Data Council Blog

07/08/20 10:15 | by Data Council | in Data Engineering, Open Source, Data Lakes

Open Source Highlight: Apache Hudi

With more than 1,300 stars on GitHub, Apache Hudi is a great open source solution for companies with large analytical datasets to quickly ingest data onto HDFS or cloud storage.

17/07/20 12:34 | by Data Council | in Data Science, Data Engineering, Data Warehousing, Machine Learning, Open Source, Analytics

Apache Airflow, Beyond Spreadsheets, and More: Top 10 Links From Across the Web

Here's our July 2020 roundup of relevant links for data professionals, from blog posts to podcast episodes:

1. The State of Airflow

Software Engineering Daily recently invited Apache Airflow's creator Maxime Beauchemin and Astronomer engineers Vikram Koka and Ash Berlin-Taylor to discuss the state of Airflow. Listen to the podcast episode or read the transcript to hear their comments on Airflow's use cases, its purpose, the open source ecosystem, and more.

17/07/20 12:16 | by Data Council | in Data Engineering, SQL, Open Source

Open Source Highlight: Apache Iceberg

Apache Iceberg is an open table format for very large analytic datasets. You can use it with Presto or Spark to add tables that use a high-performance format that vows to work just like a SQL table.

18/06/20 08:29 | by Data Council | in Data Science, Data Engineering, Data Infrastructure, Machine Learning, Analytics, Careers

AGI, Dask, Feature Stores, and More: Top 10 Links From Across the Web

Here's our June 2020 roundup of relevant links for data professionals, from blog posts to podcast episodes:

1. Self-Supervised Learning vs. AGI

"AGI does not exist — there is no such thing as general intelligence. We can talk about rat-level intelligence, cat-level intelligence, dog-level intelligence, or human-level intelligence, but not artificial general intelligence," Yann LeCun declared during an online session of the International Conference on Learning Representation (ICLR) 2020, which VentureBeat wrote about. Together with fellow Turing Award winner Yoshua Bengio, he advocated for pursuing humanlike AI through "self-supervised learning."

15/06/20 04:56 | by Anna Heim | in Data Science, Data Engineering, Analytics, Careers

Emerging Data Roles: The Analytics Engineer

Analytics Engineer: this term has started showing up in blog posts and job listings. It all happened quickly; just a couple of years ago, it wasn't a thing our friends in the data ecosystem talked about. So how did it start trending, what is it exactly, and is it here to stay? We decided to take a closer look, and here's what we found out.

03/06/20 06:39 | by Data Council | in Data Science, Data Engineering, Data Visualization, Startups, Open Source, Analytics

Open Source Highlight: Cube.js

Cube.js is an open source analytics framework meant to answer the "lack of tools for software engineers who are building production, customer-facing applications and need to embed analytics features into these applications," its co-founder and CEO Artyom Keydunov explained in a blog post.

18/05/20 10:00 | by Data Council | in Data Science, Data Engineering, Machine Learning, Open Source

What Data Tools DON’T Do, CD4ML and NoSQL: Top 10 Links from Across the Web

Here's our monthly roundup of relevant links for data professionals, from blog posts and tutorials to podcast episodes:

1. Product Management for AI

Peter Skomoroch and Mike Loukides co-authored a very interesting post on what makes product management different in the context of AI. Based on the specificities of AI software development, they make a series of recommendations for a process that also takes business priorities into account. Their post also ends with a list of relevant resources, so it is worth checking out.

15/05/20 03:01 | by Pete Soderling | in Data Science, Data Engineering, Machine Learning, Analytics

25 Hot New Data Tools and What They DON’T Do

“Wait, do tool X and tool Y work together? I thought they were competitive.”
There are dozens of new tools in the fast-growing data ecosystem today. Together, they are reshaping data work in exciting, productive and often surprising ways. The seeds of the data landscape for the next decade have been planted, and they’re growing wildly.
Turns out, cultivating a new ecosystem is messy.

22/04/20 11:35 | by Data Council | in Data Science, Data Engineering, Machine Learning, Artificial Intelligence, Learning

Data Science, Data Analytics, Data Engineering and Artificial Intelligence: 11 Online Courses You Should Check Out

With COVID-19 forcing almost one billion people to shelter in place around the world, many people have turned to new activities, such as drawing, baking, gardening… or online learning. If that doesn't sound like you, don't feel guilty by any means – sometimes, surviving is enough! But if you want to get more knowledgeable about data science, data engineering and artificial intelligence, we are here for you.

This is why we came up with this list of courses that can help you prepare for a future job in the data field, upgrade your existing skills, or just satisfy your personal curiosity. From free entry-level courses to full-time bootcamps, here's our selection for you to check out:

06/04/20 12:16 | by Data Council | in Data Science, Data Engineering, Data Visualization, Machine Learning

PyTorch Lightning, ksqlDB and More: Top 10 Links from Across the Web

Here are 10 recent relevant links for data professionals, from blog posts and tutorials to podcast episodes:

1. PyTorch Lightning: a gentle introduction

Former Data Council speaker Will Falcon published an interesting post on PyTorch Lightning, the lightweight PyTorch wrapper born out of his Ph.D. AI research at NYU CILVR and Facebook AI Research (FAIR). Framed as "a gentle introduction", it includes a side-by-side comparison of building a simple MNIST classifier PyTorch and PyTorch Lightning, in order to illustrate how to refactor one into the other. This is highly recommended reading if you are working on AI/ML research, be it as a professional researcher, student or in production.

Data Council Blog

Open Source Highlight: Apache Hudi

Apache Airflow, Beyond Spreadsheets, and More: Top 10 Links From Across the Web

1. The State of Airflow

Open Source Highlight: Apache Iceberg

AGI, Dask, Feature Stores, and More: Top 10 Links From Across the Web

1. Self-Supervised Learning vs. AGI

Emerging Data Roles: The Analytics Engineer

Open Source Highlight: Cube.js

What Data Tools DON’T Do, CD4ML and NoSQL: Top 10 Links from Across the Web

1. Product Management for AI

25 Hot New Data Tools and What They DON’T Do

Data Science, Data Analytics, Data Engineering and Artificial Intelligence: 11 Online Courses You Should Check Out

PyTorch Lightning, ksqlDB and More: Top 10 Links from Across the Web

1. PyTorch Lightning: a gentle introduction

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