Data Machina #142
The amazing power of GANs and adversarial learning… Given a video of an expert dancer and another video of an amateur dancer, train the amateur video to dance like an expert… Everybody Dance Now - Watch the video and read the paper here
When confronted with a dull, long, bank holiday, you may find time to read Blindsight, the sci-fi novel where 5 transhumans set off on a journey riding the Theseus - a spaceship captained by an AI- in search for aliens (pdf, 340 pages)
10 Link-o-Troned
1. Bayesian Data Science: Simulation & Probabilistic Programming
2. NLP’s Generalization Problem: How Researchers are Tackling it
3. Serverless for Data Scientists
4. Learning Meaning in NLP- The Semantics Mega-Thread
5. Understanding What Artificial Intelligence Actually Sees
6. MMLSpark = Spark + MS CNTK + LightGBM + OpenCV
7. [new] Google’s Fast Prototyping Reinforcement Learning
8. Federated Machine Learning & Federated Optimization
9. How to Analyze Billions of Records per Second on a Single PC
10. What They Don’t Tell You About Event Sourcing
A Pythonista *Experience*
1. SparkFlow: Train Tensorflow Models with Spark Pipelines
2. DoWhy- a Python Library for Estimating Causal Effects
3. DeepMind’s Relational RNNs Implemented in PyTorch
4. [course] Probabilistic Programmer Primer in Python
Scripting aRt
1. A Package for Logitudinal Analysis & Clustered Data Regression
2. Full Bayesian Inference for Hidden Markov Models
Love from Julia
1. Reinforcement Learning & Generative Models Using Flux
2. Speech Recognition for the Flux Machine Learning Model Zoo
3. Monte-Carlo Optimization in Julia
(Paren(th)ethical)
1. Example Projects for NLP and ML in Clojure
2. Clojure Advanced Regression & ML for Kaggle House Prices
3. Clojure Sandbox for Streaming Data Platforms
ScalaTOR
1. ScalphaGoZero - DeepMind’s AlphaGoZero in Scala
2. Streaming Data from PostgreSQL with Akka Streams
3. Tencent’s Distributed, Parameter Server for Large-Scale ML
data v-i-s-i-o-n-s
1. ccNetViz - A Library for Large Graph Network Dataviz
2. Interactive Self-Organizing Map (SOM) Visualization
3. Visualize the First 1 Million Integers in the 2D Space w/ UMAP
Distributed de-Entangler
3. Notebooks at Scale: Zero to JupyterHub with Kubernetes
Blockchain Über Alles
1. Decentralized Websites on the IPFS (Interplanetary Filesystem)
2. Atomic Swaps Intro: No Middleman,Crypto Trades in Any Chain
3. The Authoritative Guide to Blockchain Development
IoTea - everyThing/anyThing
1. How We Do IoT Edge Computing at Chick-fil-A
2. Fully Private, Open-Source Home Automation on Raspberry Pi
3. An Intro to Time Series Insights for IoT on Azure
Forschung!
1. Training Classifiers with Natural Language Explanations
2. Benchmarking Automatic Machine Learning Frameworks
3. UMAP - Novel Manifold Learning for Dimensionality Reduction
Algorithmic Potpourri
1. A Practical Intro to the Min-Count Sketch
2. The PCSA-TC Algo for Probabilistic Counting in Data Streams
3. An Assortment of Genetics Algorithms in Python
Robots & Cyborgs like <you>
1. Deep Learning & Humanoids for Autism Therapy
2. How Robot Hands Are Evolving to Do What Ours Can
3. The AI Self-Driving Olympics
Deep & Other Learning Bits
1. DeepChef: Get Dish Cooking Recipe from the Photo of the Dish
2. The Stanford’s Deep Learning Cheatsheets
3. [project] Reinforcement Learning for Self-Balancing Motorbike
startups -> radar
1. DataBrockerDao - Blockchain-based Market for IoT Sensor Data
2. Lang.ai -Unsupervised AI Platform for Language Understanding
3. Galaxy.ai - AI for Automated Insurance Claims
ML Datasets & Stuff
1. FEVer-Large-scale Fact Extraction & Verification, 185K Facts
2. QuAC - Question & Answering in Context 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.