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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 Interactive Test Recording
- Workflow:Microsoft Onnxruntime Python Inference Pipeline
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Onnx Onnx Model Creation
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
Principles
- Principle:Huggingface Optimum Task Specific Preprocessing
- Principle:DataTalksClub Data engineering zoomcamp GCS Data Upload
- Principle:Openclaw Openclaw Version Update
- Principle:Intel Ipex llm Data Preparation For Finetuning
- Principle:Apache Flink File Source Framework
- Principle:Open compass VLMEvalKit MCQ Prompt Construction
- Principle:Ggml org Llama cpp Server Build
- Principle:Apache Spark Release Version Tagging
- Principle:Ollama Ollama GGUF Model Conversion Qwen25Vl
- Principle:Pyro ppl Pyro Time Series Forecasting
Implementations
- Implementation:Neuml Txtai RDBMS Graph
- Implementation:Bentoml BentoML Gradio Mount
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:Mlc ai Mlc llm MLC Chat Config
- Implementation:Langfuse Langfuse PromptService Cache
- Implementation:TobikoData Sqlmesh Model Artifact
- Implementation:BerriAI Litellm Audit Logging Endpoints
- Implementation:Ray project Ray Repro CI Tool
- Implementation:CARLA simulator Carla VehiclePIDController Run Step
- Implementation:ArroyoSystems Arroyo Udaf Wrapper
Heuristics
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
Environments
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Run llama Llama index OpenAI API Configuration