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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:Microsoft Agent framework Declarative Agent Definition
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Apache Airflow Core Release Process
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Truera Trulens RAG With Guardrails
Principles
- Principle:Pola rs Polars Horizontal Fold Operations
- Principle:Tensorflow Tfjs Spatial Padding
- Principle:LLMBook zh LLMBook zh github io Loss Masking Tokenization
- Principle:Lance format Lance Inverted Index Building
- Principle:Farama Foundation Gymnasium Vector Observation Transformation
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:Nightwatchjs Nightwatch Custom Command Creation
- Principle:Openai CLIP Image Feature Encoding
- Principle:Haosulab ManiSkill Asset Download Loading
- Principle:Iterative Dvc Git Change Staging
Implementations
- Implementation:LaurentMazare Tch rs Dataset Train Iter
- Implementation:FMInference FlexLLMGen CompressionConfig
- Implementation:FlagOpen FlagEmbedding LLM Embedder Llama Patch
- Implementation:Facebookresearch Habitat lab Env integration testing
- Implementation:Datajuicer Data juicer HumanPreferenceAnnotationMapper
- Implementation:Apache Paimon DeltaVarintCompressor
- Implementation:Elevenlabs Elevenlabs python ApiIntegrationWebhookToolConfigOutput
- Implementation:Iterative Dvc Find Targets And Create Stage
- Implementation:Infiniflow Ragflow TemplateSidebar Component
- Implementation:Recommenders team Recommenders Benchmark Predict And Recommend
Heuristics
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Neuml Txtai MacOS OpenMP Workaround
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:Apache Flink Async Sink Timeout And Backpressure Defaults
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Ollama Ollama Download Retry Strategy
Environments
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Obss Sahi Python Pycocotools
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Obss Sahi Python Detection Frameworks
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment