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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:Huggingface Open r1 SFT Distillation
- Workflow:Datahub project Datahub Python Metadata Emission
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Openai Openai python Embeddings Generation
Principles
- Principle:DataExpert io Data engineer handbook Spark Session Configuration
- Principle:Avhz RustQuant Gradient Descent Optimization
- Principle:Kserve Kserve Model Lifecycle Management
- Principle:Ollama Ollama GGUF Model Conversion Lfm2
- Principle:Astronomer Astronomer cosmos Telemetry And Observability
- Principle:Neuml Txtai Base Model Configuration
- Principle:Gretelai Gretel synthetics Synthetic Text Generation
- Principle:Isaac sim IsaacGymEnvs Randomization Parameter Definition
- Principle:Kubeflow Pipelines XGBoost Model Training
- Principle:DataTalksClub Data engineering zoomcamp Chunked Data Ingestion
Implementations
- Implementation:Langgenius Dify I18n Language
- Implementation:Mit han lab Llm awq Device warmup
- Implementation:Junyanz Pytorch CycleGAN and pix2pix Pix2PixModel Optimize Parameters
- Implementation:Apache Shardingsphere MetaDataContextsInitFactory Create
- Implementation:Ggml org Ggml Sycl mmq
- Implementation:ARISE Initiative Robosuite Wrapper Base
- Implementation:Open compass VLMEvalKit ImageCaptionDataset
- Implementation:TobikoData Sqlmesh PlanBuilder Set Start End
- Implementation:Neuml Txtai Embeddings Search
- Implementation:Interpretml Interpret Explain Global
Heuristics
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Duckdb Duckdb Unity Build Strategy
Environments
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Openai Openai node Node 20 Runtime
- Environment:Kserve Kserve Knative Serving
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Apache Spark JDK Build Environment
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Sgl project Sglang Grafana
- Environment:Wandb Weave LLM Integration Dependencies