# After The Bootcamp 🎓

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## Use a Dynamic Cheat Sheet
* [The Book of Secret Knowledge](https://github.com/trimstray/the-book-of-secret-knowledge)
* [Interview Questions and Exercises](https://github.com/bregman-arie/devops-exercises)

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## Improve Your SQL 💾
* [Interactive SQL course @ Codecademy](https://www.codecademy.com/learn/learn-sql)
* [Learn BigQuery (which is queried via SQL)](https://codingisforlosers.com/learn-bigquery-sql/)

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## Brad's Favorite Free Learning Resources 🎯
* [Yann LeCun's Free Deep Learning Course from NYU](https://cds.nyu.edu/deep-learning/)
* [Tensorflow Tutorials](https://www.tensorflow.org/tutorials)
* [PyTorch Tutorials](https://pytorch.org/tutorials/)
* [HuggingFace Course on Transformers](https://huggingface.co/course/chapter0/1?fw=pt)
* [Github Trending Repos](https://github.com/trending)
* [Kaggle Winners Code](https://www.kaggle.com/code?types=competitions)

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## Paid Resources 💰
* [O'Reilly Expert Playlists](https://learning.oreilly.com/playlists/discover/)
   * Access through [University Library (e.g Penn)](https://franklin.library.upenn.edu/catalog/FRANKLIN_9931899103503681)
* [Coursera Career Certificates](https://www.coursera.org/career-academy?trk_ref=camodule)

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## Recommended Mailing Lists and Online Groups 📧💻
* [Deep Learning Weekly](https://www.deeplearningweekly.com/)
* [Reddit Machine Learning](https://www.reddit.com/r/MachineLearning/)

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## Recommended Professional Groups 👥
* [ACM](https://www.acm.org/)
* [Women in Data](https://www.womenindata.org/)

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## Job Boards and Gigs 📋
* [LinkedIn](https://www.linkedin.com/)
* [Wellfound](https://wellfound.com/role/r/machine-learning-engineer)
* [Hacker News "Who's Hiring" Thread](https://news.ycombinator.com/item?id=33818037)
   * [Collection of all posts](https://hnhiring.com/)
* [Turing](https://www.turing.com/)
* [Indeed](https://www.indeed.com/)
* [Toptal](https://www.toptal.com/)
* [RemoteOK](https://remoteok.io/)
* [StackOverflow Jobs](https://stackoverflow.com/jobs/)
* [TopCoder](https://www.topcoder.com/)
* [Experfy](https://www.experfy.com/)
* [Upwork](https://www.upwork.com/)

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## Salary Comparison Tools 💰
* [Levels.fyi](https://www.levels.fyi)
* [Stack Overflow Developer Survey (#work-salary)](https://survey.stackoverflow.co/2022/#work-salary)

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## On-Demand Help 🆘
* [Patreon @ $100/month](https://www.patreon.com/bradflaugher)
* [Wyzant @ $100/hour](https://www.wyzant.com/Tutors/bradmachinelearning)

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# END

