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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:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Kubeflow Pipelines Pipeline Control Flow
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
Principles
- Principle:Neuml Txtai Tool Assembly
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:Elevenlabs Elevenlabs python Text Chunking
- Principle:Huggingface Transformers Adapter Weight Saving
- Principle:Openai Whisper Audio Padding And Trimming
- Principle:Deepspeedai DeepSpeed AutoTP Configuration
- Principle:Eric mitchell Direct preference optimization Model Loading
- Principle:Scikit learn Scikit learn Score Distribution Analysis
- Principle:Nightwatchjs Nightwatch Page Commands
Implementations
- Implementation:Neuml Txtai Embeddings Index
- Implementation:Microsoft LoRA DART Train Dataset
- Implementation:Microsoft Agent framework Declarative Tool Function Pattern
- Implementation:Helicone Helicone XAI Model Definitions
- Implementation:Microsoft Onnxruntime OnnxSequence
- Implementation:Openai Openai python Response Input Audio Param
- Implementation:NVIDIA TransformerEngine JAX Attention
- Implementation:Scikit learn Scikit learn ComputeClassWeight
- Implementation:BerriAI Litellm Core Helpers
- Implementation:Dotnet Machinelearning OneDalAlgorithms
Heuristics
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Unslothai Unsloth LoRA Rank Selection
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:NVIDIA DALI Distributed Sharding Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
Environments
- Environment:Microsoft Agent framework API Credentials
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend