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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:Microsoft LoRA NLU GLUE Finetuning
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Openai Evals Running a single eval
- Workflow:Wandb Weave LLM Integration Tracing
Principles
- Principle:Triton inference server Server QA Test Model Generation
- Principle:Webdriverio Webdriverio Appium Integration
- Principle:Huggingface Diffusers Checkpoint Format Identification
- Principle:Isaac sim IsaacGymEnvs Policy Rollout
- Principle:Openai Openai node Parsed API Invocation
- Principle:Apache Druid Result Analysis
- Principle:Farama Foundation Gymnasium Episode Statistics Tracking
- Principle:Langgenius Dify Workflow Application Creation
- Principle:MarketSquare Robotframework browser Code Quality Enforcement
- Principle:Pyro ppl Pyro Funsor Backend HMM
Implementations
- Implementation:Mit han lab Llm awq Serve Controller
- Implementation:Microsoft Onnxruntime CPU ReductionOps
- Implementation:Ollama Ollama Convert GptOss
- Implementation:Puppeteer Puppeteer Cdp ExtensionTransport
- Implementation:Apache Druid MeasurePattern
- Implementation:Scikit learn Scikit learn CV Results Attributes
- Implementation:CrewAIInc CrewAI Crew Kickoff
- Implementation:Mlc ai Mlc llm Router Handle completion
- Implementation:Microsoft Onnxruntime CoreMLFlags
- Implementation:Interpretml Interpret Term
Heuristics
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
Environments
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Spotify Luigi Apache Spark
- Environment:Vllm project Vllm AMD ROCm
- Environment:TobikoData Sqlmesh Web UI Stack
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Vllm project Vllm Intel XPU
- Environment:Protectai Llm guard API Server Deployment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements