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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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|---|---|---|
| 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:Duckdb Duckdb Code Generation Pipeline
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Heibaiying BigData Notes Storm Topology Development
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Mlfoundations Open flamingo Data Preparation
Principles
- Principle:ClickHouse ClickHouse Base Library Compilation
- Principle:Cleanlab Cleanlab Multiannotator Consensus Estimation
- Principle:LaurentMazare Tch rs Linear Layer
- Principle:Getgauge Taiko Script Execution
- Principle:Evidentlyai Evidently LLM Judge Evaluation
- Principle:Teamcapybara Capybara Path Assertion
- Principle:Huggingface Datasets Dataset Metadata Configuration
- Principle:Astronomer Astronomer cosmos Virtualenv Operator Execution
- Principle:Apache Paimon Row Representation
- Principle:Fastai Fastbook Learning Rate Selection
Implementations
- Implementation:Arize ai Phoenix Traces Resource
- Implementation:Alibaba MNN FlatBuffers Reflection Header
- Implementation:Alibaba MNN RapidJSON Reader
- Implementation:Elevenlabs Elevenlabs python WorkflowPhoneNumberNodeModelOutput
- Implementation:CARLA simulator Carla Git Clone Repository
- Implementation:Ggml org Llama cpp Mtmd Audio
- Implementation:MaterializeInc Materialize CLI Run
- Implementation:Puppeteer Puppeteer Website Package Lock
- Implementation:Datahub project Datahub MLModelGroup Entity
- Implementation:Openai Openai python Embedding Response Model
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
Environments
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Iterative Dvc Python Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Ggml org Llama cpp CMake Build Environment