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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:Langchain ai Langchain Streaming Responses
- Workflow:Wandb Weave SDK Release
- Workflow:Onnx Onnx Version Conversion
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Nightwatchjs Nightwatch Cucumber BDD Integration
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Trailofbits Fickling PyTorch Format Identification
Principles
- Principle:Huggingface Alignment handbook Config Parsing
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:Rapidsai Cuml Build And CI Infrastructure
- Principle:Haosulab ManiSkill Tensor RNG Reward Primitives
- Principle:Ggml org Llama cpp Model Download Management
- Principle:Kornia Kornia Descriptor Matching
- Principle:Predibase Lorax Multi Process Server Launch
- Principle:Ggml org Llama cpp Model Architecture Registry
- Principle:Google deepmind Mujoco Ray Casting
- Principle:Google research Deduplicate text datasets Byte Range Removal
Implementations
- Implementation:Run llama Llama index PairwiseComparisonEvaluator
- Implementation:Pyro ppl Pyro Trace Struct
- Implementation:Apache Druid UseQueryManager
- Implementation:Avhz RustQuant Brent Method
- Implementation:Fastai Fastbook DataBlock
- Implementation:Elevenlabs Elevenlabs python Audio File Pattern
- Implementation:Triton inference server Server L0 Model Queue Test
- Implementation:AUTOMATIC1111 Stable diffusion webui FrozenCLIPEmbedderWithCustomWords forward
- Implementation:Langchain ai Langchain ChatPerplexity
- Implementation:Ggml org Ggml Hexagon flash attn
Heuristics
- Heuristic:Anthropics Anthropic sdk python Streaming For Long Requests
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
Environments
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Avhz RustQuant Rust Stable
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Groq Groq python Python Groq SDK
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Apache Airflow Database Backend Environment