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:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Lance format Lance Version Management
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Run llama Llama index ReAct Agent
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Run llama Llama index RAG Query Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui LDSR Upscaler
- Principle:Neuml Txtai Voice Capture
- Principle:Infiniflow Ragflow Application Embedding
- Principle:Deepset ai Haystack Query Text Embedding
- Principle:Apache Hudi Result Delivery
- Principle:Tencent Ncnn Top K Classification
- Principle:Arize ai Phoenix Experiment Result Analysis
- Principle:Tensorflow Serving Version Policy Configuration
- Principle:Fastai Fastbook Classifier Data Preparation
- Principle:Ggml org Llama cpp Quantization
Implementations
- Implementation:Sgl project Sglang Program State Fork Join
- Implementation:Roboflow Rf detr Supervision Annotators
- Implementation:Kubeflow Pipelines XGBoost Train Incremental
- Implementation:Guardrails ai Guardrails Validator Tracing
- Implementation:SeleniumHQ Selenium Closure UI SubMenu
- Implementation:Rapidsai Cuml MBSGDClassifier
- Implementation:Openclaw Openclaw FlyToml RenderYaml
- Implementation:Farama Foundation Gymnasium HalfCheetahEnv V5
- Implementation:Google deepmind Mujoco Render GL2
- Implementation:Ray project Ray Serve DeploymentInfo
Heuristics
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
Environments
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Dagster io Dagster GRPC Communication
- Environment:Apache Kafka Committer Tools Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Trailofbits Fickling PyTorch