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Learn about all the steps and tasks in the Machine Learning process 2020. We start by explaining what is machine learning and the we go through all the steps you need to follow. We explain all the tasks within each step and also show practical examples using Python.
Overview:
• What is Machine Learning?
• What is the Machine Learning Process?
• What is Problem Formulation Phase?
• Gathering the Raw Data
• What is Data Preprocessing? o What is EDA?
• Splitting the Raw Data
• Machine Learning Model Selection o Training your ML Model
• Machine Learning Model Evaluation
• Machine Learning Hyper Parameter Tuning
• Final Model
Data Analytics Course Link: http://ipidata.teachable.com/
Promo: “FIRST100” for $50 off
What is Data Science Video:
https://youtu.be/Lz9PzcERe1g
What does a Data Scientist do all day video:
https://youtu.be/l31dSrHTxRE
Time Consuming Tasks of a Data Scientist:
https://youtu.be/ilAdfjS8S34
Data Science Team Structure [2020]:
https://youtu.be/X6P0BmMi89g
Data Scientist Skills Needed [2020]:
https://youtu.be/UgP8zHq_thI
Data Science Tools Needed:
https://youtu.be/MfM85xnNWJs
FREE TUTORIALS:
How to download and install Python through Anaconda:
https://youtu.be/__8BK62j-bw
Numpy Tutorial:
https://youtu.be/612VyfQ30dQ
Pandas Tutorial:
https://youtu.be/CeYHniDCF9c
Joins / Merges Tutorial:
https://youtu.be/OC-estd4JT0
MatPlotLib Tutorial:
https://youtu.be/0QLJduh1MNM
Seaborn Tutorial:
https://youtu.be/Pkvdc2Z6eBg
Machine Learning – Linear Regression Tutorial:
https://youtu.be/lfuJgQwY6Po
Machine Learning – Logistic Regression Tutorial:
https://youtu.be/tODN7x3BO_E
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https://twitter.com/pitsillides91
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