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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:BerriAI Litellm SDK Completion
- Workflow:Bentoml BentoML Model Store Management
- Workflow:Onnx Onnx Model Composition
- Workflow:Google deepmind Dm control Control Suite RL Training
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:CARLA simulator Carla Building from Source
- Workflow:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
Principles
- Principle:ClickHouse ClickHouse Unaligned Memory Access
- Principle:Ucbepic Docetl Pandas Semantic Operations
- Principle:Ray project Ray Actor Method Invocation
- Principle:Gretelai Gretel synthetics DGAN Configuration
- Principle:AnswerDotAI RAGatouille Training Configuration
- Principle:Risingwavelabs Risingwave Iceberg Integration
- Principle:Apache Kafka Release Tag And Vote
- Principle:Huggingface Trl DPO Training
- Principle:LaurentMazare Tch rs Sequential Model Definition
- Principle:Openai CLIP Prompt Engineering
Implementations
- Implementation:Testtimescaling Testtimescaling github io Welcome Branch Setup
- Implementation:Predibase Lorax Conversation State Pattern
- Implementation:Guardrails ai Guardrails Guard Call Stream
- Implementation:Guardrails ai Guardrails CLI Watch
- Implementation:Vllm project Vllm Logger
- Implementation:OpenGVLab InternVL FCNHead Custom
- Implementation:Sktime Pytorch forecasting MovingAvg
- Implementation:Google deepmind Dm control Suite Acrobot
- Implementation:CARLA simulator Carla Python Geometry Bindings
- Implementation:Apache Shardingsphere StandaloneContextManagerBuilder Build
Heuristics
- Heuristic:Open compass VLMEvalKit Judge Model Selection By Dataset
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Heibaiying BigData Notes HBase Connection Thread Safety Tip
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
Environments
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment