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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:Apache Dolphinscheduler Datasource Plugin Development
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Spotify Luigi Database Ingestion Pipeline
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Groq Groq python Chat Completion
- Workflow:Evidentlyai Evidently ML Model Quality Report
Principles
- Principle:Openai Openai agents python Streamed Run Invocation
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:Apache Airflow Helm Values Configuration
- Principle:Tensorflow Serving TFRT Model Management
- Principle:NVIDIA DALI Image Resize
- Principle:Langchain ai Langgraph UI Component Management
- Principle:Huggingface Datatrove URL Filtering
- Principle:FlagOpen FlagEmbedding Evaluation Model Loading
- Principle:Avhz RustQuant Automatic Differentiation
- Principle:Pyro ppl Pyro Deterministic Computation
Implementations
- Implementation:Evidentlyai Evidently Legacy Target Drift Preset
- Implementation:ArroyoSystems Arroyo Kinesis Source
- Implementation:Sgl project Sglang CPU Common Header
- Implementation:Apache Airflow RBAC Security Config
- Implementation:ArroyoSystems Arroyo Filesystem Source
- Implementation:LaurentMazare Tch rs Torch Api Generated Cpp
- Implementation:DevExpress Testcafe Runner Fluent API
- Implementation:Recommenders team Recommenders Load Pandas Df
- Implementation:Open compass VLMEvalKit Infer Data Job
- Implementation:NVIDIA TransformerEngine Ops Activation
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
Environments
- Environment:Openai Whisper PyTorch CUDA
- Environment:Apache Kafka Docker Build Environment
- Environment:Wandb Weave Trace Server Infrastructure
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Getgauge Taiko Node Runtime
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:HKUDS AI Trader API Credentials