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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:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Guardrails ai Guardrails Structured Data Generation
Principles
- Principle:Avhz RustQuant Bond Pricing
- Principle:Webdriverio Webdriverio BrowserBinaryResolution
- Principle:Sktime Pytorch forecasting Positional Encoding
- Principle:LLMBook zh LLMBook zh github io Direct Preference Optimization
- Principle:Apache Kafka Coordinator Partition Unloading
- Principle:Ggml org Ggml VirtGPU Remoting
- Principle:Openclaw Openclaw Routing Verification
- Principle:Norrrrrrr lyn WAInjectBench Image Embedding Initialization
- Principle:Apache Airflow Security Review Planning
- Principle:Sdv dev SDV Sequential Model Fitting
Implementations
- Implementation:Microsoft Semantic kernel Brave Search TestData
- Implementation:Deepspeedai DeepSpeed PipelineEngine Eval Batch
- Implementation:Datajuicer Data juicer ExtractKeywordMapper
- Implementation:Intel Ipex llm Vllm Online Benchmark
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Download Pretrained Model
- Implementation:Treeverse LakeFS Java SDK Model CompletePresignMultipartUpload
- Implementation:NVIDIA TransformerEngine Ops UB Forward Linear
- Implementation:Microsoft Onnxruntime LrScheduler
- Implementation:ArroyoSystems Arroyo Worker Server
- Implementation:FlagOpen FlagEmbedding MLVU Count Data
Heuristics
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Marker Inc Korea AutoRAG Data Format Requirements
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:BerriAI Litellm Retry Backoff Strategy
Environments
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Cypress io Cypress Browser Requirements
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Vllm project Vllm CUDA
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Bentoml BentoML Triton Inference Server
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment