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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:Helicone Helicone Integrate Provider To Gateway
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Alibaba MNN LLM Deployment Pipeline
- Workflow:Haotian liu LLaVA Two Stage Pretraining and Finetuning
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Apache Shardingsphere Shadow Database Routing
Principles
- Principle:Ucbepic Docetl Pipeline Execution
- Principle:FMInference FlexLLMGen Fused Transformer Layer CUDA
- Principle:Volcengine Verl Multimodal Rollout Generation
- Principle:Heibaiying BigData Notes Kafka Rebalancing and Shutdown
- Principle:Ggml org Llama cpp Model Inspection
- Principle:Evidentlyai Evidently Snapshot Storage
- Principle:MaterializeInc Materialize Check Lifecycle
- Principle:Helicone Helicone ClickHouse Cost SQL Generation
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
- Principle:Huggingface Datatrove Core Data Structures
Implementations
- Implementation:ArroyoSystems Arroyo Window Function
- Implementation:Vespa engine Vespa FRTConnectionPool Constructor
- Implementation:LMCache LMCache Remote Backend Check
- Implementation:BerriAI Litellm Sensitive Data Masker
- Implementation:Apache Paimon TableSnapshot
- Implementation:FlowiseAI Flowise JsonViewer
- Implementation:Apache Paimon AuthFactory
- Implementation:Microsoft Autogen AssistantAgent Init
- Implementation:Pyro ppl Pyro Poutine Condition
- Implementation:Recommenders team Recommenders Time Aware LSTM Cells
Heuristics
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Ggml org Ggml Memory Allocation Strategy
Environments
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Getgauge Taiko Linux System Libraries
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Openai Whisper PyTorch CUDA
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Alibaba MNN GPU OpenCL Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment