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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:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Huggingface Optimum GPTQ Quantization
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
Principles
- Principle:ARISE Initiative Robosuite Robot Base Model Design
- Principle:AUTOMATIC1111 Stable diffusion webui Model Architecture Abstraction
- Principle:Langgenius Dify InputValidation
- Principle:Spotify Luigi Database Data Loading
- Principle:Kserve Kserve Model Lifecycle Management
- Principle:Elevenlabs Elevenlabs python Audio Sample Preparation
- Principle:Haosulab ManiSkill Vectorized Environment Wrapping
- Principle:Speechbrain Speechbrain Beam Search Decoding
- Principle:Mlc ai Web llm Multi Model Routing
- Principle:NVIDIA NeMo Curator Video Export
Implementations
- Implementation:Wandb Weave Prompt Classes
- Implementation:Zai org CogVideo Video Autoencoder Loss
- Implementation:Lance format Lance Java CompactionTask
- Implementation:Google deepmind Mujoco MJWarp Collision Primitive Core
- Implementation:NVIDIA TransformerEngine PyTorch Ext Cast
- Implementation:Ggml org Ggml Ggml quantize chunk
- Implementation:Apache Shardingsphere DatabaseMetaDataPersistFacade Persist
- Implementation:Elevenlabs Elevenlabs python GetKnowledgeBaseSummaryUrlResponseModel
- Implementation:Infiniflow Ragflow FilesActionCell Component
- Implementation:Avhz RustQuant Cashflow
Heuristics
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:BerriAI Litellm Observability Stack
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:Sgl project Sglang Distributed
- Environment:Huggingface Datasets JAX Integration