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1,118
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:Langfuse Langfuse Evaluation pipeline
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Apache Dolphinscheduler RPC Service Communication
Principles
- Principle:Kornia Kornia ONNX IO Mapping
- Principle:Intel Ipex llm LoRA Adapter Injection QLoRA
- Principle:Huggingface Datasets Distributed Dataset Splitting
- Principle:Microsoft Semantic kernel Agent Plugin Equipment
- Principle:Huggingface Diffusers Training Environment Setup
- Principle:Lm sys FastChat Train Test Data Splitting
- Principle:Onnx Onnx Model Loading
- Principle:Datahub project Datahub Client Authentication
- Principle:Ucbepic Docetl Data Preparation
- Principle:Obss Sahi Result Visualization
Implementations
- Implementation:Langchain ai Langchain OpenAI Model Profiles
- Implementation:Langgenius Dify Modal Context
- Implementation:NVIDIA TransformerEngine Userbuffers Header
- Implementation:Norrrrrrr lyn WAInjectBench image ensemble detect
- Implementation:PrefectHQ Prefect Task Decorator
- Implementation:Ollama Ollama Imagegen Dispatch
- Implementation:Hiyouga LLaMA Factory WebUI Common
- Implementation:BerriAI Litellm Enterprise User Endpoints
- Implementation:Openai Openai agents python Codex Same Thread Pattern
- Implementation:CrewAIInc CrewAI YouTube Video Search Tool
Heuristics
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Kserve Kserve Server Side Apply For CRDs
Environments
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Tensorflow Serving Docker Runtime Environment