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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:OpenGVLab InternVL Benchmark Evaluation
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
Principles
- Principle:TobikoData Sqlmesh Dbt Full Conversion
- Principle:AUTOMATIC1111 Stable diffusion webui High resolution fix
- Principle:Trailofbits Fickling Polyglot File Creation
- Principle:Pyro ppl Pyro Attend Infer Repeat
- Principle:Mit han lab Llm awq Device Warmup and Kernel Tuning
- Principle:Ggml org Llama cpp Backend Loading
- Principle:Zai org CogVideo SAT Inference Configuration
- Principle:Huggingface Diffusers Quantization Configuration
- Principle:Openai Openai python Realtime Session Configuration
- Principle:Eric mitchell Direct preference optimization Dropout Disabling
Implementations
- Implementation:Neuml Txtai RDBMS Graph
- Implementation:Helicone Helicone Unified Types
- Implementation:Openai Openai python Response Function Tool Call
- Implementation:CARLA simulator Carla BasicAgent Vehicle Obstacle Detected
- Implementation:Pyro ppl Pyro AffineBeta
- Implementation:Huggingface Datatrove ParagraphStats
- Implementation:Evidentlyai Evidently Legacy Metric Calculation
- Implementation:Apache Kafka Docker Registry Push
- Implementation:Ollama Ollama ToChatCompletion
- Implementation:Vllm project Vllm Chat Template Application
Heuristics
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Microsoft LoRA LoRA Init Strategy
Environments
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Vllm project Vllm ROCm
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Marker Inc Korea AutoRAG API Keys Configuration