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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:Dagster io Dagster ETL Pipeline
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Apache Spark Kubernetes Deployment
Principles
- Principle:Huggingface Alignment handbook Tokenizer Loading
- Principle:Volcengine Verl Frozen Dataclass Config
- Principle:PeterL1n BackgroundMattingV2 Image sequence writing
- Principle:BerriAI Litellm Cache Initialization
- Principle:AUTOMATIC1111 Stable diffusion webui Frontend Architecture
- Principle:Open compass VLMEvalKit Judge LLM Construction
- Principle:Microsoft Onnxruntime Nodejs Runtime Setup
- Principle:Apache Flink Enriched Row Composition
- Principle:Iamhankai Forest of Thought LLM as Judge
- Principle:Openai Whisper Language Detection
Implementations
- Implementation:Zai org CogVideo Caption Load Video
- Implementation:Langchain ai Langchain Perplexity Types
- Implementation:SeleniumHQ Selenium Closure BrowserEvent
- Implementation:Kornia Kornia Coordinate Grid
- Implementation:Open compass VLMEvalKit Spotting Metric
- Implementation:Mit han lab Llm awq Build vision projector
- Implementation:Haosulab ManiSkill RoboCasaCounter
- Implementation:Speechbrain Speechbrain EncoderClassifier Encode Batch
- Implementation:Testtimescaling Testtimescaling github io Json Dump Shields Badge
- Implementation:FlagOpen FlagEmbedding LLM Embedder LM Model
Heuristics
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:Haosulab ManiSkill Initial Pose Performance
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
Environments
- Environment:Protectai Modelscan TensorFlow Optional
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Vllm project Vllm Buildkite
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:Neuml Txtai Optional Extras Dependencies