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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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|---|---|---|
| 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:Explodinggradients Ragas Test Data Generation
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Mlflow Mlflow Experiment Tracking
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Snorkel team Snorkel Weak Supervision Pipeline
- Workflow:Googleapis Python genai Function Calling and Tools
Principles
- Principle:Guardrails ai Guardrails Observability
- Principle:Iterative Dvc Target Resolution
- Principle:Predibase Lorax Stateless Conversation Management
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:Apache Flink Async Sink Configuration
- Principle:Facebookresearch Audiocraft Masked Parallel Token Generation
- Principle:Microsoft Playwright Identify Interception Targets
- Principle:Ucbepic Docetl Pipeline Execution
- Principle:Lm sys FastChat Environment Setup
- Principle:Sdv dev SDV Custom Constraint Definition
Implementations
- Implementation:Hiyouga LLaMA Factory V1 NPU RMSNorm
- Implementation:Datahub project Datahub Docker Health Check Pattern
- Implementation:Huggingface Datasets Dataset To Parquet
- Implementation:Deepspeedai DeepSpeed UlyssesSPDataLoaderAdapter Init
- Implementation:Lance format Lance Commit Compaction
- Implementation:Infiniflow Ragflow Custom Exceptions
- Implementation:Mlc ai Mlc llm DeepSeek Templates
- Implementation:Intel Ipex llm Axolotl Finetuning
- Implementation:Apache Druid ModulePane
- Implementation:Norrrrrrr lyn WAInjectBench process file
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
Environments
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Sail sg LongSpec Inference Environment
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Apache Kafka Committer Tools Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment