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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:Unslothai Unsloth Vision Model Finetuning
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Trailofbits Fickling Safe ML Model Loading
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Pyro ppl Pyro Bayesian Regression
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Model Loading
- Principle:Langchain ai Langgraph Thread Lifecycle Management
- Principle:Kornia Kornia Gradient Edge Detection
- Principle:Google deepmind Mujoco CPU Model Loading
- Principle:Datahub project Datahub Protobuf Schema Conversion
- Principle:Microsoft DeepSpeedExamples Vision Language Projection
- Principle:Ggml org Llama cpp Constrained Decoding
- Principle:Deepset ai Haystack Extractive Question Answering
- Principle:Haosulab ManiSkill Digital Twin Construction
- Principle:Helicone Helicone Request Parsing
Implementations
- Implementation:PacktPublishing LLM Engineers Handbook UserDocument Get Or Create
- Implementation:Microsoft BIPIA Clean Response Inference
- Implementation:Online ml River Drift NoDrift
- Implementation:DataTalksClub Data engineering zoomcamp Java JsonKStreamJoins
- Implementation:Onnx Onnx Checker Check Model
- Implementation:Online ml River Preprocessing TargetScalers
- Implementation:AUTOMATIC1111 Stable diffusion webui Shared State
- Implementation:Google deepmind Mujoco mjv freeScene mjr freeContext
- Implementation:Google deepmind Mujoco MJWarp Collision Driver
- Implementation:Pyro ppl Pyro Trace Struct
Heuristics
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
Environments
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:HKUDS AI Trader MCP Services
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:OpenGVLab InternVL Flash Attention 2