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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:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
Principles
- Principle:ClickHouse ClickHouse Server Package Configuration
- Principle:Explodinggradients Ragas Knowledge Graph Construction
- Principle:Pytorch Serve Inference Handler Development
- Principle:Arize ai Phoenix Annotation Analysis
- Principle:Langchain ai Langgraph Store Configuration
- Principle:Online ml River Page Hinkley Drift Detection
- Principle:Axolotl ai cloud Axolotl Distributed Environment Setup
- Principle:Apache Paimon Blob Descriptor Deserialization
- Principle:Princeton nlp SimPO Environment Setup
- Principle:Onnx Onnx External Data Conversion
Implementations
- Implementation:Mlc ai Mlc llm OLMo Model
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Linear Add
- Implementation:Alibaba MNN Protobuf Map H
- Implementation:Microsoft Onnxruntime CPU DropoutGrad
- Implementation:Google deepmind Mujoco Filetype Detection
- Implementation:Online ml River Misc Skyline
- Implementation:Mit han lab Llm awq Pseudo quantize model weight
- Implementation:Online ml River Cluster ODAC
- Implementation:Interpretml Interpret SPOTgreedy
- Implementation:Pola rs Polars Expr Cast and Transform
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Astronomer Astronomer cosmos Memory Optimised Imports
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Deepset ai Haystack Document Splitting Defaults
Environments
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Mistralai Client python Agents Environment
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Vllm project Vllm NVIDIA CUDA
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment