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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:Mlfoundations Open flamingo Data Preparation
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Deepset ai Haystack Hybrid Document Search
Principles
- Principle:ClickHouse ClickHouse BFloat16 Type
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:Huggingface Datasets Extension Module Mapping
- Principle:NVIDIA NeMo Curator CLIP Embedding
- Principle:Infiniflow Ragflow Search LLM Settings
- Principle:Open compass VLMEvalKit Judge LLM Construction
- Principle:PrefectHQ Prefect HTML Parsing
- Principle:Openai Openai python Structured Output Definition
- Principle:Rapidsai Cuml Model Explainability
- Principle:CARLA simulator Carla Sensor Attachment
Implementations
- Implementation:Online ml River Datasets Phishing
- Implementation:MarketSquare Robotframework browser Rfbrowser Install
- Implementation:Apache Beam BeamBatchWorker Execute
- Implementation:EvolvingLMMs Lab Lmms eval GEdit Bench Utils
- Implementation:Openai Openai python Pydantic Compat
- Implementation:Intel Ipex llm vLLM Generate
- Implementation:Google deepmind Mujoco MJX Ray
- Implementation:Huggingface Datasets SparkDatasetReader
- Implementation:Lm sys FastChat Gen Judgment
- Implementation:Open compass VLMEvalKit CMMMU
Heuristics
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:OpenBMB UltraFeedback Score Parsing Robustness
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Alibaba ROLL Gradient Checkpointing Recomputation
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Apache Druid Capability Detection Strategy
Environments
- Environment:Huggingface Trl Quantization Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Huggingface Diffusers Training Environment
- Environment:Apache Spark Kubernetes Runtime