4.9 • 848 Ratings
🗓️ 26 October 2018
⏱️ 24 minutes
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Support my new podcast: Lefnire's Life Hacks
EDA + charting. DataFrame info/describe, imputing strategies. Useful charts like histograms and correlation matrices.
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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. |
0:39.6 | It's called Lefnear's Life Hacks and teaches productivity focused tips and tricks, |
0:44.5 | some which could prove beneficial in your machine learning education journey. |
0:48.7 | Find that at Ocdevel.com forward slash LLH. |
0:53.8 | You're listening to Machine Learning Applied. |
0:56.0 | This is the second of the visualization episodes. |
0:59.8 | In this one, we're going to talk about exploratory data analysis, aka EDA, as well as some charting |
1:07.2 | fundamentals. |
1:08.7 | So exploratory data analysis, I threw that phrase around a lot in the |
1:13.2 | last episode without describing it. EDA is part of a larger pipeline for your machine learning |
1:20.5 | process or your data science process. This whole umbrella of what's called business intelligence, B.I. |
1:29.0 | Or even just data science. |
1:31.1 | It's sort of the A to Z, the beginning to end pipeline of what you're working on. |
1:36.7 | The whole reason you have a machine learning model in the first place is part of a pipeline. |
1:41.0 | The first part of this pipeline is going to be getting your data from some data source, |
1:45.5 | maybe some data stream like Twitter or some sensors, and then you're going to maybe convert that |
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