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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:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:FlowiseAI Flowise Document Store Ingestion
Principles
- Principle:Triton inference server Server QA Shell Test Infrastructure
- Principle:Microsoft DeepSpeedExamples Supervised Fine Tuning
- Principle:Helicone Helicone Registry Snapshot Testing
- Principle:Treeverse LakeFS Java SDK OpenAPI Specification
- Principle:DevExpress Testcafe Build Pipeline
- Principle:Alibaba ROLL Reward Flow Configuration
- Principle:Open compass VLMEvalKit Image Inference Orchestration
- Principle:Triton inference server Server Model Namespacing Testing
- Principle:Google deepmind Mujoco Sensor Pipeline
- Principle:Avhz RustQuant Exotic Option Contracts
Implementations
- Implementation:NVIDIA TransformerEngine Fused Attn C API
- Implementation:CrewAIInc CrewAI MongoDB Vector Utils
- Implementation:Online ml River Tree SGT Losses
- Implementation:Farama Foundation Gymnasium Vector Wrappers Init
- Implementation:Farama Foundation Gymnasium Sequence Space
- Implementation:Langgenius Dify Refactor Component
- Implementation:CARLA simulator Carla MultiGPU Primary
- Implementation:Shiyu coder Kronos Generate Predictions Qlib
- Implementation:Hiyouga LLaMA Factory Finetuning Args
- Implementation:OpenHands OpenHands Toggle
Heuristics
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
Environments
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Openai Whisper Numba
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Datahub project Datahub Docker Runtime