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1,118
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:Cypress io Cypress Local Development Environment
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Avhz RustQuant Monte Carlo Option Pricing
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Microsoft Playwright API testing
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Openai Whisper Word Level Timestamps
- Workflow:Openclaw Openclaw Multi Agent Routing
Principles
- Principle:Langgenius Dify Knowledge Base Verification
- Principle:Mit han lab Llm awq W8A8 Vision Encoder Quantization
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:OWASP Www project top 10 for large language model applications Translation Baseline Preparation
- Principle:FMInference FlexLLMGen Few Shot Prompt Construction
- Principle:Spcl Graph of thoughts LLM Response Parsing
- Principle:Farama Foundation Gymnasium Environment Error Handling
- Principle:Trailofbits Fickling Benchmark Dataset Construction
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:AnswerDotAI RAGatouille Document Indexing
Implementations
- Implementation:Lance format Lance BitpackingEncoding
- Implementation:Online ml River Metrics GeometricMean
- Implementation:Openai Openai node AzureOpenAI
- Implementation:Cypress io Cypress OpenModule Start
- Implementation:Iterative Dvc Repo Imp Db
- Implementation:Google deepmind Dm control MJCF RootElement Parser
- Implementation:Datajuicer Data juicer WordRepetitionFilter
- Implementation:Neuml Txtai LiteLLM Pipeline
- Implementation:Mlc ai Mlc llm Disagg Remote Send
- Implementation:Vespa engine Vespa Predicate Search ABI Spec
Heuristics
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
Environments
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:TobikoData Sqlmesh GitHub CICD Runner
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment