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You don't need forty hours of Python for AI. You need one slice: plain Python, NumPy, pandas, charts, one real scikit-learn model, ...

Hello, and welcome to LateNiteLecturer. This video comes before lesson 1 of Introduction to Machine Learning with pandas: what ...

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Part 2 of Python for AI. Last time you built one neuron by hand and did the calculus yourself. Tonight PyTorch does the calculus, ...

Every model so far learned from rows where the answer was known. In this final lesson you find groups when there is no answer ...

How do you get a data file into Python? With pandas, one line reads a CSV file and gives you back a table. In this first lesson of ...

Machine Learning in Data Science | ML Basics for Beginners Want to understand Machine Learning in Data Science?

Union find. Telecom companies laying 2027 fibre to villages face exactly today's question: how do you connect everyone with the ...

Before a model can learn, you have to tell it what to learn from and what to predict. In this lesson you name the features and the ...

Your decision tree scored 72 per cent, but is that any good? In this lesson you find out, in three ways. You compare the model with ...

Some questions have a category for an answer: which species is this penguin? In this lesson you train a decision tree to predict ...

Your AI agent is confident. And wrong. It answers instantly, never pausing to think, never checking its work. In this episode, we fix ...

Real data is never perfect: missing values, rows that appear twice, and impossible numbers like an age of -5. In this ...

Follow a complete beginner through a free, week-by-week roadmap to learn AI: Python, NumPy and Pandas, machine learning ...

Topological sort. Every time a 2027 build tool compiles your project, or a package installer sets up a library, it works out an order ...

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Learn how t-SNE can be used to reduce high-dimensional data and visualize similarities between observations. This tutorial uses ...

In lesson 10 the decision tree could not find a single Chinstrap penguin. In this lesson you give the model more to work with.

Your first machine learning model. In this lesson you train a linear regression to predict a penguin's body mass from its flipper ...