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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:Mlc ai Mlc llm REST API Serving
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Pytorch Serve HuggingFace Transformer Serving
Principles
- Principle:Allenai Open instruct SFT Dataset Preparation
- Principle:Farama Foundation Gymnasium Classic Control Environments
- Principle:Scikit learn Scikit learn Pipeline Execution
- Principle:Cleanlab Cleanlab Object Detection Visualization
- Principle:Neuml Txtai Workflow Scheduling
- Principle:InternLM Lmdeploy W8A8 Quantized Inference
- Principle:Webdriverio Webdriverio Driver Management
- Principle:Scikit learn Scikit learn Data Inspection
- Principle:Alibaba ROLL RLVR Configuration
- Principle:Ggml org Llama cpp Merged Model Quantization
Implementations
- Implementation:Infiniflow Ragflow File Utils
- Implementation:Openclaw Openclaw GatewayServiceInstall
- Implementation:Helicone Helicone Mitmproxy Mac
- Implementation:ARISE Initiative Robosuite Buffers
- Implementation:CrewAIInc CrewAI Apify Actors Tool
- Implementation:Lance format Lance Java ScalarIndexParams
- Implementation:Deepspeedai DeepSpeed CPU Adagrad Header
- Implementation:OpenGVLab InternVL QLLaMA Model
- Implementation:CARLA simulator Carla BasicAgent Done
- Implementation:Datajuicer Data juicer ExtractEventMapper
Heuristics
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Dagster io Dagster Lazy Import Pattern
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:Treeverse LakeFS Warning Deprecated InternalApi Methods
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
Environments
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Allenai Open instruct vLLM Inference
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Kserve Kserve Istio Service Mesh