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1,118
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 NeMo Aligner DPO Training
- Workflow:Apache Flink File Source Pipeline
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Wandb Weave Prompt Management
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
Principles
- Principle:Huggingface Datasets Extension Module Mapping
- Principle:BerriAI Litellm Cache Lookup
- Principle:OpenRLHF OpenRLHF Reward Model Training Loop
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Mit han lab Llm awq NVILA Model Construction
- Principle:Huggingface Datasets Feature Schema Inspection
- Principle:NVIDIA TransformerEngine Layer Monkey Patching
- Principle:Diagram of thought Diagram of thought DAG Reconstruction
- Principle:Isaac sim IsaacGymEnvs Adversarial Motion Prior Training
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
Implementations
- Implementation:OpenRLHF OpenRLHF Ray init placement group
- Implementation:VainF Torch Pruning BasePruner
- Implementation:Datajuicer Data juicer VideoRemoveWatermarkMapper
- Implementation:Webdriverio Webdriverio Bidi LocalTypes
- Implementation:Elevenlabs Elevenlabs python GetPhoneNumberInboundSipTrunkConfigResponseModel
- Implementation:Lucidrains X transformers BeliefStateWrapper
- Implementation:Hiyouga LLaMA Factory KT Engine
- Implementation:Trailofbits Fickling Pickled Load
- Implementation:Treeverse LakeFS CreateBranch
- Implementation:Princeton nlp Tree of thought llm Gpt Usage
Heuristics
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Huggingface Peft Warning Deprecated Bone
- Heuristic:Haifengl Smile BFGS Convergence Tuning
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
Environments
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Openai Openai python Voice Helpers
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Huggingface Transformers PyTorch 24 CUDA
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Apache Dolphinscheduler Database Backend
- Environment:NVIDIA NeMo Curator Python Linux Base