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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:Openai Openai python Audio Processing
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
Principles
- Principle:Infiniflow Ragflow Keyword Extraction
- Principle:OpenGVLab InternVL Supervised Training Loop
- Principle:Langgenius Dify Document Upload
- Principle:Ggml org Llama cpp Speculation Initialization
- Principle:Turboderp org Exllamav2 Dataset Loading
- Principle:Infiniflow Ragflow Agent Creation
- Principle:DataTalksClub Data engineering zoomcamp Spark Session Initialization
- Principle:Openclaw Openclaw CLI Bootstrap
- Principle:DistrictDataLabs Yellowbrick Visual Pipeline Integration
- Principle:Sktime Pytorch forecasting Series Decomposition
Implementations
- Implementation:Google deepmind Mujoco jax vmap for MJX
- Implementation:Sdv dev SDV BaseMultiTableSynthesizer Fit
- Implementation:Tensorflow Tfjs Container Test
- Implementation:Huggingface Open r1 Trainer Save and Push
- Implementation:Duckdb Duckdb Miniz Compression
- Implementation:Interpretml Interpret DataSetInteraction
- Implementation:TobikoData Sqlmesh Bot CLI Entry
- Implementation:BerriAI Litellm Lowest Cost Strategy
- Implementation:Mlc ai Web llm JSON Parse Output
- Implementation:Openai Openai python Moderations Resource
Heuristics
- Heuristic:Scikit learn Scikit learn Data Leakage Prevention
- Heuristic:Eric mitchell Direct preference optimization Activation Checkpointing Memory
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
Environments
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Datahub project Datahub Java Build
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Ucbepic Docetl Docker Deployment