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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.
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| 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:Mlflow Mlflow LLM Tracing
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Mlflow Mlflow Model Serving
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Facebookresearch Audiocraft MusicGen Training Pipeline
Principles
- Principle:Deepset ai Haystack Structured Logging
- Principle:Microsoft LoRA LoRA Checkpoint Evaluation
- Principle:Ollama Ollama GGUF Model Conversion DeepSeek2
- Principle:Trailofbits Fickling Pickle Dataset Analysis
- Principle:Tensorflow Tfjs Python Model Export
- Principle:Online ml River Optimizer Configuration
- Principle:Eventual Inc Daft AI Prompt Invocation
- Principle:Microsoft LoRA Weight Merging for Inference
- Principle:Guardrails ai Guardrails ValidatorEcosystem
- Principle:Cypress io Cypress Cloud Telemetry Recording
Implementations
- Implementation:Wandb Weave Bump Version Dev
- Implementation:Elevenlabs Elevenlabs python RealtimeConnection
- Implementation:Langchain ai Langchain ChatOpenAI Constructor
- Implementation:Alibaba MNN Onnx Export Script
- Implementation:Microsoft Playwright Chromium Protocol Types
- Implementation:Microsoft DeepSpeedExamples Local Stable Diffusion Pipeline
- Implementation:Helicone Helicone Unified Model Registry
- Implementation:Facebookresearch Audiocraft GeneralUtils
- Implementation:Risingwavelabs Risingwave Docker Environment Config
- Implementation:LaurentMazare Tch rs Group Norm
Heuristics
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
Environments
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Openai Evals Optional Provider APIs
- Environment:Sdv dev SDV Python Runtime
- Environment:Sail sg LongSpec Training Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Spotify Luigi PostgreSQL Server
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies