Intro to Machine Learning: Lesson 1


  1. Tyler Lanigan

    February 1, 2018 at 11:21 pm

    I'm trying to find these course on the website. Have they been released yet?

  2. musicloveray

    February 23, 2018 at 8:35 am

    kaggle official api now supports cli data download

  3. Sam Silver

    May 8, 2018 at 6:19 pm

    Wow so fortunate to have stumbled on this! You're building great content, Jeremy — thanks so much from someone who's life has been turned around thanks to the open source courseware available thanks to people like you 🙂

  4. Joseph Peter

    May 26, 2018 at 6:31 am

    A note of thanks from me as well. It is very generous on your part to put in such an effort to train and develop new ML/DL practitioners (and for free as well)..By democratizing ML/DL, you are playing a key role in spreading a technology that should have a transformative impact on humankind. God bless you teacher!

  5. Kumar Abhishek

    July 25, 2018 at 5:49 am

    RandomForestRegressor(n_jobs=-1) , what is the role of n_jobs =-1 in this line of code?

  6. Amit Redkar

    August 28, 2018 at 3:11 am

    Does it have a second lesson, if yes can someone please post a link?


    September 21, 2018 at 6:56 pm

    Excited to work on this! is truly an extraordinary initiative!

  8. Oshan Modi

    September 27, 2018 at 11:33 am

    these lessons are so practical. referring the underlying code for each function to understand the usage is the best way to learn python and coding in general. glad i came across this series.

  9. Stephen Lau

    October 6, 2018 at 2:57 pm

    I am a newbie in machine learning and I too can't wait to start! Thanks for doing this!

  10. Aseem Bansal

    October 14, 2018 at 5:13 pm

    To everyone asking questions here you should go to Upvote this comment so others can see this.

  11. Yuki

    October 15, 2018 at 6:53 am

    It's so practical!

  12. Spice It Up with Fatima

    October 28, 2018 at 7:40 am

    does this course teach math like andrew ng's course?

  13. Omar

    October 30, 2018 at 12:54 pm

    At 1:14:22, Jeremy says the data is sorted by date, but I don't think that was done in the notebook..? The original data from kaggle is not sorted by date either.

  14. Soumya

    November 13, 2018 at 7:18 am

    thank you Jeremy ..u r awesome

  15. Shrey Dixit

    November 21, 2018 at 1:57 pm

    Where can I find assignments of this course?

  16. Gábor Mihály

    November 28, 2018 at 11:17 am

    If you are sad, apply_cats. First you have to train_cats.

  17. Stepan Lavrinenko

    December 10, 2018 at 4:30 am

    I don't think the latest fastai has fastai.structured. Sorry, I did find this:

  18. Travis Moe

    January 13, 2019 at 12:25 am

    At around 2:30 and again at about 4:00 he mentions various links to information on cost/benefits of different learning environments as well as links to "workshop" videos that walk through the setup process. I cant seem to find these at Anyone know exactly where he is referring? Thanks

  19. Alex Chatwin

    January 13, 2019 at 2:26 pm

    Jeremy i am so humbled in you putting this out there. I am very grateful. Thanks. Alex

  20. Sam Torres

    January 18, 2019 at 4:35 am

    where do i find the jupyter notebooks? the ones Jeremy made?

  21. Mike G

    February 1, 2019 at 4:35 am

    This is amazing! The Feather advice is going to save me years of my life.

  22. Ebube Williams

    February 2, 2019 at 2:26 pm

    I keep getting this error. On crestleai
    ModuleNotFoundError: No module named 'fastai.structured'

  23. Harmeet Singh

    February 25, 2019 at 10:20 am

    Can we use kaggle as a gpu provider to follow this course?

  24. Soufiane Harbouli

    April 12, 2019 at 10:18 pm

    Thank you

  25. Nathan Young

    May 14, 2019 at 7:44 am

    I can't see the cards he talks about. Can everyone else?

  26. Ronnie

    May 22, 2019 at 7:56 am

    On the website there is an embedded Youtube Player? But then he tells us not to watch it on Youtube??

  27. World of Singulart

    June 27, 2019 at 7:38 am

    00:02:19 Crestle pricing has changed. From 3c/h to 78c/h for CPU, from 34c/h to 2.4$/h for GPU. That's unfortunate

  28. Emil Filipov

    July 8, 2019 at 6:40 am

    '…You can either attempt to follow along…'


  29. Randall Buckton

    July 8, 2019 at 2:28 pm

    So I got Crestle, but the website seems to have changed since this video was made, I'm lost and can't navigate my way to Jupyter, and also I am seeing V3, I believe this video is v1. How can I get my environment set up to this specific tutorial/lesson

  30. rafa kovashikawa

    September 4, 2019 at 3:25 pm

    good content but: internet explorer?

  31. 4§4§r1

    October 9, 2019 at 7:37 am

    so i tried importing these into colab but getting errors

    please help

    from fastai.imports import *

    from fastai.structured import *

    from pandas_summary import DataFrameSummary

    from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier

    from IPython.display import display

    from sklearn import metrics

  32. 4§4§r1

    October 9, 2019 at 1:29 pm

    I sorted it, thanks Jame Howard

  33. cheapcigar

    October 11, 2019 at 4:41 am

    I love you Jeremy Howard.

  34. Neil !Armstrong

    October 30, 2019 at 5:42 am

    Many of the imports, command dont work. This course needs to be updated. Some subroutines in the fastai module also seems to have been dropped.

    Overall, great content – but if you are working on a pc, get ready to troubleshoot…. a lot.

  35. Md. Masud Haider

    November 8, 2019 at 3:17 pm

    What are the prerequisites to follow this course?

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