SotA in Speech Recognition - a few days ago, GoogleAI has open-sourced Lingvo, a deep learning framework for State-of-the-Art speech recognition. Click here to read more on Google AI Lingvo and access the original paper and the code.
How to be Schmidhubered: In this fascinating conversation, Lex Fridman @MIT talks to Juergen Schmidhuber on Godel-Machines, Meta-Learning, LSTMs and more
On Causal Inference and The Book of Why: I’m reading this book and also following this intellectual match between Judea Pearl, the creator of Bayesian Networks and Probabilistic AI, and Andrew Gelman, a famous Bayesian statistician. Pearl bashes statisticians and thinks AI needs causal inference, and Gelman has difficulty understanding the point of Pearl’s writing on causal inference. Enjoy the reading.
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Seven Myths in Machine Learning Research
Making Black Box Machine Learning Models Explainable
Recent Advances in Machine Reading
Bandit Swarm Networks
My Reactions to Deepmind’s StarCraft II Agent AlphaStar
Learning Topology Methods for Unsupervised Learning
Marketing Spend & Bayesian Structural Time Series @Uber
Google Machine Learning Course Notes
The Latest in AI for GUI-Based Software Testing
Reconstruct 99% of Twitter’s Firehose Anytime with SnowFlake
PyTorch Under The Hood
Graph Neural Networks Meet Personalized PageRank
Harvard NLP Annotated Transformer from Scratch in PyTorch
frugally deep - Use Keras Models in C++ with Ease
Kaldi - A Toolkit for Speech Recognition in C++
MeTA - A Modern C++ Data Science Toolkit
Causal Inference & Directed Acyclic Graphs (DAGs)
Fast Out-of-Core Learning with Vowpal Wabbit in R
Training Many Models in Parallel with Rstudio Jobs
Fundamentals of Machine Learning with Julia [pdf, 352 pages]
Getting to Machine Learning from a General Purpose Compiler
MLJ - A Pure Julia Machine Learning Framework
Deep Learning Examples in Clojure MXNet
ClojureAI - A List of AI, ML & Data Science Resources
Flare: Clojure Dynamic Neural Net Library
Transpiling Python to Scala with Neural Machine Translation
High Performance NLP with Spark & Scala
Dealing with Data Skewness and Salting Spark to Scale
Uber’s Autonomous Vehicle Visualization System
VVVV- Visualising Various Views of Variability
Plotting Neural Networks
Serverless is Dead
cube.js - An Open Source Serverless Analytics Framework
Zero to JupyterHub in the Cloud with Kubernetes & Docker
Why Ricardian -not Smart- Contracts are Blockchain Killer App
You Don’t Need Blockchain: 8 Popular Cases, Why they Won’t Work
Probabilistic Smart Contracts on the Blockchain
Arduino-based, Open Source Mobile Phone for Free Calls
k3s - Lightweight Kubernetes for IoT & Edge
ZeroPhone - an Open Source Raspberry Pi Smartphone
Online Meta-Learning
Intro to Contextual Embeddings [one of the best, no-hype intros ever]
Time Series Prediction with Time-delay Embeddings
Comparing Algorithms: Beyond Worst-case Analysis
Swarm Intelligence Algorithm for Privacy-Preserving Data Mining
Polymorphic Encryption Algorithms
Stanford AI: Intro to Generalizable Autonomy in Robotics
MIND KIT: Maker Kit Exclusively for Robotics
Programming for Robotics with ROS - [videos & slides]
Yann LeCun: The Epistemology of Deep Learning
Google Brain: Introduction to Meta-Learning
Reinforcement Learning & Optimal Control [book, slides & videos]
Swim.ai - Intelligent Web Agents for Autonomous Collaboration
Verta.ai - A Service for Managing Machine Learning Models
Armorblox - Deep Learning for Stopping Socially Engineered Attacks
QMUL OpenLogo: Brand Logos Detection Dataset
SIPRI Dataset: Major Arms Transfers 1950-2018
Were You Born in a Full Moon? The Full Moon Dataset
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Curated by Carlos @ds_ldn in the middle of the night.