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Inspirit AI: Scholars Asynchronous
Misc. Resources
Supervised Machine Learning Pipeline Handout
Intro to Python
[Intro to Python and Google Colab] Notebook: Python Turtle
Python Basics Notebook
Python Libraries Notebook
[Intro to Python and Google Colab] Notebook: Python Turtle (Solutions)
Python Basics Notebook Solutions
Python Libraries Notebook Solutions
Python Turtle Walkthrough / Crash Course
Python Libraries Video Walkthrough Part 1 (31:17)
Python Libraries Video Walkthrough Part 2 (33:16)
Linear Regression and Intro to ML
Linear Regression Walkthrough (24:10)
Linear Regression Lecture Slides
Linear Regression Notebook
Linear Regression Notebook [Solutions]
Linear Regression Notebook Walkthrough (42:20)
ML Foundations Walkthrough (23:02)
ML Foundations Lecture Slides
Linear Regression and ML Quiz
Classification
AI Demos (4:11)
Classification Walkthrough (25:36)
Classification Lecture Slides
Logistic Regression Notebook
Logistic Regression Notebook [Solutions]
Logistic Regression Notebook Walkthrough (52:26)
Classification Quiz
Natural Language Processing
AI Demos (2:32)
NLP Walkthrough (30:41)
NLP Lecture Slides
NLP Notebook
NLP Notebook [Solutions]
NLP Notebook Walkthrough (39:27)
NLP Quiz
Computer Vision and Neural Networks
CV and NN Walkthrough (32:40)
Computer Vision and Neural Networks Lecture Slides
NN Notebook
NN Notebook [Solutions]
NN Notebook Walkthrough (19:42)
Tensorflow Playground Activity (6:40)
Neural Networks Quiz
Convolutional Neural Networks
AI Demos (2:50)
CNN Walkthrough (50:02)
CNN Lecture Slides
CNN Notebook
CNN Notebook [Solutions]
CNN Notebook Walkthrough (19:36)
CNN Quiz
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Classification Walkthrough
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