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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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|---|---|---|
| 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:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Pola rs Polars Data IO and Format Conversion
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Microsoft Semantic kernel Vector Store RAG Pipeline
Principles
- Principle:Tensorflow Serving Target Interface
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
- Principle:Helicone Helicone Cost Rate Lookup
- Principle:LaurentMazare Tch rs Generated Tensor Operations
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:Dagster io Dagster Documentation URL Redirect Management
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:Pytorch Serve Recommendation Model Serving
- Principle:Haotian liu LLaVA LoRA Training
- Principle:Isaac sim IsaacGymEnvs Skeletal Motion Representation
Implementations
- Implementation:Microsoft Autogen DatabaseManager Operations
- Implementation:TobikoData Sqlmesh FilterableList
- Implementation:SeleniumHQ Selenium CacheLookup Annotation
- Implementation:InternLM Lmdeploy SamplingTopkKernels
- Implementation:Getgauge Taiko Intercept
- Implementation:Evidentlyai Evidently SDK Artifacts
- Implementation:Openai Evals SelfConsistencySolver
- Implementation:Recommenders team Recommenders Spark Random Split
- Implementation:Puppeteer Puppeteer Browsers Main
- Implementation:Protectai Llm guard Output EmotionDetection
Heuristics
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Mlfoundations Open flamingo KV Cache Classification Optimization
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
Environments
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Truera Trulens Python Core Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:OWASP Www project top 10 for large language model applications Pydantic Invoice Agent Runtime