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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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Browse by Category
| 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:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Kserve Kserve InferenceGraph Pipeline
- Workflow:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Openai Evals Building a custom eval
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
Principles
- Principle:Huggingface Datasets Dataset Item Access
- Principle:Apache Druid Explore State Management
- Principle:Scikit learn Scikit learn Metric Visualization
- Principle:Apache Spark Parallel Test Execution
- Principle:Evidentlyai Evidently Text Descriptor Configuration
- Principle:Bitsandbytes foundation Bitsandbytes HPU 4bit Dequantization
- Principle:Bentoml BentoML Model Cleanup
- Principle:Googleapis Python genai Image Editing
- Principle:Alibaba ROLL Logits Transfer Communication
- Principle:Apache Shardingsphere SPI Refresher Loading
Implementations
- Implementation:Haosulab ManiSkill SO100
- Implementation:Open compass VLMEvalKit VideoMME Utils
- Implementation:Mlc ai Mlc llm Popen Server
- Implementation:Hpcaitech ColossalAI CValuesDataset
- Implementation:Apache Kafka TopicCommand Execute
- Implementation:Trailofbits Fickling Run Benchmark
- Implementation:Open compass VLMEvalKit MMAlignBench
- Implementation:Microsoft Autogen Dotnet Install Script
- Implementation:Volcengine Verl HFModelConfig
- Implementation:ARISE Initiative Robosuite Door Environment
Heuristics
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Rapidsai Cuml Dask Data Partitioning
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
Environments
- Environment:Langgenius Dify Vector Database Environment
- Environment:Online ml River Build Toolchain
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:LMCache LMCache Python Runtime
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:FlowiseAI Flowise Queue Mode Environment