Machine learning cheat sheets

Machine learning cheat sheets on Sefism, written by Tauseef Fayyaz: every concept in plain words, why it is used and the pitfall that catches people out.

76 sheets
5120 concepts

Free to learn. Credits keep it fair.

Reading is free. Adding a roadmap, keeping a cheat sheet or asking Tauseef a question uses credits, which only make sure the platform goes to people who are actually learning.

15creditswhen you join
1stroadmapfree to add
Morecreditson request, as you learn

Specialise

Go deep in one area of engineering.

Cheat sheet · Specialise
Machine learning cheat sheet
Data, models, deep learning.
Chapters
1. 1Python for data
2. 2The maths you need
3. Data cleaning and feature engineering
+ 5 more
- 8 chapters
- 69 concepts
Opens with credits
Cheat sheet · Specialise
Data science cheat sheet
Statistics, pandas, ML, experiments.
Chapters
1. 1Code for data: Python or R
2. 2Statistics and probability you use
3. SQL for data work
+ 7 more
- 10 chapters
- 76 concepts
Opens with credits
Cheat sheet · Specialise
MLOps and LLMOps cheat sheet
Ship, serve and monitor models.
Chapters
1. 1From notebook to package
2. 2Data and model versioning
3. Experiment tracking and the registry
+ 7 more
- 10 chapters
- 70 concepts
Opens with credits
Cheat sheet · Specialise
PyTorch cheat sheet
Tensors, autograd, nn.Module, training loops, data loading, GPUs, mixed precision, torch.compile, DDP and export in PyTorch.
Chapters
1. 1Tensors
2. 2Autograd
3. Models with nn.Module
+ 6 more
- 9 chapters
- 59 concepts
Opens with credits
Cheat sheet · Specialise
Hugging Face cheat sheet
The Hub, transformers, tokenisers, datasets, fine-tuning, LoRA, quantisation, inference and embeddings with the Hugging Face libraries.
Chapters
1. 1The Hub
2. 2Running models with transformers
3. Tokenisers
+ 5 more
- 8 chapters
- 51 concepts
Opens with credits
Cheat sheet · Specialise
MLflow cheat sheet
Experiment tracking, the tracking server, models and signatures, the Model Registry with aliases, serving, evaluation, GenAI tracing and MLOps.
Chapters
1. 1Tracking experiments
2. 2Autologging, search and the UI
3. Tracking server and stores
+ 6 more
- 9 chapters
- 65 concepts
Opens with credits

Browse the cheat sheets by topic

Each of these is its own page: the foundations shelf, the career shelf, the sheets that are open end to end. The filters above do the same thing without a page load.

Work with me

Stuck on something specific?

Writing only gets you so far. If you want an answer to your situation rather than the general case, book a session and we will work through it together. Sessions are free for approved Sefism members, and a few slots open each week.