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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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|---|---|---|
| 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 Prompt Management
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Vespa engine Vespa Document indexing pipeline
Principles
- Principle:TobikoData Sqlmesh Unit Test Creation
- Principle:Ggml org Ggml Image IO
- Principle:NVIDIA NeMo Curator Video Embedding
- Principle:Apache Kafka Partition Load Scheduling
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:Hpcaitech ColossalAI Document Loading
- Principle:Kornia Kornia Deep Edge Detection
- Principle:Sgl project Sglang Quantized Model Export Validation
- Principle:Huggingface Datatrove Exact Deduplication
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
Implementations
- Implementation:Apache Kafka Merge Pr
- Implementation:Ucbepic Docetl Directive Registry
- Implementation:Openai Openai python Shared Custom Tool Input Format
- Implementation:TobikoData Sqlmesh MessageContainer
- Implementation:ARISE Initiative Robosuite TrajUtils
- Implementation:Kornia Kornia CLAHE
- Implementation:Treeverse LakeFS Java SDK StagingApi
- Implementation:Kserve Kserve RDMA Network Configuration
- Implementation:Microsoft DeepSpeedExamples BingBert Turing Models
- Implementation:Langfuse Langfuse Shared Env Config
Heuristics
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:Cohere ai Cohere python Pydantic V1 V2 Compatibility
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
Environments
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Spotify Luigi Python Runtime
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Neuml Txtai Python Core Environment