| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# How to create a validation set for image classification" | |
| ] | |
| }, | |
| { |
Super Kurs und super (online kostenlos zu lesendes) Buch. Sehr anschaulich erklärt.
Sehr aufwendig produzierter Kurs vom MIT zum Thema Deep Learning mit mehreren fortgeschrittenen Themen in späteren Videos
"Introduction to Deep Learning" Kurs der TU München
| class Interpreter: | |
| def __init__(self, model, dl): | |
| self.model = model | |
| self.dl = dl | |
| if hasattr(model, "loss"): | |
| self.loss_func = self.model.loss | |
| self.losses = torch.empty(0) | |
| self.model.eval() | |
| for batch in tqdm.tqdm(self.dl): | |
| x, y = batch |
This is meant to be as a reminder to myself and as a quick and dirty reference to others (heavily inspired by: https://www.techalyst.com/posts/laravel-hosting-with-digital-ocean-droplet-step-by-step-tutorial). It assumes you want to install a Laravel app afterwards, but it should be easily adaptable to other PHP apps.
I know that there are probably much more things you could config in your nginx (and maybe you should), but this works for now for me. I might update this with new things I learn.
Choose the region that is nearest to you.
| from fasthtml.common import * | |
| from dataclasses import make_dataclass, fields | |
| import datetime | |
| from pathlib import Path | |
| import yaml | |
| def create_dataclass_from_schema(schema_dict, cls_name="DynamicClass"): | |
| str2type = { | |
| "str": str, |
| from fasthtml.common import ( | |
| fast_app, | |
| serve, | |
| Main, | |
| H1, | |
| Article, | |
| Div, | |
| Form, | |
| Textarea, | |
| NotStr, |
| ➜ random_experiments uv run agent.py | |
| Reading inline script metadata from `agent.py` | |
| Enter your message or type 'exit' to quit. | |
| 👨💻User: what is the biggest file in the current folder? | |
| Reasoning: To find the biggest file in the current folder, I first need to list the files | |
| in the current directory. Once I have the list, I can inspect each file's size and | |
| determine which one is the largest. The `list_files` function will give me the names of the | |
| files, and then I can use `run_cmd` with a command like `ls -l` or `du -h` to get their | |
| sizes. | |
| Selected Function: list_files |
| # /// script | |
| # dependencies = [ | |
| # "dspy", | |
| # "rich" | |
| # ] | |
| # /// | |
| import dspy | |
| import os | |
| import inspect |