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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:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:Spotify Luigi Metrics Collection
- Principle:Ucbepic Docetl Top K Document Retrieval
- Principle:Huggingface Trl DPO Training
- Principle:NVIDIA TransformerEngine HF Decoder Layer Replacement
- Principle:Haosulab ManiSkill Environment Testing
- Principle:Volcengine Verl Trajectory Reward Shaping
- Principle:Spotify Luigi Data Export
- Principle:Openai Openai agents python Execution Resumption
- Principle:Mit han lab Llm awq Per Channel Scaling Search
- Principle:Cohere ai Cohere python Streaming Chat Request
Implementations
- Implementation:Googleapis Python genai CreateTuningJobConfig Setup
- Implementation:Online ml River Forecaster Forecast
- Implementation:Astronomer Astronomer cosmos DbtKubernetesOperator Execute
- Implementation:Microsoft LoRA NLG Eval Script
- Implementation:Arize ai Phoenix CorrectnessEvaluator
- Implementation:Apache Hudi CompactionPlanStrategy Select
- Implementation:NVIDIA DALI Plugin Manager Load Library
- Implementation:Pytorch Serve Torchserve Grpc Client
- Implementation:ArroyoSystems Arroyo Pipelines Table
- Implementation:Junyanz Pytorch CycleGAN and pix2pix HTML Gallery
Heuristics
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Apache Airflow Scheduler Performance Tuning
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
Environments
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Vllm project Vllm Python
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Alibaba MNN GPU OpenCL Environment