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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:Apache Flink File Sink Pipeline
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Groq Groq python Audio Transcription
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
Principles
- Principle:Online ml River Online Ensemble Methods
- Principle:ContextualAI HALOs Environment Setup
- Principle:Onnx Onnx Operator Node Construction
- Principle:Mlfoundations Open flamingo Model Initialization
- Principle:CrewAIInc CrewAI Direct Knowledge Querying
- Principle:MarketSquare Robotframework browser HTTP Request Execution
- Principle:Tencent Ncnn Vulkan Pipeline Optimization
- Principle:Nightwatchjs Nightwatch Cucumber Dependency Setup
- Principle:Ollama Ollama Anthropic Trace Logging
- Principle:OpenRLHF OpenRLHF PPO Value Loss
Implementations
- Implementation:Promptfoo Promptfoo providerMap
- Implementation:Openai CLIP Zeroshot Classifier
- Implementation:Microsoft Playwright Client Input
- Implementation:Treeverse LakeFS UploadObject For Actions
- Implementation:Treeverse LakeFS Java SDK Model UploadPart
- Implementation:Scikit learn Scikit learn ComputeClassWeight
- Implementation:Vllm project Vllm Marlin Generate Kernels
- Implementation:Sgl project Sglang GEMM Interface
- Implementation:Online ml River Datasets Bikes
- Implementation:Infiniflow Ragflow ChunkCreatingModal Component
Heuristics
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
Environments
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Openai Whisper Numba
- Environment:Nightwatchjs Nightwatch Android Mobile Testing