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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:Getgauge Taiko Form Interaction Testing
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Apache Flink Hybrid Source Switching
Principles
- Principle:Kornia Kornia Local Feature Detection
- Principle:Vibrantlabsai Ragas Document Loading
- Principle:Huggingface Datasets Eval Dataset Building
- Principle:Sgl project Sglang Generation Function Definition
- Principle:ContextualAI HALOs Bradley Terry Reward Modeling
- Principle:Ollama Ollama LLM Inference Pipeline
- Principle:Haosulab ManiSkill MP Solver Selection
- Principle:Ollama Ollama HardwareDiscovery
- Principle:CrewAIInc CrewAI Knowledge Ingestion
- Principle:Evidentlyai Evidently Grafana Visualization
Implementations
- Implementation:Avhz RustQuant AnalyticOptionPricer new
- Implementation:Astronomer Astronomer cosmos SnowflakeEncryptedPrivateKeyEnvProfileMapping
- Implementation:OpenGVLab InternVL MPT Model
- Implementation:Ggml org Ggml Sycl common
- Implementation:Rapidsai Cuml SimpleDenseMat
- Implementation:Rapidsai Cuml Ranking Metrics
- Implementation:InternLM Lmdeploy Gemm Utils
- Implementation:Langchain ai Langgraph Error Classes
- Implementation:LaurentMazare Tch rs YOLO Detection
- Implementation:Haosulab ManiSkill ActorBuilder TableSceneBuilder
Heuristics
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Liu00222 Open Prompt Injection Defense Strategy Selection
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
Environments
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Bentoml BentoML Python Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Apache Kafka Committer Tools Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Lucidrains X transformers PyTorch CUDA