Main Page
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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.
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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:Iterative Dvc Pipeline Reproduction
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:Duckdb Duckdb Building From Source
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:MaterializeInc Materialize dbt Integration
Principles
- Principle:Microsoft Onnxruntime Source Framework Training
- Principle:Google deepmind Mujoco Constraint Solving
- Principle:Pytorch Serve Environment Setup
- Principle:Ollama Ollama GGUF Model Conversion Mistral Causal
- Principle:Huggingface Datatrove Token Statistics
- Principle:AUTOMATIC1111 Stable diffusion webui Attention Optimization
- Principle:InternLM Lmdeploy Generation Configuration
- Principle:OpenRLHF OpenRLHF DeepSpeed Checkpoint Conversion
- Principle:Webdriverio Webdriverio Reporter Pattern
- Principle:Allenai Open instruct Beaker Experiment Launch
Implementations
- Implementation:FMInference FlexLLMGen DeepSpeed Autotuning Utils
- Implementation:Online ml River Tree Splitter QO
- Implementation:ContextualAI HALOs BradleyTerryTrainer Train
- Implementation:Lance format Lance ListEncoding
- Implementation:Lance format Lance Commit Compaction
- Implementation:Mistralai Client python Message Models
- Implementation:Apache Druid Website Redirects
- Implementation:Ray project Ray Deploy Jars
- Implementation:Ggml org Llama cpp Chat Peg Parser Header
- Implementation:PrefectHQ Prefect PrefectDbtRunner Invoke
Heuristics
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Groq Groq python Streaming Usage Stats
Environments
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Apache Airflow Docker Container Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime