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When I got out of the military at age 26, I decided to go to college
The keys to learning effectively
Diffuse mode
Focused mode
The bottom line
Pomodoro Technique
Illusions of competence in learning
Researchers with both critters and people are finding powerful insights into how we can learn most effectively
Closing thoughts
Intro
What research says about how we learn quickly
The 10,000 Hour Rule
What the research says about skill acquisition
How long does it take from starting something and being grossly incompetent to being reasonably good at it?
How long does it take to learn anything?
Learn just enough that you can practice and self-correct as you practice
Remove Barriers to Practice
Four chords pump out every pop song
Conclusion
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YouTube-Learning.com
2017/10/20Introduction
Installing Python & PyCharm
Setup & Hello World
Variables & Data Types
Working With Strings
Getting Input From Users
Building a Basic Calculator
Mad Libs Game
List Functions
Tuples
Return Statement
If Statements
Building a better Calculator
Dictionaries
While Loop
For Loops
Exponent Function
Building a Translator
Comments
Try / Except
Writing to Files
Modules & Pip
Building a Multiple Choice Quiz
Object Functions
Python Interpreter
Introduction
What has changed since 2015
Images are made of numbers
Downloading images
Training the model and making a prediction
What can deep learning do now
How the course will be taught. Top down learning
Jeremy Howard’s qualifications
Visualizing layers of a trained neural network
Image classification applied to audio
Pytorch vs Tensorflow
Example of how Fastai builds off Pytorch (AdamW optimizer)
Bird or not bird? & explaining some Kaggle features
Best practice - viewing your data between steps
Datablocks API overarching explanation
Where to find fastai documentation
Fastai’s learner (combines model & data)
What’s a pretrained model?
Testing your model with predict method
Segmentation code explanation
Tabular analysis with fastai
Collaborative filtering (recommendation system) example
How to turn your notebooks into a presentation tool (RISE)
What can deep learning do presently?
Homework