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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:Helicone Helicone LLM Request Proxy Logging
- Workflow:Apache Flink Stream File Compaction
- Workflow:Microsoft Playwright API testing
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:InternLM Lmdeploy W4A16 AWQ Quantization
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
Principles
- Principle:Haosulab ManiSkill Multi Agent Pattern
- Principle:Avhz RustQuant Automatic Differentiation
- Principle:Apache Airflow Scheduling Configuration
- Principle:NVIDIA DALI GPU Image Decoding
- Principle:Avhz RustQuant Financial Standards
- Principle:Wandb Weave Model Definition
- Principle:Sktime Pytorch forecasting Point Loss Functions
- Principle:DistrictDataLabs Yellowbrick Drawing Primitives
- Principle:FlowiseAI Flowise Chunk Preview
- Principle:Protectai Llm guard PII Anonymization
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook VLLM LLM Generate
- Implementation:Ggml org Llama cpp Memory Hybrid
- Implementation:CrewAIInc CrewAI Parallel Search Tool
- Implementation:BerriAI Litellm Email Alert Endpoints
- Implementation:Openai Openai node Beta RealtimeWebSocket
- Implementation:Apache Flink RecordsBySplits
- Implementation:SqueezeAILab ETS Reward Guided Search
- Implementation:Farama Foundation Gymnasium Gymnasium Make
- Implementation:Langfuse Langfuse Events Repository
- Implementation:Kornia Kornia AugmentationSequential
Heuristics
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Microsoft BIPIA BF16 Compute Capability Check
- Heuristic:Eric mitchell Direct preference optimization Disable Sampling During Eval
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:BerriAI Litellm Token Counting Buffer
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
Environments
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Langfuse Langfuse Node 24 Runtime
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference