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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:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:OpenRLHF OpenRLHF Iterative DPO
Principles
- Principle:Spcl Graph of thoughts Thought Scoring
- Principle:Protectai Llm guard Input Scanner Interface
- Principle:Langgenius Dify Input Variable Definition
- Principle:Ucbepic Docetl Entity Link Resolution
- Principle:Unstructured IO Unstructured Benchmark Execution
- Principle:Bigscience workshop Petals Distributed Model Configuration
- Principle:Huggingface Datasets Sequence Feature Handling
- Principle:Bentoml BentoML Deployment Configuration
- Principle:DistrictDataLabs Yellowbrick PCA Projection
- Principle:Huggingface Optimum Pipeline Inference Execution
Implementations
- Implementation:Huggingface Diffusers Prepare Control Image
- Implementation:Datahub project Datahub ReadOnlyEntityException
- Implementation:Deepspeedai DeepSpeed Evoformer Epilogue Pipelined
- Implementation:Apache Hudi OptionsResolver Write Configuration
- Implementation:Facebookresearch Habitat lab Get config HRL
- Implementation:Vibrantlabsai Ragas DynamicFewShotPrompt
- Implementation:Apache Paimon SchemaChange Python
- Implementation:Vibrantlabsai Ragas Text2SQL Data Utils
- Implementation:DataExpert io Data engineer handbook Tumble Over Window
- Implementation:Google deepmind Mujoco Render GL3
Heuristics
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
Environments
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Huggingface Trl Quantization Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:MaterializeInc Materialize Buildkite CI Runtime
- Environment:Apache Airflow Docker Container Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Neuml Txtai API Server Configuration
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:TobikoData Sqlmesh Snowflake Connection