Data Machina #140
Yesterday, +100,000 people watched live how OpenFiveAI (a team of 5 Neural Networks) won a best-of-3 against a team of top DotA (Defense of the Ancients) human professional players.
If you’re terribly exhausted by the London heat wave and really bored here’s a good read: I’m a very slow thinker [I mean it]
10 Link-o-Troned
1. How Should We Evaluate Machine Learning for AI? A New Way
2. Scalable Bayesian Inference with Hamiltonian Monte Carlo
3. Deepmind’s AlphaGo Zero Demystified
4. ESPnet: An End-to-End Speech Processing Toolkit
5. Facebook Grants: Statistics for Improving Insights & Decisions
6. Processing Petabytes of Data in Seconds with Databricks Delta
7. Turning Big Data into Knowledge with Metadata @Uber
8. Doing Without Databases in the 21st Century
9. Learning Math for Machine Learning
10. Tensorflow Cookbook, Best Practices and Tutorials
A Pythonista *Experience*
1. A Guide to Restricted Boltzmann Machines Using Pytorch
2. Multiplicative RNN-LSTM for Sequence-based Recommenders
3. Google’s AutoML Killer: Auto-Keras Opensource Automated ML
Scripting aRt
1. TDAStats - An R Pipeline for Topological Data Analysis
2. Forecasting Time-series with Multiple Seasonal Patterns
3. R Functions for Bayesian Stats and Summaries
Love from Julia
1. Intro to Plots: Powerful Visualizations in Julia
2. Parallel Julia Sorting Algorithms for Parallel Computing
3. Diana - Facebook’s GraphQL Implemented in Julia
(Paren(th)ethical)
1. Clojure for Machine Learning
2. The Ultimate Guide to Clojure Collections
3. A Clojure Library for Personality Modeling
ScalaTOR
1. How Curalate Uses Scala & MXNet for Deep Learning Magic
3. Solved! Build and Test Spark Against Scala 2.12
data v-i-s-i-o-n-s
1. Plotmypaws: A Dog Visualization
2. Introducing Deckard for Large Scale Visualizations
3. Your Friendly Guide to Colors in Data Visualizations
Distributed de-Entangler
1. Highly-Scalable Microservices with Kafka Streams (pdf)
2. From Monolith to Containers to Functions
3. Micro-services and Serverless in Python Projects
Blockchain Über Alles
1. Understanding Digital Tokens (download link)
2. A Tool for Visualizing Transactions & Latency on Blockchains
3. An Overview to Linux’s Open Source Approach to Blockchain
IoTea - everyThing/anyThing
1. Custom Machine Learning in Android with Tensorflow Lite
2. Programming Minecraft on the Raspberry Pi
3. IoT, Face Recognition & AWS DeepLens: Find Missing Persons
Forschung!
1. Predicting Human Judgements with Machine Learning
2. Neural Artihmetic Logic Units
3. CNN Matrix Factorization for Context-Aware Recommenders
Algorithmic Potpourri
1. [free] The Bandit Algorithm Book [pdf, 519 pages]
2. The Limits of Stochastic Gradient Descent
3. Tang’s Fast Classical Algorithm Kills Quantum Computing
Robots & Cyborgs like <you>
1. NASA’s Open Source, Build-Your-Own Mars Rover Robot
2. DeepMimic- Virtual Stuntman w/ Deep Reinforcement Learning
3. Bringing Learning to Robotics: Highlights of RoboticsCon2018
Deep Learning Bits
1. 10 Deep Learning Techniques I learned from Fast.ai
2. Minicourse in Deep Learning with Pytorch
3. Data Science in the Cloud with Dask, JupyterHub & Openshift
startups -> radar
1. BrainChip - Spiking Neural Nets for Accelerated AI
2. Gamaya - Machine Learning & Drones for Crop Intelligence
3. Connecterra - Machine Learning & Sensors for Dairy Farmers
ML Datasets & Stuff
1. The Mapillary Vistas Dataset for Street Image Segmentation
2. FLIR - A Thermal Dataset for ConvNets Vision Training
3. The UK NHS 111 Urgent Medical Dataset
Postscript, etc
Spread the word Share Data Machina with your friends
Tips? Suggestions? Feedback? Send email to Carlos
Curated by Carlos @ds_ldn in the middle of the night.