Andrej Karpathy blog

Web Name: Andrej Karpathy blog






Dipping toes into biochemistry, energy metabolism and running some biohacking lite experiments. A collection of practical advice for the process of achieving strong results with neural networks. May 31, 2016 Deep Reinforcement Learning: Pong from Pixels I'll discuss the core ideas, pros and cons of policy gradients, a standard approach to the rapidly growing and exciting area of deep reinforcement learning. As a running example we'll learn to play ATARI 2600 Pong from raw pixels. Nov 14, 2015 Short Story on AI: A Cognitive Discontinuity. The first part of a short story collection that has been on my mind for a long while. Exciting! :) Oct 25, 2015 What a Deep Neural Network thinks about your #selfie We will look at Convolutional Neural Networks, with a fun example of training them to classify #selfies as good/bad based on a scraped dataset of 2 million selfies. May 21, 2015 The Unreasonable Effectiveness of Recurrent Neural Networks We'll train and sample from character-level RNN language models that learn to write poetry, latex math and code. We'll also analyze the models and get hints of future research directions. Mar 30, 2015 Breaking Linear Classifiers on ImageNet There have been a few recent papers that fool ConvNets by taking a correctly classified image and perturbing it in an imperceptible way to produce an image that is misclassified. In this post I show that ConvNets are an overkill: Simple linear classifiers are in fact susceptible to the same fooling strategy. Sep 2, 2014 What I learned from competing against a ConvNet on ImageNet The latest state of the art Image Classification networks have only 6.7% Hit@5 error on ILSVRC 2014 classification task. How do humans compare? Aug 3, 2014 Quantifying Productivity Describing a new pet project that tracks active windows and keystroke frequencies over the duration of a day (on Ubuntu/OSX) and creates pretty HTML visualizations of the data. This allows me to gain nice insights into my productivity. Code on Github. Jul 3, 2014 Feature Learning Escapades Some reflections on the last two years of my research: The Quest for Unsupervised Feature Learning algorithms for visual data. Where it was, where it is, and where it's going. Maybe. Jul 2, 2014 Visualizing Top Tweeps with t-SNE, in Javascript A writeup of a recent mini-project: I scraped tweets of the top 500 Twitter accounts and used t-SNE to visualize the accounts so that people who tweet similar things are nearby. My final Javascript implementation of t-SNE is released on Github as tsnejs. Jul 1, 2014 Switching Blog from Wordpress to Jekyll I can't believe I lasted this long on Wordpress. I am switching permanently to Jekyll for hosting my blog, and so should you :) Details inside. Apr 26, 2014 Interview with Data Science Weekly on Neural Nets and ConvNetJS I gave a (long) interview about my background and perspectives on neural nets. Nov 27, 2013 Quantifying Hacker News with 50 days of data I scraped Hacker News Front Page and New Page every minute for 50 days and analyzed the results. How do stories rise and fall on Hacker News? What makes a successful post? Find out in this post :) Nov 23, 2013 Chrome Extension Programming: Illustrating a Basic Survival Skill with a Twitter Case Study I illustrate a very valuable skill (Chrome Extension Programming) using a Twitter Case study. We will give Twitter a face lift, get it to refresh new tweets automatically, and highlight tweets from people who rarely tweet. All with a few lines of Javascript! Oct 22, 2012 The state of Computer Vision and AI: we are really, really far away. A depressing look at the state of Computer Vision Research and AI in general. For those who like to think that AI is anywhere close. Apr 27, 2011 Lessons learned from manually classifying CIFAR-10 CIFAR-10 is a popular dataset small dataset for testing out Computer Vision Deep Learning learning methods. We're seeing a lot of improvements. But what is the human baseline?

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