Learn AI on fits.net

Curated tutorials you can follow along with on your GPU desktop. Watch the video, code along in your instance.

PyTorch Fundamentals Works on all tiers

Andrej Karpathy: Neural Networks Zero to Hero

Build GPT from scratch. The best deep learning course for understanding transformers.

~20 hours total

Official PyTorch Beginner Series

6-part official series covering tensors, datasets, training loops, and deployment.

~3 hours total

Learn PyTorch for Deep Learning (Zero to Mastery)

Comprehensive course with notebooks. Great for hands-on learning.

~25 hours

Ollama & Local LLMs

Ollama Crash Course Easy install

Run Llama, Mistral, and other models locally. One-line install: curl -fsSL https://ollama.com/install.sh | sh

~15 min • Small models (3B): Starter • Larger models (7B+): Builder recommended

Build with Ollama + Python

Create your own chat interface using Ollama's API and Python.

~20 min

Image Generation Builder tier recommended (8GB+ VRAM)

Diffusion Models Explained

Understand how Stable Diffusion works under the hood.

~30 min

ComfyUI for Beginners (Sebastian Kamph) Pre-installed

Node-based UI for Stable Diffusion. Just add your models via ComfyUI Manager. Requires 8GB+ VRAM (Builder tier recommended).

~40 min

Jupyter Notebooks Works on all tiers

JupyterLab Pre-installed

Interactive Python notebooks for data science and ML. Already on your desktop - just run it.

YouTube Tutorials →

AI Coding Tools Works on all tiers

Claude

Claude Code Pre-installed

AI coding assistant in your terminal. Just run claude to start.

Free course: Claude Code in Action →

Gemini

Gemini CLI Pre-installed

Google's AI in your terminal. Just run gemini to start.

Gemini CLI on GitHub →

Quick Start Commands

Run these in your desktop terminal to get started:

# Install & run a local LLM

curl -fsSL https://ollama.com/install.sh | sh && ollama run llama3.2:3b

# Launch JupyterLab (pre-installed)

jupyter lab

# Launch ComfyUI (pre-installed) - or use desktop shortcut

source ~/comfyui-venv/bin/activate && python ~/ComfyUI/main.py --listen

# Check GPU is working

python3 -c "import torch; print(torch.cuda.is_available())"

# Start AI coding assistant

claude

# Start Gemini CLI

gemini

Ready to start learning?

Get your own GPU desktop and follow along with any of these tutorials.

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