4.9 • 848 Ratings
🗓️ 18 January 2021
⏱️ 52 minutes
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Support my new podcast: Lefnire's Life Hacks
Server-side ML. Training & hosting for inference, with a goal towards serverless. AWS SageMaker, Batch, Lambda, EFS, Cortex.dev
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0:00.0 | Welcome back to Machine Learning Guide. I'm your host, Tyler Rinelli. |
0:05.0 | MLG teaches the fundamentals of machine learning and artificial intelligence. |
0:09.0 | It covers intuition, models, math, languages, frameworks, and more. |
0:13.0 | Where your other machine learning resources provide the trees, I provide the forest. |
0:18.0 | Visual is the best primary learning modality, but audio is a great supplement during exercise commute and chores. |
0:25.6 | Consider MLG your syllabus with highly curated resources for each episode's details at OCdevel.com forward slash MLG. |
0:35.6 | I'm also starting a new podcast which could use your support. It's called |
0:39.9 | Lefnear's Life Hacks and teaches productivity focused tips and tricks, some which could prove |
0:45.5 | beneficial in your machine learning education journey. Find that at Ocdevel.com forward slash |
0:51.9 | LLH. You're listening to Machine Learning Applied, and in this episode we're going to talk about |
0:57.7 | machine learning hosting solutions out there with a special emphasis on serverless technology. |
1:03.3 | In the last machine learning applied episode, we talked about various tech stack solutions, |
1:08.6 | especially for serverless solutions for hosting your server. |
1:13.1 | The Amplify stack in particular uses behind the hood AWS Lambda. |
1:18.0 | And AWS Lambda is a very popular solution for serverless architectures. |
1:22.8 | AWS Lambda lets you write a single code function, whether it's Node.js or Python, |
1:29.1 | and then that function in conjunction with AWS API Gateway, will be exposed as a rest endpoint that your client can |
1:35.8 | call. Very powerful and saves you a lot of time and heartache. Now, we want to achieve this |
1:41.1 | level of functionality when deploying our machine learning models. So in this episode, |
1:45.7 | when I'm talking about machine learning deployment solutions, I want to push towards as much |
1:50.7 | of a serverless solution for deploying your machine learning models as possible. Now, I want to |
1:55.7 | preface by saying my own experience in machine learning hosting is slightly unlimited and in my experience trying to find |
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