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1,118
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:Guardrails ai Guardrails LLM Output Validation
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Evidentlyai Evidently ML Model Quality Report
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
Principles
- Principle:Pyro ppl Pyro Tensor Operations
- Principle:Puppeteer Puppeteer Cross Browser Configuration
- Principle:Liu00222 Open Prompt Injection Text Segmentation
- Principle:Norrrrrrr lyn WAInjectBench Validation Checkpoint Selection
- Principle:Facebookresearch Habitat lab Dataset and Scene Preparation
- Principle:FlowiseAI Flowise Chatflow Security Configuration
- Principle:Webdriverio Webdriverio Protocol Command Architecture
- Principle:Google deepmind Mujoco Restrict Optimization
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:Iterative Dvc Artifact Resolution
Implementations
- Implementation:Lm sys FastChat Copilot Arena Tab
- Implementation:Sgl project Sglang CUTLASS Mixed Input Utils
- Implementation:Deepspeedai DeepSpeed XPU Packbits
- Implementation:OpenGVLab InternVL Build Vision Projector
- Implementation:Microsoft Onnxruntime CUDA GatherNDGrad
- Implementation:Obss Sahi Pyproject Configuration
- Implementation:Langfuse Langfuse DatasetItemValidator
- Implementation:Ray project Ray Buildkite Data Pipeline
- Implementation:Ollama Ollama PullModel
- Implementation:SeleniumHQ Selenium Closure Json
Heuristics
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
Environments
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Apache Spark Release Build Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Alibaba MNN GPU Metal Environment