Main Page
27,667
Total Pages
1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Rapidsai Cuml Sklearn Zero Code Acceleration
- Workflow:Huggingface Datasets Hub Publishing
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Openai Evals Running an eval set
Principles
- Principle:Googleapis Python genai Tuning Job Configuration
- Principle:Online ml River Multi Output Learning
- Principle:DistrictDataLabs Yellowbrick Dataset Management
- Principle:Bentoml BentoML Cloud Authentication
- Principle:Ggml org Ggml Vision Encoder Execution
- Principle:Lm sys FastChat Distributed SFT Training
- Principle:Ggml org Llama cpp LoRA Model Merging
- Principle:Wandb Weave Version Bump Dev
- Principle:Wandb Weave Dataset Preparation
- Principle:Treeverse LakeFS S3 Commit Management
Implementations
- Implementation:Mlc ai Mlc llm Error Protocol
- Implementation:Scikit learn Scikit learn GaussianProcessRegressor
- Implementation:Open compass VLMEvalKit CCOCR Doc Parsing Evaluator
- Implementation:Huggingface Datatrove HuggingFaceDatasetReader
- Implementation:Open compass VLMEvalKit ReasonMap Plus
- Implementation:Ollama Ollama Sampling Ext
- Implementation:SqueezeAILab ETS Grade Answer
- Implementation:Google deepmind Mujoco MJX Scan
- Implementation:LLMBook zh LLMBook zh github io Quantize Func
- Implementation:NVIDIA NeMo Aligner Prepare Packed DPO Dataset
Heuristics
- Heuristic:Nautechsystems Nautilus trader Strategy On Start Initialization
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
Environments
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Kserve Kserve Leader Worker Set
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Vllm project Vllm Distributed
- Environment:Huggingface Datatrove Python Runtime
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Tensorflow Tfjs Python Converter
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Hiyouga LLaMA Factory Quantization Dependencies