Data Machina - Issue #111

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10 Link-o-Troned

1. Classifying Blood Cells with Deep ConvNets (code+data)

2. Step-by-step Guide to Build a Simple Chess AI

3. Natural Language Understanding: State-of-the-Art [pdf]

4. Exploiting Time for Causal Inference

5. Structured Prediction is not Reinforcement Learning

6. Advanced RecSys for a +100 Billion Edges Graph

7. Transfer Learning - Manchine Learning’s Next Frontier

8. Adjacency Matrix Aggregations for Dyn Network Analysis

9. Facebook Research: k-NN for Billion-scale Datasets w/ GPU

10 . Visualizing Gradient-Based Optimization

[oh!] Google Tensor Processing Units 30x Faster than GPUs

4 Good AI Reads

1. Understanding the Limits of Deep Learning

2. On the Impossibility of Supersized Machines

3. It Takes Two to Tango: Towards Theory of AI’s Mind

4. A.I. Versus M.D.

A Pythonista *Experience*

1. Convert Stanford GloVe Vectors to HDF5 / NumPy

2. Voice Bot Summarizes & Reads News for You [code+demo]

3. A New Kind of RNN for Sequential Data with RWA

Scripting aRt

1. Meaningful Machine Learning Models for Disease Prediction

2. Text2Vec -Fast Text Vectorization & Word Embeddings in R

3. A Semi-Supervised Learning Package for R

Love from Julia

1. Stochastic Local Search in Julia

2. Approximate Bayesian Computation in Julia

3. Recurrent Neural Net for Image Generation in Julia

(Paren(th)etical)

1. Adventures in Homoiconicity - Code is Data

2. Clortex- Cortical Learning & HTM in Clojure

3. Debugging with the Scientific Method in Clojure

ScalaTOR

1. Libra - A Dimensional Analysis Library for Scala

2. Amadou - Ignite your Spark ETL jobs

3. Data Science w/ Scala, JupyterNb & SparkMLlib on Azure

data v-i-s-i-o-n-s

1. Visualizing Dynamic Population Age Pyramids

2. In Defense of Interactive Graphics

3. Intro to Network Analysis Visualization with Gephi

Distributed de-Entangler

1. DistributedDB, Realtime Analysis of +20Billion events/day

2. Streaming Architectures for Datasets that Never End (pdf)

3. Distributed Stream Processing Frameworks for Fast Data

Blockchain Über Alles

1. Safe, Accountable AI in the Blockchain

2. Ethereum Blockchain DApp for Renting Hardware Tools

3. Peer2Peer Decentralized Democracy for Organisations

IoTea - everyThing/anyThing

1. Live Analysis of Routing Data from Autonomous Systems

2. CLI Utility that Logs Output from a Serial Port in Real Time

3. An IoT-Friendly, Scalable, Time-series DB on PostgreSQL

Forschung!

1. Detetecting Any Photo Geolocation with ConvNets

2. Diabetic Retinopathy Detection via Deep Convolutional Nets

3. Factorization Tricks for LSTM Networks

Algorithmic Potpourri

1. Color Quantization using k-Means Algorithm

2. Neural Net Library with Genetic Algos Implementation

3. An Algorithm for Detecting Human Mobility Patterns

Robots & Cyborgs like <you>

1. Raspberry Turk - A Robot that Plays Chess

2. Animal and Robot Locomotion in Complex Terrains

3. Robotic Arm Inspired by Elephants & Octopuses

Deep Learning Bits

1. 18 vids - NLP with Deep Learning Course @Standford

2. Final Projects - NLP with Deep Learning Course @Stanford

3. 23 vids- Deep Reinforcement Learning Course @Berkeley

4. Using Docker & CoreOS for GPU Based Deep Learning

5. Speech Synthesis with RNN-based Generative Models

Trendy GANs for ML Hyperistas

1. [start here, this is good] GAN by Example

2. DiscoGAN

3. CycleGAN [a.k.a. turn a horse into a zebra]

4. BayesianGAN

5. WassersteinGAN

6. WassersteinGAN2

7. Boundary Equilibrium GAN

startup->radar

1. Autobahn.ai - Geofencing, Speed Limit for Self Driving Cars

2. ZenRobotics - Robots for Recycling & Waste Separation

3. Grakn.ai - Distributed AI DB w/ Reasoning Query Language

ML Datasets & Stuff

1. Frames - 1,369 Human Dialogues on Travel Bookings

2. Microsoft Concept Graph: 5.4 Million Concepts

3. Audioset - 2 Million Human-labelled Youtube Sound Clips

Postscript, etc

Please donate-as-you-want to support Data Machina

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Tips? Suggestions? Feedback? Send email to Carlos

Curated by Carlos @ds_ldn in the middle of the night.

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By Data Machina

A weekly digest of machine learning curiosities, data science geekery, and other data amenities.

Curated by @ds_ldn in the middle of the night.

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