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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 DSPy Optimization
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
Principles
- Principle:Ggml org Llama cpp Build Quantize Tool
- Principle:Online ml River Multi Output Metrics
- Principle:DataTalksClub Data engineering zoomcamp Dlt Resource Definition
- Principle:Alibaba ROLL Diffusion Model Preparation
- Principle:PacktPublishing LLM Engineers Handbook Context Assembly And LLM Generation
- Principle:Huggingface Transformers Quantization Configuration
- Principle:Tencent Ncnn Face Alignment And Recognition
- Principle:Guardrails ai Guardrails Pydantic Schema Definition
- Principle:Google deepmind Mujoco Model Initialization
- Principle:Hiyouga LLaMA Factory Shifted Sparse Attention
Implementations
- Implementation:FlagOpen FlagEmbedding RetroMAE Modeling
- Implementation:Facebookresearch Habitat lab EQA CNN Pretrain Trainer
- Implementation:Microsoft Autogen Studio MCP WSBridge
- Implementation:Online ml River Metrics MultiLabelConfusionMatrix
- Implementation:Mlc ai Mlc llm CLI Main
- Implementation:Farama Foundation Gymnasium JaxToNumpy
- Implementation:Huggingface Datasets Dataset From Generator
- Implementation:ARISE Initiative Robosuite TwoArmPegInHole Environment
- Implementation:Openclaw Openclaw DashboardCommand
- Implementation:Nightwatchjs Nightwatch Assertion Type Definitions
Heuristics
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Fastai Fastbook Mixup Data Augmentation
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Cypress io Cypress V8 Snapshot Memory
Environments
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Huggingface Datasets Python PyArrow Core
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Huggingface Open r1 vLLM Server