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A look at machine learning and specifically Julia's DecisionTree package.It's really easy to load a dataset and then build a predictive model based on the Random Forest algorithm.Code from this screencast is here:nnhttp://nbviewer.ipython.org/github/apptrain/julia_training/blob/master/Machine%20Learning%20with%20Julia.ipynb

Machine Learning with Julia

⏲ 3 min 53 sec ✓ 25-Jun-2015

Normalized Nerd

Random Forest Algorithm Clearly Explained!

⏲ 8 minutes 1 second 👁 262.4K

codebasics

Machine Learning Tutorial Python - 11Random Forest

⏲ 12 minutes 48 seconds 👁 169.8K

The London mayoral election result for the North East constituency read out at the Copper Box Arena by Linzi Roberts-Egan, chief executive of Waltham Forest.

London Mayoral election result- North East

⏲ 3:7 👁 38.5M

Simplilearn

Random Forest Algorithm - Random Forest Explained | Random Forest in Machine Learning | Simplilearn

⏲ 45 minutes 35 seconds 👁 167.8K

Unfold Data Science

Implementing Random Forest In Python|How to Implement Random Forest In Python|Random Forest ML

⏲ 9 minutes 52 seconds 👁 30.2K

Americans admit to ignoring their “check engine” light for an average of four months before addressing it, according to new research.<br/><br/>A new survey of 2,000 American car owners revealed that one in five (20%) even admit to putting it off between six and 18 months.<br/><br/>This may be because almost one-third (32%) will wait “as long as possible” before bringing their car in to get serviced.<br/><br/>In fact, another 39% are likely to wait for an incident or for something to break before even considering bringing their car in for service.<br/><br/>The research also revealed that 35% regret putting their car care off — resulting in unexpected repair fees (39%), emotional stress (22%) and even a roadside emergency (21%).<br/><br/>And while the average American feels that preventative car care is important (93%), almost half (48%) said they push back getting their car serviced because of financial constraints.<br/><br/>Conducted by OnePoll on behalf of Pep Boys, the data showed that when it comes to car care, Americans are prioritizing some things over others with exterior light issues (11%), window and windshield cracks (9%) and the radio or sound system (3%) ranking at the bottom of the list.<br/><br/>Americans have had their current car for an average of seven years and 93% own their car, compared to leasing it (7%).<br/><br/>Each year, the average respondent spends more than $400 on car maintenance ($438) and estimates that they’ve spent an astounding $6,272 in total servicing their current car over the years.<br/><br/>To get their car serviced, Americans are most likely to go to a dealership (31%) or a local mechanic (27%) and the majority (62%) do so every three to six months.<br/><br/>In relation to their other responsibilities, 38% of respondents said caring for their car is a “very high” priority.<br/><br/>Despite this, 21% feel like their car is going to break down any day now.<br/><br/>When asked what would cause the most stress if repairs were needed, engine trouble (66%), bad brakes (33%) and fuel system issues (31%) ranked as the top three.<br/><br/>In fact, 26% even admit that their car stresses them out more than their finances or even personal relationships (14%).<br/><br/>Despite these worries, only 32% of respondents wished they lived somewhere a car wasn’t necessary, perhaps because the majority (65%) don’t believe that life would be easier without one — an indicator of just how important they are to our lives.<br/><br/>WHAT CAR REPAIRS STRESS OUT AMERICANS THE MOST?<br/>● Engine - 66%<br/>● Brakes - 33%<br/>● Fuel system - 31%<br/>● Exhaust system - 16%<br/>● Tires - 15%<br/>● AC/heat unit - 15%<br/> <br/>Survey methodology:<br/>This random double-opt-in survey of 2,000 American car owners aged 25+ was commissioned by Pep Boys between March 29 and April 8, 2024. It was conducted by market research company OnePoll, whose team members are members of the Market Research Society and have corporate membership to the American Association for Public Opinion Research (AAPOR) and the European Society for Opinion and Marketing Research (ESOMAR).

Top reasons Americans avoid taking their car in

⏲ 0:41 👁 83.1M

AssemblyAI

How to implement Random Forest from scratch with Python

⏲ 13 minutes 31 seconds 👁 10.5K

StatQuest with Josh Starmer

StatQuest: Random Forests Part 1 - Building, Using and Evaluating

⏲ 9 minutes 54 seconds 👁 543.8K

The Griffith Observatory in California had a great view of the Mars-Moon occultation. See the Red Planet slip behind the moon and re-emerge in this time-lapse. <br/><br/>Credit: Griffith Observatory | edited by Space.com's edited by Steve Spaleta<br/>Music: Into the Forest I Go by David Celeste / courtesy of Epidemic Sound

Time-Lapse Of Mars Get Eclipsed by Moon In Rare Occultation

⏲ 1:7 👁 515K

IBM Technology

What is Random Forest?

⏲ 5 minutes 21 seconds 👁 37.9K

Intellipaat

Random Forest Explained | Random Forest Algorithm in Machine Learning | Data Science | Intellipaat

⏲ 54 minutes 34 seconds 👁 3.2K

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