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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:Microsoft Playwright Trace recording and debugging
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Facebookresearch Habitat lab HITL Interactive Evaluation
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Heibaiying BigData Notes Storm Topology Development
Principles
- Principle:Romsto Speculative Decoding Input Tokenization
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Mlc ai Mlc llm Prefill Decode Disaggregation
- Principle:Mlc ai Mlc llm JIT Model Preparation
- Principle:Microsoft Semantic kernel NLP Evaluation Metrics
- Principle:Openai Openai python Fine Tuning Job Creation
- Principle:Apache Airflow DAG Distribution Strategy
- Principle:NVIDIA TransformerEngine Fused LayerNorm Linear
- Principle:OpenHands OpenHands Sandbox File Operations
- Principle:FlagOpen FlagEmbedding Dense Retrieval
Implementations
- Implementation:Lance format Lance Java MergeInsertParams
- Implementation:Microsoft Onnxruntime ExportModelForInferencing Distributed
- Implementation:Alibaba MNN Torch Model Export
- Implementation:Protectai Llm guard TokenLimit
- Implementation:Neuml Txtai External Vectors
- Implementation:Webdriverio Webdriverio WebDriver Utils
- Implementation:ARISE Initiative Robosuite WheeledRobot
- Implementation:Guardrails ai Guardrails Schema Generator
- Implementation:Explodinggradients Ragas LangSmith Integration
- Implementation:Tensorflow Serving Multi Inference Helper Test
Heuristics
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
Environments
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Predibase Lorax Model Source Credentials
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Sgl project Sglang Kubernetes
- Environment:Sail sg LongSpec Training Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime