ML in the real world, Reinforcement Learning, and Freelancing tips
Datamachines by Pau Labarta Bajo
Hi guys 👋
In the real world, ML is a tool to solve business problems. Your starting point is always a business problem, and then the data. Once these 2 elements are clearly defined, you are tempted to move to the fun part and start building models.
Wait a second.
Before that, please take a careful look at the data. Explore it, understand it better, and try to improve its quality. Data quality is one of the most powerful levers you can play with to improve your results.
Having said this, lots of ML practitioners completely skip this step and start building models.
Why?
Because they think data exploration is a slow manual process.
And they are wrong.
To help you explore your datasets in a matter of seconds, I wrote a hands-on tutorial and a GitHub repo you can start using for your ML projects.
👉🏽 Fast And Easy Data Exploration For Machine Learning.
Happy data exploration!
And happy week,
Pau
Other resources
How to test ML models in the real-world
How often do you test ML models in a Jupyter notebook, get good results, but still cannot convince your boss that the model should be used right away?
Or maybe you manage to convince her and put the model in production, but you do not see any impact on business metrics?
Luckily for you, there are better ways to test ML models in the real world and to convince everyone (including you) that they add value to the business.
In this article you will learn what these evaluation methods are, how to implement them, and when should you use each.
👉🏽 How To Test ML Models In The Real World
Reinforcement Learning course hits 100 ⭐ on GitHub
Reinforcement Learning (RL) is the kind of machine learning closest to how humans and animals learn. It offers us a path toward building general AI systems that can tackle the most complex problems we can think of.
Let’s walk this beautiful path from the fundamentals to cutting-edge deep reinforcement learning, together with my other 100+ students!
From zero to HERO 🦸🏻🦸🏼🦸🏽🦸🏾🦸🏿🦸♂️🦸♀️
Step by step
Clean Python code
Intuitions, tips and tricks explained.
👉🏽 Reinforcement Learning Course: Hands-On, Step By Step, And Free
Are You A Freelancer? Then Freelance With The Best
Already a freelance professional, but not happy with how it’s been going?
Love taking in new challenges?
Ready to earn more?
If you answered “Yes” to all the above, go read my article to help you get into a top freelance platform, Toptal.
👉🏽 Are You A Freelancer? Then Freelance With The Best
