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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:Apache Druid SQL Based Data Ingestion
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Turboderp org Exllamav2 Interactive Chat
Principles
- Principle:Marker Inc Korea AutoRAG Document Chunking
- Principle:Facebookresearch Habitat lab Component Class Definition
- Principle:Triton inference server Server Command Line Parsing
- Principle:Promptfoo Promptfoo Provider Interface
- Principle:OpenBMB UltraFeedback Inference Execution
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
- Principle:Pytorch Serve Environment Setup
- Principle:Groq Groq python File Upload
- Principle:Duckdb Duckdb Test Framework
- Principle:Snorkel team Snorkel Label Quality Evaluation
Implementations
- Implementation:Duckdb Duckdb LZ4 Compression
- Implementation:Datajuicer Data juicer ImageSegmentMapper
- Implementation:CARLA simulator Carla Python Module Entry
- Implementation:Openai Openai python Vector Store Search Params
- Implementation:DataExpert io Data engineer handbook Create processed events sink postgres
- Implementation:ARISE Initiative Robosuite LeggedRobot
- Implementation:Google deepmind Mujoco USD Layer Sink
- Implementation:Apache Druid SqlInput
- Implementation:Huggingface Datasets PyTorch DataLoader
- Implementation:Astronomer Astronomer cosmos Airflow Async Operators
Heuristics
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:PrefectHQ Prefect Task Timeout Thread Limitation
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
Environments
- Environment:BerriAI Litellm Observability Stack
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Apache Airflow Python Runtime Environment
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Obss Sahi Python Image Processing