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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:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
Principles
- Principle:Testtimescaling Testtimescaling github io Badge Data Generation
- Principle:Google deepmind Mujoco Restrict Optimization
- Principle:Langgenius Dify SideEffectHooks
- Principle:CarperAI Trlx PPO Configuration
- Principle:Kubeflow Pipelines Iterative Training Termination
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:Run llama Llama index Batch Evaluation Setup
- Principle:Marker Inc Korea AutoRAG Trial Summary And Dashboard
- Principle:Microsoft Semantic kernel Event Routing
- Principle:PacktPublishing LLM Engineers Handbook Document Cleaning
Implementations
- Implementation:Huggingface Datatrove TypesHelper
- Implementation:Allenai Open instruct HFDataLoader
- Implementation:Onnx Onnx Compose Merge Models
- Implementation:ClickHouse ClickHouse Musl Log Data
- Implementation:Openclaw Openclaw ResolveSandboxConfigForAgent
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Supporting Models
- Implementation:Togethercomputer Together python Check File
- Implementation:Neuml Txtai Hub Cloud
- Implementation:Run llama Llama index LLM Utils
- Implementation:Risingwavelabs Risingwave NoDataRecoverySnapshotter
Heuristics
- Heuristic:Googleapis Python genai LRO Polling Backoff
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
Environments
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Huggingface Datasets Search Dependencies
- Environment:Apache Spark JDK Build Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Dagster io Dagster GRPC Communication
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Huggingface Datatrove Python Runtime
- Environment:Mlflow Mlflow Python Runtime Environment