Three tips that will make your life easier — So, you’ve done a few ML courses and feel ready to fish for your first job in the industry, but still wondering: what are the main skills to do ML in the real world? Working at a startup, where the pace is fast and the upside (both intellectually and financially)…

From zero to hero, step by step. — Welcome to my reinforcement learning course! ❤️ Let’s walk this beautiful path from the fundamentals to cutting edge reinforcement learning (RL), step-by-step, with coding examples and tutorials in Python, together! This first part covers the bare minimum concept and theory you need to embark on this journey. …

Stop using CSV and move to Parquet — Are you a data scientist using CSV files to store your data? What if I told you there is a better way? Have you ever heard of the open-source Parquet file format? Can you imagine a lighter 🦋 faster 🏎️ cheaper 💸 file format to save your datasets? Read this…

Even the most advanced AI has its flaws — Would you say Deep Learning models have become so good, that robust AI systems are no longer a dream, but a reality? Do you think you can safely use the latest models published by researchers in any real-world problem, like self-driving cars? Or face recognition software at airports? Convinced that…

Open-source library Sweetviz is the way — Tired of spending “too much time” doing data exploration before training your Machine Learning models? Looking for a faster way to understand data issues and patterns before diving into the fun part of training your ML model? Wanna learn how to train better ML models, by finding and fixing issues…

4 practical tips from a Toptal freelancer — Do you want to become a professional machine learning engineer? Are you tempted to take (yet another) online course on ML to land that first job? Online courses on Machine Learning and Kaggle-style competitions are great resources to learn the fundamentals of machine learning. However, the daily job of a…

The Hands-on RL Course — Part 7 — Policy gradients are a family of powerful reinforcement learning algorithms that can solve complex control tasks. In today’s lesson, we will implement vanilla policy gradients from scratch and land on the Moon 🌗. If you are new to Reinforcement Learning, check the introduction to the course to get the fundamentals…

The Hands-on RL course intermezzo — Tired of training deep learning models on your laptop, at the speed of… a turtle? 🐢 Not enthusiastic about buying an expensive GPU or optimizing cloud services bills? 💸 Wish there was a better way to do it? Luckily for you, the answer to the last question is yes. This…

Share your ML app with the world today — Ready to share your ML work with a fast and elegant ML app? If you are a data science/machine learning engineer developing projects inside a Jupyter notebook and uploading them to Github, you’ve probably noticed the world rarely finds them. …