The Ultimate Machine Learning Resources for Beginners and Intermediate Enthusiasts
The Ultimate Machine Learning Resources for Beginners and Intermediate Enthusiasts
![The Ultimate Machine Learning Resources for Beginners and Intermediate Enthusiasts](/content/images/size/w2000/2024/02/DALL-E-2024-02-20-15.03.53---Create-a-modern-and-minimalist-graphic-for-the-blog-post-titled--The-Ultimate-Artificial-Intelligence-Resources-for-Beginners-and-Intermediate-Enthusi.webp)
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Learn important machine learning concepts hands-on by writing PyTorch code.
![](https://www.learnpytorch.io/assets/images/social/index.png)
Home - Made With ML
Learn how to responsibly design, develop, deploy and iterate on production ML applications.
![](https://madewithml.com/static/images/mlops.png)
Tensorflow — Neural Network Playground
Tinker with a real neural network right here in your browser.
![](http://playground.tensorflow.org/preview.png)
Understanding binary cross-entropy / log loss: a visual explanation
Have you ever thought about what exactly does it mean to use this loss function?
Precision/Recall Tradeoff
Precision/Recall Tradeoff
![](https://miro.medium.com/v2/resize:fit:624/1*s09uqjUbfHkRn7ZQ6PGsTw.png)
Making Deep Learning go Brrrr From First Principles
![](https://horace.io/img/perf_intro/gpus_go_brrr.webp)
CNN Explainer
An interactive visualization system designed to help non-experts learn about Convolutional Neural Networks (CNNs).
![](https://poloclub.github.io/cnn-explainer/assets/figures/preview.png)
How to Train State-Of-The-Art Models Using TorchVision’s Latest Primitives
![](https://pytorch.org/assets/images/fx-image2.png)
LLMs
My colabs from PyTorch for Deep learning & Machine Learning Youtube video
Linear regression
Google Colaboratory
![](https://colab.research.google.com/img/colab_favicon_256px.png)
Classification
Google Colaboratory
![](https://colab.research.google.com/img/colab_favicon_256px.png)
Computer vision
Google Colaboratory
![](https://colab.research.google.com/img/colab_favicon_256px.png)
Custom DataSets and DataLoaders (pyTorch)
Google Colaboratory
![](https://colab.research.google.com/img/colab_favicon_256px.png)