Charles M Wood
Adventures in Machine Learning
Machine Learning is growing in leaps and bounds both in capability and adoption. Listen to our experts discuss the ideas and fundamentals needed to succeed as a Machine Learning Engineer. Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support .
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Episodes
How Do You Stop Hating Your Job? - BONUS 13.04.2023 44:44
Are you dissatisfied with your job? Sam Feeney helps organizations improve employee engagement, increase retention, and reinvent hiring while helping individuals (re)discover career satisfaction in their current roles. He joins the show alongside Chuck Wood to tackle altering the way you perceive your job and talk about Career satisfaction. On YouTube How Do You Stop Hating Your Job? - BONUS Socia...
How to Think Like a Principal Architect - ML 112 13.04.2023 1:03:29
Today, we do a deep dive into Ben's background. We cover his career trajectory and, more importantly, how nature and nurture have impacted the way he thinks. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Become a supporter of th...
How to Transition from Software Engineer to ML Engineer - ML 111 07.04.2023 55:19
Today we speak with a software engineer who is interested in becoming an ML engineer. Expect to learn about ML roles that are most attainable based on a strong software engineering skill set. We also cover some tangible strategies you can leverage to make the transition. On YouTube How to Transition from Software Engineer to ML Engineer - ML 111 Sponsors Chuck's Resume Template Developer Book Clu...
Machine Learning for Meeting Notes - ML 110 30.03.2023 1:04:13
Today we look at an applied use case for ML: developing intelligent meeting notes. Expect to learn about LLMs, AI assistants, and how to develop an AI startup. On YouTube Machine Learning for Meeting Notes - ML 110 Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Socials LinkedIn: Artem Koren Advertising Inquiries: https://redcircle...
Model Serving at Databricks - ML 109 27.03.2023 54:21
Today we deep dive into the mind of two brilliant Databricks software engineers. Their primary project was building the model serving feature, but expect to learn about ML side projects, traits of successful software engineers, and much more! Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Social LinkedIn: Ankit Mathur LinkedIn: Sue...
Where ML and DevOps Meet - ML 108 17.03.2023 1:05:13
Hosts of the Adventures in DevOps podcast, Jillian Rowe and Jonathan Hall, join Ben and Michael on this week's episode crossover. They talk about the intersection of ML and DevOps. They dive into the concepts and differences between ML and DevOps. Additionally, they talk about how ML ideas may be applied to DevOps principles and vice versa. Sponsors Chuck's Resume Template Developer Book Club star...
How Does ChatGPT Work? - ML 107 10.03.2023 48:20
ChatGPT is the most robust free chatbot. It can answer questions, write code, and summarize text. Today we will talk about the creation of ChatGPT, its implications for society, and how the model actually works. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out:...
Machine Learning for Movie Scripts - ML 106 03.03.2023 45:37
Today we look at an applied use case for ML: parsing movie scripts. Expect to learn about bringing ML to new industries, the future of Large Language Models (LLM), and automation in the movie industry. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Links LinkedIn: Ruslan Khamidullin Advertising Inquiries: https://redcircle.com/brand...
ChatGPT and the Divine - ML 105 23.02.2023 51:35
"Any sufficiently advanced technology is indistinguishable from magic." Today, Michael and Ben talk about the broad implications of ChatGPT and similar algorithms. Expect to learn about... The difference between AI and ML General Artificial Intelligence Some personal opinions about the overlap between "the divine" and AI Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1%...
Deep Learning for Tabular and Time Series Data - ML 104 16.02.2023 1:08:34
Today we speak with a staff data scientist at Walmart who specializes in forecasting. He has built an open-source tool that allows you to leverage tabular data in PyTorch. He also has written a book on time series forecasting with deep learning. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Links [2207.08548] GATE: Gated Additive T...
Notebooks vs. IDEs With Fabian Jakobs - ML 103 09.02.2023 45:34
How do you develop ML code? Do you use notebooks or do you use IDEs? In this episode, we get some practical advice from both Ben and our guest on leveraging software principles to write better code in both an IDE and notebook environment. We'll also learn about a cool new Databricks feature that will help you run ML code from an IDE. Sponsors Chuck's Resume Template Developer Book Club starting Be...
How to think about Optimization - ML 102 03.02.2023 50:02
In this week's episode, we meet with Micheal McCourt, the head of engineering at SigOpt. He is an industry expert on optimization algorithms, so expect to learn about constraint-active search, SigOpt's new open-source optimizer, and how to run an engineering team. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Links Michael McCourt...
