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tobym : education   172

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Mathigon
interactive digital math "textbook"
math  education  learning  ebook 
24 days ago by tobym
Residual Networks and Advanced Architectures — STAT 157, Spring 19 documentation
Learn about how to implement state of the art computer vision models: GoogleNet, BatchNorms, ResNet, ResNext, DenseNet, ShuffleNet and SENet, all in one lecture and with code
ml  ai  nn  cv  education  lecture  notebook 
4 weeks ago by tobym
CS231n Convolutional Neural Networks for Visual Recognition
Stanford CS class CS231n: Convolutional Neural Networks for Visual Recognition
machinelearning  ml  deeplearning  education 
7 weeks ago by tobym
Learnable Programming
Designing a programming system for understanding programs from Bret Victor
code  learning  education  teaching  programming 
10 weeks ago by tobym
Snap! (Build Your Own Blocks) 4.2
a visual, drag-and-drop programming language. It is an extended reimplementation of Scratch that lets you build your own blocks
visual  education  programming 
october 2018 by tobym
Deep Learning (MIT Press book)
From 2016

Table of Contents:

Part I: Applied Math and Machine Learning Basics
2 Linear Algebra
3 Probability and Information Theory
4 Numerical Computation
5 Machine Learning Basics
Part II: Modern Practical Deep Networks
6 Deep Feedforward Networks
7 Regularization for Deep Learning
8 Optimization for Training Deep Models
9 Convolutional Networks
10 Sequence Modeling: Recurrent and Recursive Nets
11 Practical Methodology
12 Applications
Part III: Deep Learning Research
13 Linear Factor Models
14 Autoencoders
15 Representation Learning
16 Structured Probabilistic Models for Deep Learning
17 Monte Carlo Methods
18 Confronting the Partition Function
19 Approximate Inference
20 Deep Generative Models
ai  book  machinelearning  ml  deeplearning  education 
july 2018 by tobym
Physics travel guide
The Physics Travel Guide is a tool that makes learning physics easier. Each page here contains three layers which contain explanations with increasing level of sophistication. We call these layers: intuitive, concrete and abstract. These layers make sure that everyone can find an understandable explanation.
physics  science  learning  education  reference 
may 2018 by tobym
TIC-80 tiny computer
TIC-80 is a fantasy computer for making, playing and sharing tiny games.
computer  games  fun  programming  education  vm 
may 2018 by tobym
Learn TLA+
bare minimum required to get you up and running as fast as possible as well as some intermediate techniques to improve your models
tla+  videos  tutorial  education  cs  compsci  concurrency 
may 2018 by tobym
TLA+ Video Course
Video course on TLA+ by Leslie Lamport
tla+  videos  tutorial  education  cs  compsci  concurrency 
may 2018 by tobym
Machine Learning Crash Course  |  Google Developers
Machine Learning Crash Course
with TensorFlow APIs
Google's fast-paced, practical introduction to machine learning
ai  google  machinelearning  tensorflow  education 
march 2018 by tobym
The Micro:bit Foundation is a global non-profit organisation making invention with technology fun for everyone!
Cool hardware + software platform to teach coding and electronics to kids. Visual (block) programming interface built by M$.
education  electronics  hardware 
december 2017 by tobym
NLTK Book
Natural Language Processing with Python

– Analyzing Text with the Natural Language Toolkit
nlp  python  language  learning  book  education 
august 2017 by tobym
fast.ai · Making neural nets uncool again
fast.ai is dedicated to making the power of deep learning accessible to all. MOOC.
ai  machinelearning  education  deeplearning 
july 2017 by tobym
So You Want to Be a Security Expert - Schneier on Security
advice to anyone who wants to learn computer security
security  hacker  education 
july 2017 by tobym
Practical Deep Learning For Coders—18 hours of lessons for free
Welcome to fast.ai's 7 week course, Practical Deep Learning For Coders, Part 1, taught by Jeremy Howard (Kaggle's #1 competitor 2 years running, and founder of Enlitic). Learn how to build state of the art models without needing graduate-level math—but also without dumbing anything down. Oh and one other thing... it's totally free!
ai  machinelearning  deeplearning  education  todo  ml 
july 2017 by tobym
Primers | Math ∩ Programming
Primers on misc math topics, as prep for main content.
math  tutorials  education 
april 2017 by tobym
LBRY - Content Freedom
Watch, read and play in a decentralized digital library controlled by the community
library  books  education 
march 2017 by tobym
Teach Yourself Programming in Ten Years
Classic post from Norvig about learning different programming language paradigms.
education  compsci  programming 
december 2016 by tobym
Apprenticeship Patterns
Apprenticeship Patterns

Guidance for the Aspiring Software Craftsman
learning  programming  book  education  advice  philosophy 
may 2016 by tobym
OpenIntro statistics
A college-level textbook covering data basics, probability (optional), distributions, inference for means and proportions, and regression, including multiple and the basics of logistic regression. OpenIntro Statistics is our most heavily used textbook, used in courses at community colleges to the Ivy League.
math  statistics  machinelearning  learning  education  book 
march 2016 by tobym
Wandida | The Wandida of Knowledge
Wandida is a platform made ​​for learners who have a time constraint and are seeking a specific explanation, closer to tutoring than to a formal lecture.

The content consists of short lessons (usually 5-6 minutes), combining academic rigor and web-driven brevity, each lesson is made, as much as possible, self-contained.
compsci  education  videos 
july 2015 by tobym
Metacademy
Metacademy helps you find resources to improve the skills you care about.

Currently focused on machine learning and probabilistic AI, because that's what the current contributors are experts in.
learning  online  education 
august 2014 by tobym
karan/Projects
Project with which to practice new programming languages
programming  practice  education 
may 2014 by tobym
kvalle/diy-lisp
A little tutorial on implementing a lisp
programming-languages  education  practice 
may 2014 by tobym
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