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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:Cypress io Cypress Project Setup and Configuration
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Openai Openai node Audio Processing
- Workflow:Pyro ppl Pyro SVI Training
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Snorkel team Snorkel Slice Aware Training
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Mlc ai Web llm Chrome Extension Integration
Principles
- Principle:Sgl project Sglang Visual Input Preparation
- Principle:Cleanlab Cleanlab Token Label Issue Filtering
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Isaac sim IsaacGymEnvs Randomization State Initialization
- Principle:Hpcaitech ColossalAI Preference Dataloader Setup
- Principle:Huggingface Transformers Base Model Loading For PEFT
- Principle:Heibaiying BigData Notes Flink Pipeline Execution
- Principle:Huggingface Diffusers CI Test Reporting
- Principle:Ggml org Llama cpp Parameter Estimation
Implementations
- Implementation:Vllm project Vllm SGL MoE
- Implementation:Bentoml BentoML Server Classes
- Implementation:MaterializeInc Materialize GitHub Issue Tracker
- Implementation:NVIDIA TransformerEngine JAX Cpp Activation
- Implementation:Togethercomputer Together python Models Resource
- Implementation:Interpretml Interpret Group Importance
- Implementation:Turboderp org Exllamav2 Ext QMLP
- Implementation:Facebookresearch Habitat lab GuiPickHelper
- Implementation:Pyro ppl Pyro OrderedLogistic
- Implementation:Zai org CogVideo LookupFreeQuantization
Heuristics
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Spcl Graph of thoughts Backoff Retry On API Errors
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Cohere ai Cohere python HTTP Retry Backoff Strategy
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Alibaba MNN HuggingFace Ecosystem Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Confident ai Deepeval LLM Provider Credentials