Design Lecture Series: Python for Modeling, Machine Learning & Design

Lesson List

Python: Modeling, Machine Learning & Design?

This course covers: • Programming, Design & AI • Python Lexical Analysis with Geometrical visualizations; • Fusion 360 Basics; • Introduction to Machine Learning; • Fundamental types and the Python Object Model; • Programme Structure, Execution & Debugging; • The Fusion 360 API Object Model and Parametric Modeling. • Models for simulation scenarios and design

Python ad005
Registration procedure003

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Python ad005.pdf 251.68 KB

Registration procedure003.pdf 433.10 KB

Python: Modeling, Machine Learning & Design?

Lecture 011: Introducing Machine Learning1:30:31

Lecture 012: Lexical Analysis1:44:03

Tutorial 012: Lexical Analysis54:10

Lecture 021: Python Collections and Controls54:10

Lecture 022: Supervised Learning54:10

Tutorial 021: Python Collections and Controls I54:10

Tutorial 022: Supervised Learning54:10

Lecture 031: Python Collections and Controls I Review54:10

Lecture 032: Python Collections and Controls I Tutorial Review52:57

Lecture 033: Python Collections and Controls II1:44:03

Tutorial 031: Python Collections and Controls II49:14

Tutorial 032: Perceptron Algorithm44:12

Lecture 041: Unsupervised Learning1:35:45

Lecture 042: Python Collections and Controls III1:43:43

Tutorial 041: Unsupervised Learning1:43:43

Tutorial 042: Python Collections and Controls III33:44

Lecture 051: Unsupervised Learning II1:36:27

Lecture 052: Simple Models in Fusion 360 API1:28:25

Tutorial 051: Simple Models in Fusion 360 API1:28:25

Tutorial 052: Unsupervised Learning II52:25

Assignment 050: Simple Models in Fusion 360 API

Lecture 061: Simple Models in Fusion 360 API II1:28:25

Tutorial 061: Simple Models in Fusion 360 API II49:46

Tutorial 062: KMeans Clustering47:46

Lecture 071: Simple Models in Fusion 360 API III1:12:44

Tutorial 071: Collections and Comprehensions26:44

Tutorial 072: Machine Learning Recap38:55

Lecture 081: Object-Oriented Python I38:01

Lecture 082: Machine Learning Recap II50:52

Tutorial 082: Machine Learning Recap II46:50

Tutorial 091: Object-Oriented Python III1:04:38

Lecture 101: Distinguish Between Males and Females39:40

Tutorial 101: Distinguishing Between Males and Females34:20

Lecture 102: Fusion 360 Object Model1:03:21

Lecture 111: Distinguish Between Males and Females II1:40:38

Tutorial 1102:07:38

Lecture: 112: Fusion 360 Object Model II1:54:52

Lecture 121: Perceptron

Lecture 122: Fusion 360 Object Model III1:30:13

Tutorial 122: Fusion 360 Object Model III1:01:42

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