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:LaurentMazare Tch rs LLM Text Generation
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Bigscience workshop Petals Distributed Text Generation
Principles
- Principle:Romsto Speculative Decoding Model Loading
- Principle:Datahub project Datahub Protobuf Schema Conversion
- Principle:EvolvingLMMs Lab Lmms eval Job Submission
- Principle:Alibaba ROLL SFT Worker Initialization
- Principle:Trailofbits Fickling Pickle Dataset Analysis
- Principle:Apache Beam Result Commitment
- Principle:Googleapis Python genai Image Generation
- Principle:Nightwatchjs Nightwatch Extension Path Configuration
- Principle:Microsoft Agent framework Chat Client Configuration
- Principle:Kubeflow Kubeflow Tune Hyperparameters
Implementations
- Implementation:Microsoft Agent framework Edge Condition
- Implementation:Protectai Llm guard Input BanSubstrings
- Implementation:DistrictDataLabs Yellowbrick Dataset Containers
- Implementation:EvolvingLMMs Lab Lmms eval Padding Requests
- Implementation:DevExpress Testcafe BrowserConnection
- Implementation:Datajuicer Data juicer VideoDepthEstimationMapper
- Implementation:Open compass VLMEvalKit MEGABench Evaluator
- Implementation:Pyro ppl Pyro ProfileHMM
- Implementation:SeleniumHQ Selenium Closure SafeStyleSheet
- Implementation:Hpcaitech ColossalAI Train Prompts On Ray
Heuristics
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:NVIDIA DALI Memory Pool Tuning
Environments
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU