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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:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
Principles
- Principle:Huggingface Peft P Tuning
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Vllm project Vllm Sampling Configuration
- Principle:Online ml River Online One Class SVM
- Principle:ArroyoSystems Arroyo Graceful Shutdown
- Principle:FlowiseAI Flowise Evaluation Version Comparison
- Principle:NVIDIA NeMo Curator Scene Detection and Clipping
- Principle:Protectai Llm guard Secret Detection
- Principle:Intel Ipex llm LoRA Adapter Injection
- Principle:Pyro ppl Pyro Combinatorial Distributions
Implementations
- Implementation:ARISE Initiative Robosuite MujocoObject Base
- Implementation:Online ml River Proba Gaussian
- Implementation:Datahub project Datahub DataFlow Entity
- Implementation:Huggingface Diffusers Single File Loadable Classes
- Implementation:Apache Shardingsphere CreateTablePushDownMetaDataRefresher Refresh
- Implementation:Datajuicer Data juicer OptimizeQueryMapper
- Implementation:OpenHands OpenHands SaasNestedConversationManager Maybe Start Agent Loop
- Implementation:Astronomer Astronomer cosmos Dbt Project Utils
- Implementation:Apache Paimon DeletionVector
- Implementation:OpenGVLab InternVL MPT Flash Attn Triton
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
Environments
- Environment:Huggingface Datasets JAX Integration
- Environment:Vllm project Vllm CUDA
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Truera Trulens Snowflake Connector Environment