DELTA LAB Newsletter

Everything you need to know about MLOps.

What are MLOps Platforms?

Humans x Data x Algorithms

MLOps platforms automate data-driven decisions to operate your business in co-pilot or auto-pilot modes. They combine human and machine strengths to achieve valuable business goals. Human strengths are on creative thinking for abstract problems. Machine strengths are on automation for well-defined problems. Combined, they are very powerful. Contact me to explore the possibility of me designing and developing a custom MLOps platform for your specific business needs.

Smart

Smart

MLOps plus human problem-solving achieve unmatched results. What will you achieve with improved decision making?

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Fast

Fast

MLOps make decisions within milliseconds, giving your team their valuable time back. What will you achieve with more time?

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Transparent

Transparent

MLOps detail their decision criteria behind every decision. What will you achieve with increased understanding?

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Decisive

Automated

MLOps provide recommendations under complex scenarios. What will you achieve with on-demand algorithmic guidance?

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Scalable

Scalable

MLOps produce large amounts of decisions per second for many problems. What will you achieve by operating at a large scale?

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Modular

Modular

MLOps are modular and progressive. What will you achieve by not having to commit to big-bang generic products or consulting?

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Learn the basics with my blog and videos.

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Should we invest in an MLOps Platform?

Yes, but not prematurely. Before doing so, ensure your teams, processes, and culture are ready. Only well-prepared companies can successfully leverage these technologies. Not all companies are ready, but those who are will rip massive benefits. Contact me to get help diagnosing your readyness level and designing a path forward to successfully leverage an MLOps platform that ensures your executive and technical teams meet their goals.

93%

Strategic Value

"93% of companies believe they will receive strategic value from ML." BCG

84%

Growth Goals

"84% of C-levels believe ML is necessary to achieve growth goals." Accenture

76%

Reduced Risk

"76% of C-level executives believe they need ML to stay in business." Gartner

69%

Increased ROI

"ML increases ROI over other techniques in 69% of use cases." McKinsey

6m

Fast Payback

"ML projects give companies an average payback period of 6 months." IBM

3y

Evolution

"33% of executives say ML will transform their business within 3 years." Deloitte

Learn in-depth with my books and courses.

I appreciate receiving your comments, questions, and content requests.

What powers MLOps Platforms?

MLOps platforms combine several areas and fields

Systems Thinking

Systems Thinking

Do you understand the non-obvious complexities and opportunities for your problem? Do you know what techniques to use for each?

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Portfolio Strategies

Portfolio Strategies

Do you know how to design a portfolio of POCs with a good risk/reward ratio? Can you identify the risks behind each of them?

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Feedback Loops

Feedback Loops

Do you know how humans and machines can provide feedback to each other? Have you identified the necessary leverage points?

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Machine Learning

Machine Learning

Do you know what models are best for each of your problems? Do you know their trade-offs? Do you know how much data you'll need?

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Operations Research

Operations Research

Do you know where mathematical optimization can have a big impact? Have you identified significant optimization opportunities?

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Time-Series

Time-Series

Do you know how to model your operation as time-series? Do you know how to reliably interpret and forecast those time-series?

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Cloud Engineering

Cloud Engineering

Do you know what cloud services are the best fit for your goal? Can you set up, secure, and update cloud-based architectures?

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Data Engineering

Data Engineering

Do you know how to increase your data value? Can you securely, reliably, and efficiently move data between your processes?

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Data Science

Data Science

Do you know how to explore and understand data dynamics? Can you simplify your findings and link them to business decisions?

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Ready for the next level?

Get in touch

I offer retainers for ongoing advice.

Do you need help with complex forecasting? I can help.