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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:Mlflow Mlflow GenAI Evaluation
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Facebookresearch Habitat lab PointNav PPO Training
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Apache Spark Building and Testing
- Workflow:Shiyu coder Kronos Batch Prediction
Principles
- Principle:Helicone Helicone Marketing Attribution
- Principle:Run llama Llama index Ingestion Pipeline Construction
- Principle:Confident ai Deepeval Dataset Driven Evaluation
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:Alibaba MNN Model Format Conversion
- Principle:Pytorch Serve vLLM Model Configuration
- Principle:Langfuse Langfuse Experiment Results Aggregation
- Principle:Dotnet Machinelearning Segment Encoding Optimization
- Principle:Ggml org Ggml CPU Tensor Operations
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
Implementations
- Implementation:Ollama Ollama Mtmd API
- Implementation:Infiniflow Ragflow Date Utils
- Implementation:Haosulab ManiSkill XArm6NoGripper
- Implementation:Openai Openai python Eval Create Response
- Implementation:Huggingface Datatrove DocumentTokenizer
- Implementation:Google deepmind Mujoco Render Util
- Implementation:Scikit learn Scikit learn PassiveAggressiveClassifier
- Implementation:Romsto Speculative Decoding Prune Cache
- Implementation:DistrictDataLabs Yellowbrick KElbowVisualizer
- Implementation:Norrrrrrr lyn WAInjectBench process folder
Heuristics
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:LMCache LMCache Health Monitor Thresholds
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:Google deepmind Mujoco C Build Environment
- Environment:HKUDS AI Trader API Credentials
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Vllm project Vllm CPU Runtime
- Environment:Puppeteer Puppeteer Node 18 Runtime