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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:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:MaterializeInc Materialize Docker Image Build
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:CrewAIInc CrewAI Crew Training And Testing
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Sdv dev SDV Sequential data synthesis
Principles
- Principle:Gretelai Gretel synthetics WGAN GP Training
- Principle:Pola rs Polars Data Type Transformation
- Principle:TobikoData Sqlmesh Sqlmesh Initialization For Dbt
- Principle:Axolotl ai cloud Axolotl Package Build Configuration
- Principle:Mit han lab Llm awq Fused Normalization
- Principle:Roboflow Rf detr Dataset Preparation
- Principle:Speechbrain Speechbrain HiFi GAN Vocoder Training
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
- Principle:Alibaba ROLL Knowledge Distillation Configuration
- Principle:Dagster io Dagster Run Configuration
Implementations
- Implementation:FMInference FlexLLMGen DeepSpeed Sharded MoE
- Implementation:Deepset ai Haystack Pipeline Run For Evaluation
- Implementation:Alibaba MNN Protobuf API PB H
- Implementation:Sktime Pytorch forecasting EncoderDecoderTimeSeriesDataModule
- Implementation:Isaac sim IsaacGymEnvs MotionLib
- Implementation:Evidentlyai Evidently Legacy Load Snapshots
- Implementation:Datahub project Datahub ProtobufDatasetVisitor
- Implementation:TobikoData Sqlmesh UseColumns
- Implementation:ArroyoSystems Arroyo Create Connection Page
- Implementation:CrewAIInc CrewAI Docs Navigation Config
Heuristics
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Helicone Helicone Tiered Pricing Threshold Matching
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
Environments
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Langgenius Dify Vector Database Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Predibase Lorax Model Source Credentials
- Environment:Sgl project Sglang CPU
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Heibaiying BigData Notes Flink 1 9 Environment