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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:Ggml org Llama cpp Multimodal Inference
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Sgl project Sglang Offline Batch Inference
Principles
- Principle:CARLA simulator Carla Recording Introspection
- Principle:Wandb Weave Client Initialization
- Principle:BerriAI Litellm Custom Logger Development
- Principle:Pyro ppl Pyro Posterior Predictive Analysis
- Principle:Sdv dev SDV Demo Data Loading
- Principle:Huggingface Diffusers Quantized Model Loading
- Principle:Apache Dolphinscheduler Plugin Artifact Provisioning
- Principle:MarketSquare Robotframework browser Plugin Documentation Generation
- Principle:Neuml Txtai Sparse Retrieval
- Principle:Deepseek ai Janus Response Decoding
Implementations
- Implementation:Vllm project Vllm OpenAI Chat Completions
- Implementation:Pytorch Serve Wav2Vec2 Handler
- Implementation:Sgl project Sglang Marlin Dequant
- Implementation:Getgauge Taiko ListItemWrapper
- Implementation:Alibaba ROLL I18n En Code
- Implementation:Duckdb Duckdb Generate Settings
- Implementation:Microsoft Autogen Studio Datamodel Pydantic Types
- Implementation:Online ml River Bandit Evaluate
- Implementation:Recommenders team Recommenders Databricks Install
- Implementation:Huggingface Open r1 Run Benchmark Jobs
Heuristics
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
Environments
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Microsoft Onnxruntime Python Inference Environment