learn ai/ml. find your path.
the research landscape moves fast and it's easy to drown. ogpath gives you a curated, practical learning path into any ai/ml sub-field — real resources, runnable code, no fluff.
free · no account · 7 curated paths and counting
how it works
pick a focus
choose an ai/ml sub-field — computer vision, nlp, generative ai, or reinforcement learning.
get a curated path
we hand back an ordered set of modules: what to learn, why it matters, and the best source for each.
learn it, prove it
every module links runnable code and ends with a short checkpoint — pass it to master the module and watch your progress fill in.
paths to explore
7 areas, hand-curated.
computer vision fundamentals
from image classification to detection, segmentation, and vision transformers.
nlp & the transformer
embeddings, the transformer, pretrained models, and building real apps on top.
generative ai foundations
gans, diffusion, and large language models — the theory and the code to ship.
reinforcement learning, practically
markov decision processes, q-learning, policy gradients, and deep rl in practice.
machine learning foundations
data, training, evaluation, and the core algorithms every other path builds on — the right place to begin.
mlops & production ml
take a model from notebook to production: tracking, serving, monitoring, and the systems thinking around it.
ai agents & automation
tool use, planning, memory, and multi-agent systems — how llms move from answering to doing real work.
frequently asked
- What is ogpath?
- ogpath turns any ai/ml topic into an ordered learning path — a sequence of modules, each pairing the best resource to read or watch with runnable code.
- Is ogpath free?
- Yes. Browsing and generating paths is free and requires no account. Your saved paths and progress are kept automatically on your device.
- Are the resources up to date?
- Curated paths are hand-verified. Any other topic is generated on demand using live web search, so the resources and links reflect what's current at the time you generate.
- Which ai/ml subfields are covered?
- Curated paths cover computer vision, nlp, generative ai, and reinforcement learning, and you can generate a path for any other ai/ml topic.
- Does ogpath test my understanding?
- Yes — each module ends with a short, grounded checkpoint quiz. Pass it to master the module; your mastery is tracked across the path. It's active recall, not points or streaks.
stop bookmarking. start building.
pick a focus and get a path you can act on in the next five minutes.
start your path