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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:ContextualAI HALOs Reward Model Training
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Huggingface Diffusers Checkpoint Conversion
Principles
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:FlowiseAI Flowise Execution Monitoring
- Principle:DataExpert io Data engineer handbook Aggregation Transformation
- Principle:OpenHands OpenHands Session Closure
- Principle:Truera Trulens Method Instrumentation
- Principle:NVIDIA NeMo Curator Image Deduplication
- Principle:Recommenders team Recommenders NCF Prediction
- Principle:Mlflow Mlflow Prompt Loading and Formatting
- Principle:Snorkel team Snorkel Dict Dataset Preparation
- Principle:Openclaw Openclaw Skill Loading
Implementations
- Implementation:Mlc ai Mlc llm Sampler Header
- Implementation:Norrrrrrr lyn WAInjectBench process folder
- Implementation:Apache Spark Gen Sql Api Docs
- Implementation:Haifengl Smile NearestNeighborGraph
- Implementation:Datajuicer Data juicer VideoAspectRatioFilter
- Implementation:Huggingface Diffusers Quantized Pipeline Call
- Implementation:NVIDIA NeMo Curator ContentTypeClassifier
- Implementation:Ggml org Llama cpp Jinja Caps Header
- Implementation:OpenHands OpenHands UserStore Get User By Id Async
- Implementation:Haosulab ManiSkill SapienUtils
Heuristics
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Iterative Dvc Run Cache Restoration Strategy
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
Environments
- Environment:Huggingface Datatrove IO Dependencies
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Sgl project Sglang CUDA
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Neuml Txtai Python Core Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Farama Foundation Gymnasium JAX Functional Backend