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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:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Apache Kafka Broker Startup
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
Principles
- Principle:Facebookresearch Audiocraft Flow Matching Generation
- Principle:Openclaw Openclaw Binding Configuration
- Principle:Heibaiying BigData Notes Flink Pipeline Execution
- Principle:Apache Paimon Blob Schema Definition
- Principle:Volcengine Verl GRPO Advantage Estimation
- Principle:FMInference FlexLLMGen CUDA Type Conversion
- Principle:Huggingface Datatrove Statistics Collection Framework
- Principle:ClickHouse ClickHouse Core Compiler Macros
- Principle:Huggingface Optimum FX Graph Transformation
- Principle:Axolotl ai cloud Axolotl Configuration Validation
Implementations
- Implementation:Datahub project Datahub Proto2DataHub RestEmitter Emit
- Implementation:AUTOMATIC1111 Stable diffusion webui Hypernetwork and HypernetworkModule
- Implementation:Obss Sahi Download Rtdetr Model
- Implementation:NVIDIA NeMo Aligner Train SD DRaFTP
- Implementation:ClickHouse ClickHouse Add Contrib Macro
- Implementation:Getgauge Taiko Color Element
- Implementation:LMCache LMCache RWLock
- Implementation:Deepset ai Haystack DocumentWriter
- Implementation:Ucbepic Docetl OutputPanel
- Implementation:Getgauge Taiko CheckBox Toggle
Heuristics
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
Environments
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Iterative Dvc Python Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Mistralai Client python Agents Environment
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment