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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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|---|---|---|
| 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:LaurentMazare Tch rs Pretrained Image Classification
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Vllm project Vllm Vision Language Inference
Principles
- Principle:Microsoft LoRA LoRA Checkpoint Saving
- Principle:Triton inference server Server Inference Correctness Testing
- Principle:Pola rs Polars API Documentation Linking
- Principle:Norrrrrrr lyn WAInjectBench JSONL Text Dataset Format
- Principle:Mlflow Mlflow ML Framework Compatibility Management
- Principle:Tensorflow Serving Hashmap Servable
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
- Principle:Explodinggradients Ragas Test Query Synthesis
- Principle:Neuml Txtai Pipeline Definition
- Principle:Ollama Ollama Blob Transfer
Implementations
- Implementation:ARISE Initiative Robosuite EGLContext
- Implementation:Vespa engine Vespa Messagebus ABI Spec
- Implementation:Avhz RustQuant AnalyticOptionPricer new
- Implementation:Google deepmind Mujoco User API Header
- Implementation:FlowiseAI Flowise DocStoreInputHandler
- Implementation:AUTOMATIC1111 Stable diffusion webui Extensions Tab JS
- Implementation:NVIDIA NeMo Curator Metrics Utils
- Implementation:Hpcaitech ColossalAI ColossalDataset
- Implementation:Getgauge Taiko TargetHandler
- Implementation:NVIDIA DALI EfficientNet Backbone
Heuristics
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
Environments
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Evidentlyai Evidently SQL Storage Environment
- Environment:Apache Paimon Optional Extensions
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Vllm project Vllm CUDA
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment