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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:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Evidentlyai Evidently Monitoring Dashboard Setup
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:FlowiseAI Flowise Chatbot Deployment
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:ChenghaoMou Text dedup SimHash Deduplication
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
Principles
- Principle:Treeverse LakeFS Retention Rule Configuration
- Principle:Microsoft Onnxruntime Session Options Configuration
- Principle:Huggingface Datatrove HuggingFace Dataset Reading
- Principle:Zai org CogVideo Caption Output
- Principle:MarketSquare Robotframework browser Keyword Method Implementation
- Principle:Triton inference server Server QA Inference Utilities
- Principle:Huggingface Datasets Dataset From List Construction
- Principle:Norrrrrrr lyn WAInjectBench JSONL Results Serialization
- Principle:Arize ai Phoenix Span Transmission
- Principle:Deepspeedai DeepSpeed AutoTP Engine Init
Implementations
- Implementation:Ggml org Ggml Opencl backend api
- Implementation:Recommenders team Recommenders A2SVD Model
- Implementation:PeterL1n BackgroundMattingV2 Torch checkpoint ops
- Implementation:OpenHands OpenHands SlackV1CallbackProcessor
- Implementation:Hpcaitech ColossalAI Code Reward Testing Util
- Implementation:Getgauge Taiko USKeyboardLayout
- Implementation:Datajuicer Data juicer DialogIntentDetectionMapper
- Implementation:Cohere ai Cohere python AwsRerank
- Implementation:Openai Evals SnowflakeConnection
- Implementation:Online ml River Rust Stats
Heuristics
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
Environments
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Sgl project Sglang Prometheus
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Getgauge Taiko Node Runtime
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Huggingface Alignment handbook Python PEFT