel-Reviews-1/README.md
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/7-TimeSeries/README.md
Recording1https://youtu.be/gOcvb1_Z99Y
Recording2https://youtu.be/nocjGZ_pmSU
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning/blob/main/Machine-Learning/8-Reinforcement/README.md
Recordinghttps://youtu.be/QrUrj2r71tU
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning
Recordinghttps://youtu.be/Ss1zMpht3ow
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning
Recordinghttps://youtu.be/wWFHdIzWMp8
Lessonhttps://machinelearningmastery.com/get-started-with-kaggle/
Lessonhttps://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning
https://youtu.be/wWFHdIzWMp8https://youtu.be/wWFHdIzWMp8
https://patch-diff.githubusercontent.com/arewadataScience/ArewaDS-Machine-Learning#career-services-soft-skills-and-mentorship
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