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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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| 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:Huggingface Open r1 Reasoning Data Generation
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:OpenBMB UltraFeedback Completion Generation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:FlowiseAI Flowise Document Store Ingestion
Principles
- Principle:Protectai Llm guard Emotion Detection
- Principle:Recommenders team Recommenders News Hyperparameter Configuration
- Principle:Marker Inc Korea AutoRAG Document Parsing
- Principle:Datahub project Datahub Spark Lineage JAR Setup
- Principle:Datajuicer Data juicer Distributed Pipeline Execution
- Principle:Haosulab ManiSkill PPO Agent Architecture
- Principle:Truera Trulens Session Initialization
- Principle:Pytorch Serve Multimodal Inference
- Principle:Deepseek ai Janus Conversation Formatting
- Principle:Lance format Lance Schema Definition And Dataset Creation
Implementations
- Implementation:Hiyouga LLaMA Factory MoE Config
- Implementation:Microsoft Onnxruntime DataLoader Init
- Implementation:Cohere ai Cohere python Generation Model
- Implementation:Interpretml Interpret ClassHistogram And Marginal
- Implementation:Deepspeedai DeepSpeed Evoformer Tile Iterator Atomic
- Implementation:SeldonIO Seldon core Sklearn Pipeline Train And Serialize
- Implementation:Run llama Llama index MultiModalLLM
- Implementation:Promptfoo Promptfoo Docusaurus Config
- Implementation:Getgauge Taiko EmulationHandler
- Implementation:Isaac sim IsaacGymEnvs ReplayBuffer
Heuristics
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Scikit learn Scikit learn Working Memory Tuning
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Gretelai Gretel synthetics Mixed Precision Training Tradeoff
- Heuristic:Apache Druid Cluster Health Diagnostic Thresholds
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Bitsandbytes foundation Bitsandbytes Compute Dtype Mismatch Warning
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Deepspeedai DeepSpeed FP16 Convergence Tips
Environments
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:CARLA simulator Carla Python API Runtime
- Environment:Openai Evals Python Runtime
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Vllm project Vllm Environment Variables
- Environment:Openai Openai python Azure OpenAI
- Environment:Huggingface Datasets JAX Integration