The Institute for Ethical AI & Machine Learning

THE ML ENGINEER Issue #11

This week in Issue #11: Top sources for machine learning datasets, major reinforcement learning achievements in 2018, getting better deep learning results, a beginners intro to deep NLP, feature flags in the world of AI, StyleGANs and language models in Airbnb, Function-as-a-service (FaaS) frameworks, new AI conferences, ML jobs and more!   Support the ML Engineer! Forward the email, or share the online version on 🐦 Twitter,  💼 Linkedin and  📕 Facebook!   If you would like to suggest articles, ideas, papers, libraries, jobs, events or provide feedback just hit reply or send us an email to a@ethical.institute!

Top Sources for ML Datasets It can be quite hard to find a specific datasets to use for a variety of machine learning problems or to even experiment on. This post provides a great list of sources to find datasets for experimentation. It also includes a description, usage examples and in some cases the algorithm code to solve the machine learning problem associated with that dataset.

Major RL Papers in 2018 Really insightful article listing 10 of the "top reinforcement learning papers in 2018". It includes a very comprehensible summary for each paper, together with a brief overview of the core idea, it's achievement and other insights such as the thoughts from the community, future research areas, etc.

Get Better Deep Learning Results Machine learning mastery brings us a one-week (completely free) mini-course to "get better performance from your deep learning in 7 days". The course covers key topics including a high level conceptual framework, batch size, learning rate schedule, batch normalisation, weight regularisation, noise and early stopping. What a better way to start your week tomorrow than with a 7-day commitment to improve on your deep learning skills.

A beginners intro to deep NLP Really comprehensible set of tutorials to introduce beginners to deep NLP with PyTorch. The github repo includes a tutorial for Neural Machine Translation, Movie Rating Classification, News Category Classification and Question Answering for SQuAD. The repo also provides references to relevant papers for further reading.

This AirBnB does not exist A humorous use of StyleGANs and a language model trained on OpenDataSoft’s AirBNB Listings. The thisairbnbdoesnotexist.com website creates a new synthetic listing every time you refresh the page. This project was inspired by thispersondoesnotexist.com which does the same thing but with synthetic faces (and minus the text). Perhaps we are seeing a new trend on the this-X-doesnotexist.com.

Feature flags in Machine Learning In this blog post, Slack's director of engineering makes a brief case for feature flags in the use of machine learning. Software engineerss have always held a love-hate relationship with feature flags. Some say that Feature Flags are one of the worst kinds of technical debt. Regardless, Feature Flags are rarely is left out in larger enterprise codebases, and have slowly made their way in DevOps infrastructure.

MLOps = Featured OS Libraries We are excited to see the Awesome MLOps list growing to almost 300 stars now! Thanks to everyone for your support! This week's edition is focused on new libraries on Function as a Service Frameworks which fall on our Responsible ML Principle #4. The four featured libraries this week are:   OpenFaaS - Serverless functions framework with RESTful API on Kubernetes Fission - Serverless functions as a service framework on Kubernetes Hydrosphere ML Lambda - Open source model management cluster for deploying, serving and monitoring machine learning models and ad-hoc algorithms with a FaaS architecture Hydrosphere Mist - Serverless proxy for Apache Spark clusters   If you know of any libraries that are not in the "Awesome MLOps" list, please do give us a heads up or feel free to add a pull request!

MLConf = Conferences & Events We feature conferences that have core  ML tracks (primarily in Europe for now) to help our community stay up to date with great events coming up.   Technical Conferences   DataFest19 [11/03/2019] - Two week festival of Data Innovation hosted across Scotland, UK.   PyCon + PyData Florence [02/05/2019] - Python X comes this year with a PyData focus in Florence, Italy.   AI Conference Beijing [18/06/2019] - O'Reilly's signature applied AI conference in Asia in Beijing, China.   RAAIS 2019 [28/06/2019] - The Research and Applied AI Summit in London, UK   Data Natives [21/11/2019] - Data conference in Berlin, Germany.   ODSC Europe [19/11/2019] - The Open Data Science Conference in  London, UK.     Business Conferences   Big Data & AI Tech World [12/03/2019] - AI & Big Data Business conference in London, UK. If you are around, do join our talk on AI Explainability.   AI Expo Global [19/04/2019] - Global conference on artificial intelligence in London, UK. Come join us at our talk on AI orchestration at scale.   Predictive Analytics World [18/11/2019] - Conference for Business AI in Berlin, Germany.   Big Data LDN 2019 [13/11/2019] - Conference for strategy and tech on big data in London, UK.

MLJobs = Jobs & Careers We showcase Machine Learning Engineering jobs (primarily in London for now) to help our community stay up to date with great opportunities that come up. It seems that the demand for data scientists continues to rise!   Junior Opportunities   Seldon is hiring for a Machine Learning / Data Engineer in London Atlas ML is hiring for a Machine Learning / NLP Engineer in London Migacore is hiring for a Machine Learning Engineer in London CloudNC is hiring for a Machine Learning Engineer in London Babylon Health is hiring for a Machine Learning Engineer in London McLaren Racing is hiring for a Machine Learning Engineer in London   Mid-level Opportunities Proportunity is hiring for a Senior Machine Learning Engineer in London Twitter is hiring for a Senior Machine Learning Engineer in London StreetBees is hiring for a Senior Data Scientist in London Expedia is hiring for a Principal Data Scientist in London QuantumBlack is hiring for a Senior Machine Learning Engineer in London   Leadership Opportunities Fractal Labs is hiring for a VP of Engineering in London Distributed is hiring for a VP of Engineering in London FactMata is hiring for a Head of Machine Learning in London

© 2018 The Institute for Ethical AI & Machine Learning