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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:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:Dotnet Machinelearning Text Classification
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Onnx Onnx Model Composition
- Workflow:Huggingface Datatrove Synthetic Data Generation
Principles
- Principle:Norrrrrrr lyn WAInjectBench LLaVA Training Data Preparation
- Principle:Pytorch Serve DeepSpeed Inference
- Principle:Pyro ppl Pyro Mixture Models
- Principle:CARLA simulator Carla Simulation Replay
- Principle:Treeverse LakeFS Java SDK Data Models
- Principle:Microsoft Onnxruntime Trained Model Export
- Principle:Huggingface Datatrove Token Statistics
- Principle:Groq Groq python File Upload
- Principle:Astronomer Astronomer cosmos Virtualenv Operator Execution
- Principle:Groq Groq python Speech Request Configuration
Implementations
- Implementation:SqueezeAILab ETS Sglang ETS Installation
- Implementation:Vllm project Vllm Release Pipeline Config
- Implementation:Microsoft Playwright CrInput
- Implementation:Microsoft Onnxruntime CUDA ReductionAll
- Implementation:Treeverse LakeFS Java SDK Model RepositoryList
- Implementation:Open compass VLMEvalKit OlmOCRBench
- Implementation:DistrictDataLabs Yellowbrick RFECV Visualizer
- Implementation:BerriAI Litellm Lowest TPM RPM V2 Strategy
- Implementation:Datajuicer Data juicer TextEntityDependencyFilter
- Implementation:Alibaba MNN OpenCL CL HPP Header
Heuristics
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
Environments
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Deepseek ai Janus CUDA GPU Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Diagram of thought Diagram of thought Graphviz