Protecting Your ML From Phishing And Hackers - ML 101 27.01.2023 41:49
Have you ever wondered how to secure a cloud deployment? Well, today we talk to the president at a cloud security company about personal security, detecting malicious actors, startup trends, and much more! Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Membership Links LinkedIn: Kevin Dominik Korte T...
The Disruptive Power of Artificial Intelligence - ML 100 19.01.2023 1:00:51
Have you ever wondered about the most promising industries in Machine Learning? Today we will learn from Avi Goldfarb, the chair of AI at the University of Toronto, about... The most promising AI industries Potential problems with powerful AI The economics behind innovation On YouTube The Disruptive Power of Artificial Intelligence - ML 100 Sponsors Chuck's Resume Template Developer Book Club star...
A History Of ML And How Low Code Tooling Accelerates Solution Development - ML 099 06.01.2023 1:12:17
In this episode, Ben talks with Rosaria Silipo, a Software Engineer and Developer Relations advocate at Knime. They discuss the benefits of low-code ML, delve into the history of ML development work as it has changed over the past few decades, and discuss a few stories about the importance of pursuing simplicity in implementations. On YouTube A History Of ML And How Low Code Tooling Accelerates So...
Moving from Dev Notebooks to Production Code - ML 098 22.12.2022 1:11:12
In this week's episode we meet with Mike Arov, committer to the MLOps tool framework lineapy. From the benefits of notebooks as development tooling for Data Science work to the complex refactoring needed to convert them to production-capable code bases, our conversation dives deep into the generally under-represented bridge tooling of code base conversions. On YouTube Moving from Dev Notebooks to...
How to Edit and Contribute to Existing Code Base - ML 097 15.12.2022 54:34
Let's be honest. We've all copied and pasted code from the internet. There are many great code sources and in this episode, Ben and Michael discuss how to leverage existing code. They explain how to understand a code base and some best practices for contribution. Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a T...
MLflow 2.0 And How Large-Scale Projects Are Managed In The Open Source - ML 096 01.12.2022 49:06
Corey Zumar talks about the new release of MLflow, 2.0, and what the new major features that are included in the release. Bilal and Corey then discuss managing feature implementation priorities, and selling large-scale project ideas to internal customers, end-users, executives, and the dev team. The discussion also centers around generalizing feature requests to implementations that will work for...
Should you Context Switch when Writing Code? - ML 095 24.11.2022 31:03
Do you multitask? If so, you'll want to check out this episode. We'll cover... The difference between good and bad context switching Some personal stories about context switching on projects Practical tips you can leverage to improve your productivity Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Me...
How To Recession Proof Your Job - BONUS 24.11.2022 1:12:25
Get the Black Friday/Cyber Monday "Focus Blocks Bundle" Deal Coupon Code: "THRIVE" for a GIANT discount Are you looking at all the layoffs and uncertainty going on and wondering if your company is the next to cut back? Or, maybe you're a freelancer or entrepreneur who is trying to figure out how to deliver more value to gain or retain customers? Mani Vaya joins Charles Max Wood to discuss...
Important Questions To Ask When Scoping ML Projects - ML 094 17.11.2022 47:48
Have you ever wondered how to prioritize your ML projects? Today we will talk about... The difference between applied ML and ML frameworks How to effectively scope projects via Heilmeier's Catechism Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Membership Advertising Inquiries: https://redcircle.com...
How To Do Research Spikes - ML 093 10.11.2022 46:59
Have you ever wondered how to efficiently learn topics? In this episode, we discuss how to conduct a research spike within an ML team setting. Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Membership Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/pri...
How to Simplify Data Science with DagsHub Founders - ML 092 27.10.2022 48:03
Have you ever wondered why data science is hard? Well, in this episode we cover some common data science challenges and how the founders of DagsHub are looking to solve them. Sponsors Top End Devs Coaching | Top End Devs Links Dean Pleban Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Become a supporter of this podcast: https://www.spreake...
How to Test ML Code - ML 091 20.10.2022 44:33
In this show, we cover some practical tips for writing reliable ML code. Here are some of the questions we look to answer... What are tests and why should you use them? What's the difference between unit tests and integration tests? What should you test? How should you write tests in python? (the answer is to use pytest) Sponsors Top End Devs Coaching | Top End Devs Enov8, who provides test data m...
AGI, Neuron Simulators, and More with Charles Simon - ML 090 06.10.2022 1:04:08
Charles Simon, BSEE, MSCs is a nationally recognized entrepreneur and software developer who has many years of computer experience in industry including pioneering work in artificial intelligence (AI). Mr. Simon's technical experience includes the creation of two unique AI systems along with software for successful neurological test equipment combining AI development with biomedical nerve signal...
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