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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:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Getgauge Taiko Form Interaction Testing
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Online ml River Binary Classification Pipeline
Principles
- Principle:Apache Spark K8s Container Lifecycle
- Principle:Kubeflow Pipelines KFP UI Access
- Principle:Lance format Lance Version Cleanup
- Principle:FMInference FlexLLMGen Runtime Configuration Parsing
- Principle:Alibaba ROLL Verifiable Reward Computation
- Principle:Facebookresearch Audiocraft Diffusion UNet Architecture
- Principle:DataExpert io Data engineer handbook Windowed Aggregation
- Principle:ArroyoSystems Arroyo SQL Compilation
- Principle:Langfuse Langfuse LLM Completion for Evaluation
- Principle:Astronomer Astronomer cosmos Operator Arguments Configuration
Implementations
- Implementation:LMCache LMCache Connector V1 085
- Implementation:Speechbrain Speechbrain Hparams GigaSpeech Conformer Transducer
- Implementation:CARLA simulator Carla Manage Traffic Light Tool
- Implementation:ArroyoSystems Arroyo Filesystem Sink
- Implementation:PrefectHQ Prefect PrefectAgent Wrapper
- Implementation:Alibaba ROLL Platform
- Implementation:CARLA simulator Carla VehicleLightState
- Implementation:BerriAI Litellm Search API Router
- Implementation:Fede1024 Rust rdkafka AsyncStdRuntime Adapter
- Implementation:Duckdb Duckdb Add Third Party
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:HKUDS AI Trader Sortino Ratio Capping
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
Environments
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Langfuse Langfuse S3 Compatible Storage