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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:Ggml org Ggml Model Conversion And Quantization
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Mlfoundations Open flamingo Distributed Training
Principles
- Principle:Trailofbits Fickling File Property Discovery
- Principle:Pytorch Serve Model Artifact Configuration
- Principle:Avhz RustQuant Risk Reward Metrics
- Principle:Huggingface Peft Quantized Model Preparation
- Principle:Ollama Ollama ServerArchitecture
- Principle:Huggingface Diffusers Package Distribution
- Principle:Eventual Inc Daft Row Counting
- Principle:Apache Kafka Coordinator Write Operations
- Principle:Online ml River Online Decision Trees
- Principle:Intel Ipex llm DPO Model Loading
Implementations
- Implementation:Avhz RustQuant Heston Process
- Implementation:NVIDIA TransformerEngine PyTorch Permutation
- Implementation:Rapidsai Cuml Treelite Integration
- Implementation:Huggingface Optimum MetaAwareMethodsPatcher
- Implementation:Teamcapybara Capybara Selector Select
- Implementation:Spotify Luigi RangeTask
- Implementation:Openai Whisper Median Filter
- Implementation:Microsoft Playwright Locator API
- Implementation:Haosulab ManiSkill QuadrupedReach
- Implementation:Sgl project Sglang Kernel Ops Header
Heuristics
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
Environments
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Openai Openai python Azure OpenAI
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP