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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:Turboderp org Exllamav2 Text Generation
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Cypress io Cypress Local Development Environment
Principles
- Principle:Tensorflow Serving Session Bundle Migration
- Principle:Datahub project Datahub Docker Prerequisites
- Principle:CARLA simulator Carla CMake Build Configuration
- Principle:PacktPublishing LLM Engineers Handbook Document Persistence
- Principle:Treeverse LakeFS GC Result Verification
- Principle:MarketSquare Robotframework browser Plugin Architecture
- Principle:SeleniumHQ Selenium PageFactory Initialization
- Principle:BerriAI Litellm Custom Logger Development
- Principle:Ggml org Llama cpp Speculative Generation
- Principle:Dagster io Dagster Project Scaffolding
Implementations
- Implementation:FlowiseAI Flowise CreateDocumentStore
- Implementation:Huggingface Datasets Nifti
- Implementation:FlowiseAI Flowise NvidiaNIMDialog
- Implementation:Mage ai Mage ai Tableau Client
- Implementation:Googleapis Python genai Part From Function Response
- Implementation:Ollama Ollama Llama Context
- Implementation:Online ml River TimeSeries Forecaster Base
- Implementation:Scikit learn Scikit learn Cross Validate
- Implementation:DataExpert io Data engineer handbook Log processing
- Implementation:Explodinggradients Ragas Evaluate Function
Heuristics
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Openai CLIP Class Name Curation
Environments
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Openai Openai node WebSocket Dependency