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1,118
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 S3 Gateway Integration
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Lm sys FastChat MT Bench Evaluation
Principles
- Principle:Microsoft Agent framework Workflow Event Streaming
- Principle:PeterL1n BackgroundMattingV2 Homographic alignment
- Principle:Microsoft Agent framework Agent Specialization
- Principle:InternLM Lmdeploy API Client Integration
- Principle:Langchain ai Langchain Tool Binding
- Principle:CARLA simulator Carla Recording Event Querying
- Principle:OpenRLHF OpenRLHF DeepSpeed Distributed Setup
- Principle:Cleanlab Cleanlab Segmentation Issue Visualization
- Principle:Tensorflow Serving ML Metadata Integration
- Principle:Mlflow Mlflow Model Version Management
Implementations
- Implementation:Facebookresearch Habitat lab GuiPlacementHelper
- Implementation:Neuml Txtai NumPy ANN
- Implementation:Run llama Llama index DatasetGenerator From Documents
- Implementation:Deepset ai Haystack ContextRelevanceEvaluator
- Implementation:Langchain ai Langgraph Task Decorator
- Implementation:Fastai Fastbook SGD Manual
- Implementation:Alibaba ROLL Platform
- Implementation:Mit han lab Llm awq Get prompter
- Implementation:Predibase Lorax BGMV Expand Slice Kernel
- Implementation:FlagOpen FlagEmbedding Training Data JSONL Format
Heuristics
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Tencent Ncnn Thread Count Tuning
- Heuristic:TA Lib Ta lib python Compatibility Mode Switching
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
Environments
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Vllm project Vllm Intel XPU
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Pola rs Polars Rust Build Environment