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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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Browse by Category
| 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:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Shiyu coder Kronos CSV Finetuning
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Anthropics Anthropic sdk python Cloud Provider Deployment
- Workflow:SeldonIO Seldon core AB Testing Experiment
Principles
- Principle:FMInference FlexLLMGen AIO Performance Benchmarking
- Principle:Langfuse Langfuse Framework Detection and Type Mapping
- Principle:Lm sys FastChat Chat Data Cleaning
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:Bitsandbytes foundation Bitsandbytes Mixed Precision Matmul With Outlier Decomposition
- Principle:PrefectHQ Prefect Settings Discovery And Validation
- Principle:CrewAIInc CrewAI Conditional Routing
- Principle:DevExpress Testcafe Assertion Retry Logic
- Principle:Duckdb Duckdb JSON Processing
- Principle:ARISE Initiative Robosuite Camera Randomization
Implementations
- Implementation:Norrrrrrr lyn WAInjectBench SentenceTransformer Encode
- Implementation:Risingwavelabs Risingwave ConnectorService Main
- Implementation:Datajuicer Data juicer Config All Yaml
- Implementation:Ggml org Llama cpp Console Header
- Implementation:Cohere ai Cohere python EmbedJobsClient Create
- Implementation:Hiyouga LLaMA Factory DPO En Demo Data
- Implementation:FlagOpen FlagEmbedding BGE Eval MSMARCO
- Implementation:Run llama Llama index GraphStore Types
- Implementation:Lm sys FastChat Clean ShareGPT
- Implementation:Astronomer Astronomer cosmos Azure Container Instance Operators
Heuristics
- Heuristic:Vespa engine Vespa Maven Parallel Build Optimization
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Promptfoo Promptfoo Retry With Jitter
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Groq Groq python Retry Backoff Strategy
Environments
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Apache Shardingsphere Calcite Federation Engine
- Environment:Openai Evals Python Runtime
- Environment:Huggingface Open r1 vLLM Server
- Environment:Vllm project Vllm Buildkite
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Duckdb Duckdb Code Generation Tools