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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:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
Principles
- Principle:Ggml org Llama cpp GGUF Quantization
- Principle:CarperAI Trlx Scaling Benchmarking
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:OpenRLHF OpenRLHF Supervised Fine Tuning Training
- Principle:Datahub project Datahub Spark Lineage Configuration
- Principle:Vespa engine Vespa Control File Initialization
- Principle:Triton inference server Server Ensemble Configuration
- Principle:Huggingface Transformers Model Loading For Training
- Principle:FlowiseAI Flowise Chatflow Security Configuration
- Principle:MaterializeInc Materialize Randomized Chaos Testing
Implementations
- Implementation:LLMBook zh LLMBook zh github io SFTDataset Format Template
- Implementation:Datajuicer Data juicer VideoMotionScorePtlflowFilter
- Implementation:ClickHouse ClickHouse Poco HTTPAuthenticationParams
- Implementation:NVIDIA TransformerEngine TE LayerNorm
- Implementation:Alibaba MNN Protobuf Wrappers PB H
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Shared Globals
- Implementation:CrewAIInc CrewAI ContextualAI Rerank Tool
- Implementation:Apache Airflow TriggererJobRunner Loop
- Implementation:ARISE Initiative Robosuite LeggedManipulatorModel
- Implementation:EvolvingLMMs Lab Lmms eval ChatMessages
Heuristics
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
Environments
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Huggingface Open r1 vLLM Server
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Ucbepic Docetl LLM API Keys