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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:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Mage ai Mage ai Building a New Destination Connector
- Workflow:Ray project Ray Serve Deployment
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Shiyu coder Kronos Single Series Prediction
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
Principles
- Principle:Microsoft DeepSpeedExamples Inference Performance Measurement
- Principle:Alibaba MNN LLM Source Acquisition
- Principle:Microsoft Autogen Result Aggregation
- Principle:Arize ai Phoenix Annotation Analysis
- Principle:ClickHouse ClickHouse Submodule Initialization
- Principle:NVIDIA NeMo Aligner Reward Model Serving
- Principle:Nautechsystems Nautilus trader Catalog Data Querying
- Principle:Haosulab ManiSkill Task Environment Definition
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:Anthropics Anthropic sdk python Final Message Retrieval
Implementations
- Implementation:Datahub project Datahub EntityClient Get
- Implementation:FlagOpen FlagEmbedding LLM Embedder Retrieval Trainer
- Implementation:Pyro ppl Pyro MiniPyro Example
- Implementation:Predibase Lorax Chat Completions Handler
- Implementation:Ray project Ray ObjectRefImpl
- Implementation:Apache Beam JobServiceGrpc Connection
- Implementation:Google deepmind Dm control Reference Pose Rewards
- Implementation:Microsoft BIPIA FewShotChatGPT35Defense Process Fn
- Implementation:Cohere ai Cohere python EmbedByTypeResponseEmbeddings Model
- Implementation:Apache Paimon ViewChange
Heuristics
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
Environments
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Langfuse Langfuse PostgreSQL 17