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Merelda Wu
Merelda Wu

146 Followers

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Jun 8, 2021

The MLOps Community in 2020
289
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Byron Allen

Hey Byron, thanks for the post and the fantastic summary on MLOps.

Hey Byron, thanks for the post and the fantastic summary on MLOps. Technology choices are often driven by people & processes, and that's what makes it so difficult to make tech stack decisions. You mentioned that Feature Store + Kubeflow = 90% ideal MLOps Platform. What would the remaining 10% be? Fairing? Responsible AI including ethics and bias checks? Experiment design?

1 min read

1 min read


Published in

Towards Data Science

·Jan 12, 2021

What the Ops are you talking about?

How to choose between DataOps vs. MLOps vs. AIOps? What are the right Ops for your big data team? — Two years ago, I earned my badge of dishonour by leading an inefficient operation. I come from a data science & machine learning background, so of course, we’ve learnt about DevOps from our engineering colleagues. Or so we thought. It was inexplicable to us at the time, as our data…

Mlops

9 min read

What the Ops are you talking about?
What the Ops are you talking about?
Mlops

9 min read


Published in

Towards Data Science

·May 24, 2020

Launching Into Uncertainty — 6 Smart Steps to Future-Proof Your ML Models

Your machine learning model is going to fail in the pandemic. Here’s how to mitigate the damage. — There have been many articles focusing on how machine learning can and is helping during the pandemic. South Korean and Taiwanese governments successfully demonstrated how they used AI to slow the spread of COVID-19. French tech company identifying hot spots where masks are not being worn, advising where governments can…

Data Science

9 min read

Launching Into Uncertainty — 6 Smart Steps to Future-Proof Your ML Models
Launching Into Uncertainty — 6 Smart Steps to Future-Proof Your ML Models
Data Science

9 min read


Published in

Towards Data Science

·Apr 29, 2020

3 Tips You Need to Save Your Data Science Project Scope

Never spend time building a monster-app that is miles away from the original proposal. And be blamed for it. — As a data scientist, you expect to get a job that lets you do cool stuff — Big data, Big machine (or cloud, like the grown-ups), and Deep neural networks. Reality quickly creeps in as you realize the mismatch between your model, your project manager’s timeline, and your stakeholder’s expectation.

Data Science

10 min read

3 Tips You Need to Save Your Data Science Project Scope
3 Tips You Need to Save Your Data Science Project Scope
Data Science

10 min read


Published in

Towards Data Science

·Apr 14, 2020

Rise above the ordinary — a data science reading list

An hour reading sprint a day to keep your knowledge broad and up-to-date — As one of the fastest-growing industries, being a data scientist without a research group can be incapacitating. At the end of last year, I realized I am often missing out on new development in the industry, unknowingly reinventing the wheel, and falling short in conversations with experts. …

Data Science

8 min read

Rise above the ordinary — a data science reading list
Rise above the ordinary — a data science reading list
Data Science

8 min read


Published in

Towards Data Science

·Aug 14, 2019

3 Tips on Defining a Data Science Project Scope with Business

Never be in trouble for delivering the wrong thing at the wrong time to the wrong person — As a data scientist, you expect to get a job that lets you do cool stuff — Big data, Big machine (or cloud, like the grown-ups) and Deep neural networks. Reality quickly creeps in as you realise the mismatch between your model, your project manager’s timeline and your stakeholder’s expectation…

Data Science

8 min read

3 Tips on Defining a Data Science Project Scope with Business
3 Tips on Defining a Data Science Project Scope with Business
Data Science

8 min read


Published in

Good Audience

·Sep 26, 2018

5 Reasons Why You Should Join Deep Learning Indaba 2019

In April this year, instead of organising my 20-something birthday party, I spent hours writing motivating emails to my company to convince them to send me to Deep Learning Indaba*. My very generous employer instantly grant my wishes. But once my wish was granted I took an entire weekend to…

Machine Learning

5 min read

5 Reasons Why You Should Join Deep Learning Indaba 2019
5 Reasons Why You Should Join Deep Learning Indaba 2019
Machine Learning

5 min read

Merelda Wu

Merelda Wu

146 Followers

MLOps Evangelist | Co-Founder @ melio.ai

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