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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:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Apache Spark Release Process
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Treeverse LakeFS External Data Import
Principles
- Principle:Lm sys FastChat Causal LM Loading
- Principle:Apache Kafka Connect Distributed Invocation
- Principle:Unstructured IO Unstructured Basic Chunking
- Principle:Bitsandbytes foundation Bitsandbytes FP8 Linear Layer
- Principle:Ray project Ray CI Pipeline Configuration
- Principle:Avdvg InjectGuard Vector Store Construction
- Principle:Webdriverio Webdriverio Session Management
- Principle:Neuml Txtai API Security
- Principle:Mlfoundations Open flamingo Vision Conditioned Text Generation
- Principle:Huggingface Datasets Deprecation Management
Implementations
- Implementation:Ggml org Llama cpp Convert Llama2c To GGML
- Implementation:FlagOpen FlagEmbedding RetroMAE Modeling
- Implementation:Open compass VLMEvalKit Aria
- Implementation:Microsoft Onnxruntime CPU FakeQuant
- Implementation:CrewAIInc CrewAI ContextualAI Create Agent Tool
- Implementation:Tencent Ncnn YOLO11 Seg Example
- Implementation:Explodinggradients Ragas BleuScore Metric
- Implementation:NVIDIA TransformerEngine CPU Offload
- Implementation:Apache Flink Pool
- Implementation:Microsoft Onnxruntime CrossEntropy Declarations
Heuristics
- Heuristic:Openai Whisper Log Probability Threshold
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Onnx Onnx External Data Path Security
Environments
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime