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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:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Dagster io Dagster ETL Pipeline
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Mlc ai Mlc llm REST API Serving
Principles
- Principle:Nautechsystems Nautilus trader Exchange Adapter Configuration
- Principle:Microsoft LoRA NLG Environment Setup
- Principle:Apache Druid Schema Discovery
- Principle:InternLM Lmdeploy AWQ Weight Quantization
- Principle:Lm sys FastChat Causal LM Loading
- Principle:MarketSquare Robotframework browser Browser Context Lifecycle
- Principle:Sktime Pytorch forecasting Object Registry
- Principle:Langchain ai Langchain Document Indexing
- Principle:ARISE Initiative Robosuite Environment And Robot Selection
- Principle:Mistralai Client python Stream Event Processing
Implementations
- Implementation:Tensorflow Tfjs Generic Utils Test
- Implementation:NVIDIA NeMo Curator Download Utils
- Implementation:CrewAIInc CrewAI Enterprise API Spec Ko
- Implementation:ClickHouse ClickHouse Poco NetworkInterface
- Implementation:Astronomer Astronomer cosmos ExecutionConfig Init
- Implementation:Online ml River Conf Interval
- Implementation:FMInference FlexLLMGen DeepSpeed Load Checkpoint
- Implementation:Axolotl ai cloud Axolotl HFCausalTrainerBuilder Build
- Implementation:ClickHouse ClickHouse Wide Integer Impl
- Implementation:SeleniumHQ Selenium Closure Testing TestCase
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Microsoft Semantic kernel Custom HttpClient Retry Policy
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Snorkel team Snorkel NLP Preprocessor Memoization
Environments
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Evidentlyai Evidently Spark Engine Environment
- Environment:Openai Evals Optional Provider APIs
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Intel Ipex llm XPU Serving Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment