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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:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
Principles
- Principle:Diagram of thought Diagram of thought Convergence Assessment
- Principle:Datahub project Datahub SDK Dependency Management
- Principle:Explodinggradients Ragas Results Analysis
- Principle:Mbzuai oryx Awesome LLM Post training Recursive Paper Fetching
- Principle:Microsoft Onnxruntime ONNX Input Schema Definition
- Principle:Apache Spark Build Environment Setup
- Principle:Mistralai Client python Embedding Response Processing
- Principle:Haifengl Smile Data Transformation
- Principle:ClickHouse ClickHouse Lightweight JSON Parsing
- Principle:Sdv dev SDV CTGAN Synthesis
Implementations
- Implementation:Dagster io Dagster OpenAI Resource Wrapper
- Implementation:Rapidsai Cuml GLM C API
- Implementation:Microsoft Autogen MagenticOneGroupChat
- Implementation:Arize ai Phoenix RAG Span Helpers
- Implementation:Lm sys FastChat Gen Model Answer
- Implementation:Sgl project Sglang Json Output Parsing
- Implementation:Webdriverio Webdriverio Bidi LocalTypes
- Implementation:Scikit learn Scikit learn IsolationForest
- Implementation:Avdvg InjectGuard Sim Search
- Implementation:Google deepmind Mujoco Filament Context
Heuristics
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
Environments
- Environment:Protectai Llm guard API Server Deployment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Cohere ai Cohere python Cohere API Credentials
- Environment:Huggingface Trl PEFT LoRA Environment