Machine Learning with Python
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Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers.

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A guide to Loop Engineering has been released β€” a new approach to working with AI agents

The repository loop-engineering has been published, offering a paradigm shift: instead of manually prompting AI agents, the developer designs a cycle that does this automatically. πŸ”„πŸ€–

The author notes that most people still use Claude Code, Codex, Cursor, and Grok as a regular chat: prompt β†’ wait β†’ copy β†’ correct β†’ prompt again. Loop Engineering proposes to stop being a "nanny" for the agent and instead build a system where agents work, check, correct, and escalate on their own. πŸ› οΈβš™οΈ

The repository includes ready-made cycles for daily triage, PR, CI, dependencies, changelog, and issues. It includes CLI for creating cycles, evaluating tokens, auditing the repository, and safely running agents via GitHub Actions. πŸ“‹βœ…

"Prompt engineering was about how to write better prompts. Loop engineering is about creating a system where agents continue to work without your supervision at every step," the description says. πŸš€πŸ§ 

The repository is available on GitHub.

Repository: https://github.com/cobusgreyling/loop-engineering

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A Chinese developer has released an open-source replacement for NumPy that performs calculations on GPUs. It's called CuPy πŸš€. In many cases, it's enough to replace a single line:

import cupy as cp

The same code can run on CUDA up to 100 times faster ⚑️.

What it can do:
β†’ Compatible with existing NumPy and SciPy code πŸ› οΈ.
β†’ No need to rewrite the program or learn new syntax πŸ“.
β†’ Supports not only CUDA but also AMD ROCm πŸ’».

The project is completely open-source πŸ“‚:
πŸ”— https://github.com/cupy/cupy

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Transformers become more understandable when you can "poke" the model directly. 🧠✨

Transformer Explainer is an interactive visualization tool for studying how text-generating transformer-based models, such as GPT, work. πŸ”

It helps connect the architecture with real behavior by running a live GPT-2 directly in the browser, allowing you to enter your own text and showing how the internal components work together to predict the next tokens. πŸ”„πŸ“

Key features: 🌟

- Live GPT-2 in the browser - experiment without setting up a separate model server πŸ’»
- Your own text - try your own prompts and see how the model processes them ✍️
- Internal components - observe the operations working inside the transformer πŸ”§
- Focus on predicting the next token - link each visual step to the model's predictions 🎯
- Local development - clone the repository, install dependencies, and run via npm for in-depth study βš™οΈ

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https://github.com/poloclub/transformer-explainer

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Machine Learning with Python
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