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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:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Huggingface Optimum Model Export
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:BerriAI Litellm Observability Integration
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
Principles
- Principle:Datajuicer Data juicer Ray Cluster Initialization
- Principle:Helicone Helicone Cache Abstraction
- Principle:Iterative Dvc Stage Freshness Detection
- Principle:Haosulab ManiSkill Trajectory Dataset Loading
- Principle:Roboflow Rf detr Checkpoint Management
- Principle:Ggml org Llama cpp Context Extension
- Principle:Ggml org Llama cpp HybridMemory
- Principle:Langfuse Langfuse Export Job Validation
- Principle:ContextualAI HALOs Preference Alignment
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
Implementations
- Implementation:Tencent Ncnn Draw Rectangle And Text
- Implementation:Online ml River Optim Losses
- Implementation:Cypress io Cypress SetupV8Snapshots
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Linear Scale
- Implementation:TobikoData Sqlmesh NodePort
- Implementation:Getgauge Taiko TypeScript Definitions
- Implementation:Zai org CogVideo I2V Pipeline Configuration
- Implementation:Ray project Ray Metric Gauge
- Implementation:Openai Openai node Node ESM Web Lockfile
- Implementation:DataTalksClub Data engineering zoomcamp Airflow GCS To BQ DAG
Heuristics
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
Environments
- Environment:Sgl project Sglang OpenAI
- Environment:Vllm project Vllm Distributed
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:HKUDS AI Trader API Credentials
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Vllm project Vllm ROCm